diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 94ce5ee822ed2dd88041faad6b2a22d3bb3cafc7..9015ec6c8e4226ae22ab5479378590bad2ed084c 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": "20260506T180045Z", - "generated_at": "2026-05-06T18:15:23Z", + "snapshot_id": "20260507T000029Z", + "generated_at": "2026-05-07T00:10:46Z", "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 f79fecff12cfa0fdf7e433cc4edcb3b7cd8dee0c..371054f3e49441dba2ed95e83b971b36500d5ba1 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": "20260506T180045Z", - "generated_at": "2026-05-06T18:15:23Z", + "snapshot_id": "20260507T000029Z", + "generated_at": "2026-05-07T00:10:46Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -26,12 +26,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "285d43af9708d76b766e40051da8365659a39c2e42962ae4c4220e916293123f", + "prepared_review_unit_hash": "f4801749e750d1d74298c36ae44478d7c713bf1e268cc0098f85f399d13baf7c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks heterogeneous: one issue is about Tapas tokenization differences, one about private-model auth/error messaging, and one about failing to load bert-base-uncased. The only plausible anchor is the generic model-loading report, but the soft links do not justify deduping the issues together.", - "confidence": 0.92, - "canonical_issue_reason": "issue:16618 is the most central and broadly phrased report in the cluster, and it is the only node softly linked to both other issues, so it is the best anchor even though the topics are likely distinct.", + "summary": "These issues do not look like duplicates. One is about Tapas tokenization, while the other two are model-loading/authentication reports, and even those two appear to be different failure modes.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 16618 is the broadest and most representative of the cluster\u2019s model-loading complaints, so it is the best single issue to anchor the cluster even though it is not a true duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:16618 is the best overall issue candidate because it is the most general failure description and sits at the center of the soft-similarity links.", + "best_issue_reason": "16618 is the most central and generally phrased report in the set, making it the best candidate for a cluster representative; however, the cluster is heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tokenization mismatch in Tapas and inability to load bert-base-uncased are different problem types with no clear shared code-path or fix." + "reason": "Tapas tokenization differences are unrelated to a 'can't load bert-base-uncased' model-loading failure; they do not share the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model login/error-message handling and a generic model-loading failure are not the same underlying bug; the overlap is too broad to merge." + "reason": "Both mention loading/downloading models, but 15980 is specifically about a private-model login error and 16618 is a general inability to load a public model; the concrete failure modes differ." } ] }, @@ -81,13 +81,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 1, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:24643", "issue:30277", @@ -158,8 +158,8 @@ "issue:34634|issue:35545", "issue:30277|issue:43638", "issue:43596|issue:43638", - "issue:43975|issue:44457", "issue:43039|issue:45161", + "issue:43975|issue:44457", "issue:44292|issue:44457", "issue:34928|issue:44805", "issue:24643|issue:30277", @@ -208,352 +208,388 @@ "issue:44841|issue:45084", "issue:41093|issue:41762" ], - "prepared_review_unit_hash": "05f15a0f5f953554c2204d90c90d285906aade22f4def3724a0442b01d248647", + "prepared_review_unit_hash": "3bbbc868a01b6aa7a53bffdc3be94b29debcb4058767fe457369dd7244bf2697", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 68, - "serialized_chars": 47982, - "estimated_input_tokens": 11996, - "estimated_eval_tokens": 24248 + "serialized_chars": 47979, + "estimated_input_tokens": 11995, + "estimated_eval_tokens": 24246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose mix of unrelated issues. The only clear duplicate pair is the two DeepSpeed ZeRO-3/BERT reports; the rest are at best broad theme matches (docs cleanup, MoE, dtype/config errors) but not the same concrete bug.", - "confidence": 0.85, - "canonical_issue_reason": "issue:43596 is the cleaner canonical report for the ZeRO-3/BERT empty-index failure: it states the general load/init error, while issue:43638 reads like the same bug in a narrower non-pretrained-BERT variant.", + "summary": "This cluster is mostly a heterogeneous set of model-specific runtime bugs, shape/dtype errors, and a couple of v5 documentation regressions. There is one clear duplicate-like pair around DeepSpeed ZeRO-3/BERT init failures; most other soft links are only superficially similar.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44805 is the most central representative of the cluster's recurring tensor-shape/runtime-failure reports and has the broadest overlap with other size/mask mismatch issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best global issue anchor because it most clearly captures the shared underlying bug among the only true duplicate pair and is the broader, more reusable description.", + "best_issue_reason": "issue:44805 is the best overall representative because it sits closest to multiple related failure reports and summarizes the repeated shape-mismatch class better than the more niche model-specific issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: one is a missing config attribute, the other is a streaming chat/completions runtime issue." + "reason": "Same model family, but different failures and code paths: config attribute lookup vs streaming chat/completions inference." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model/hardware paths; GPT-OSS on AMD GPUs is unrelated to an MPS histogram kernel limitation." + "reason": "Both are backend-specific failures, but the models, hardware targets, and root causes are unrelated." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different bug classes: image preprocessor dtype mismatch versus a GPT-OSS GPU compatibility failure." + "reason": "Image-preprocessor dtype mismatch for Mistral-3 is unrelated to GPT-OSS AMD GPU execution failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch and AMD GPU failure are not the same concrete problem." + "reason": "Autocast dtype mismatch and AMD GPU failure are different bugs with no shared code path." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and code paths; this is not one shared underlying defect." + "reason": "Different models and different failure modes; not the same underlying bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3 NVFP4 runtime failure is unrelated to GPT-OSS AMD GPU support." + "reason": "NVFP4 runtime error and AMD GPU compatibility issue are separate problems." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Collective mismatch under ZeRO-3 and ONNX export failure are distinct issues." + "reason": "DeepSpeed collective mismatch during training is unrelated to ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3 MoE FP8 loading are unrelated change requests/bugs." + "reason": "ONNX export failure and Qwen3Moe FP8 failure do not share the same concrete code path." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export and CUDA assert with auto device mapping are different failures." + "reason": "Export-to-ONNX and auto device mapping cuda assert are different failures." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they refer to different removed documentation surfaces and are not the same bug." + "reason": "Both are v5 docs regressions, but they affect different stale references and would be separate fixes." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ModernBERT export error and GenerationMixin import error have no shared concrete code path." + "reason": "ImportError for GenerationMixin is unrelated to ModernBERT export issues." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are shape/index errors, but the reports point to different symptoms and contexts; not enough to treat as the same bug." + "reason": "Both are shape-related, but one is DeepSpeed ZeRO-3 zero-size index failure and the other is a mask/index size mismatch; not clearly the same bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3/BERT empty-index loading and a generic mask-shape mismatch are too different to merge." + "reason": "Same broad DeepSpeed training area, but the reported failure signatures are different enough to avoid merging." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "A mask/tensor shape error is unrelated to GPT-OSS tensor-parallel failure." - }, - { - "left": "issue:44805", - "right": "issue:44918", - "accept": false, - "reason": "Mask shape mismatch and Qwen3.5 embedding unpacking under TRL are different problems." + "reason": "Mask/index size mismatch is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping helper failure is unrelated to the mask-shape index error." + "reason": "Tokenizer mapping failure in add-new-model-like is a different code path from the tensor mask mismatch." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset behavior and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is a BERT indexing failure." + "reason": "Both involve DeepSpeed, but collective mismatch and zero-sized index errors are distinct issues." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying ZeRO-3/BERT zero-sized indexing bug; 43638 is just a narrower description of the same failure mode." + "reason": "Both describe the same DeepSpeed ZeRO-3 / BERT index-0-out-of-bounds failure during initialization or training; only the model phrasing differs." }, { - "left": "issue:43975", - "right": "issue:44457", + "left": "issue:43039", + "right": "issue:45161", "accept": false, - "reason": "Detokenization in v5 and LoRA merge/save inconsistency are different model-behavior bugs." + "reason": "Liger Kernel cross-entropy being called is unrelated to GPT-OSS tensor-parallel failure." }, { - "left": "issue:43039", - "right": "issue:45161", + "left": "issue:43975", + "right": "issue:44457", "accept": false, - "reason": "Liger Kernel cross-entropy invocation is unrelated to GPT-OSS MoE tensor-parallel behavior." + "reason": "Incorrect detokenization and LoRA merge/save/reload mismatch are different bugs." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime issues and LoRA merge/save output mismatch are not the same bug." + "reason": "NVFP4 runtime failure and LoRA weight merge inconsistency do not share a root cause." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recomputation mismatch is a different failure class from the mask-shape index error." + "reason": "Both are tensor-shape related, but activation-checkpointing/FSDP recompute mismatch is a different scenario from a mask/index length error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the runtime weight-dimension error and collective mismatch are different code-path failures." + "reason": "Both mention DeepSpeed, but the runtime error and collective mismatch are separate training failures." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 loading failure and GPT-OSS tensor-parallel failure are unrelated." + "reason": "DeepSpeed ZeRO-3 BERT init error is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP checkpointing mismatch and CustomTrainer signature change are unrelated issues." - }, - { - "left": "issue:43596", - "right": "issue:45161", - "accept": false, - "reason": "BERT ZeRO-3 index error is unrelated to GPT-OSS MoE TP behavior." + "reason": "Activation checkpointing size mismatch and custom compute_loss signature breakage are unrelated." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Image preprocessor dtype mismatch and GraniteMoEHybrid invalid method are different problems." + "reason": "Mistral image-preprocessor dtype mismatch and GraniteMoEHybrid invalid method are different bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM sliding-window config error is unrelated to tokenizer regex patch crashes." + "reason": "Gemma3 sliding-window attribute error is unrelated to the Mistral tokenizer regex crash." }, { "left": "issue:43828", - "right": "issue:45161", + "right": "issue:44292", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP failure are different concrete bugs." + "reason": "Different model families and different failures; both are dtype/runtime issues only at a very broad level." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "TRL embedding unpacking and GPT-OSS tensor-parallel failure do not share the same bug." + "reason": "Torch version incompatibility is not the same as the Qwen-3 NVFP4 runtime problem." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Both are runtime issues, but one is Liger Kernel cross-entropy selection and the other is an autocast dtype mismatch." + "reason": "Qwen3.5 embedding unpacking with TRL is unrelated to GPT-OSS tensor parallelism." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 out-of-bounds and BERT ZeRO-3 out-of-bounds are similar in shape but not clearly the same bug." + "reason": "Gemma3 ZeRO-3 loading and Bert ZeRO-3 loading are similar in theme but not the same concrete bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions after v5 removals, but they target different documentation sections and are not the same change." + "reason": "Both are docs regressions, but one is about removed pipeline tasks and the other about the removed run command." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral image dtype mismatch and Qwen3-vl video StopIteration are unrelated multimodal failures." + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch is not the same as an unimplemented MPS histogram kernel." + "reason": "Autocast dtype mismatch and MPS histogram_int limitation are different backend-specific issues." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Video processing StopIteration and MPS Int histogram kernel error are unrelated." + "reason": "Video processing StopIteration and MPS histogram failure do not share a code path." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and compute_loss kwarg incompatibility are separate training problems." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP/activation-checkpointing size mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel behavior and mask/index length mismatch are unrelated failures." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3-related, but Gemma3 loading and BERT init errors are not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs and transformers run-command docs are separate stale references." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device-map assert 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:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and NemotronH checkpoint loading are different issues." + "reason": "Corrupted Ovis checkpoint and NemotronH checkpoint loading failure are different root causes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model loading failure and corrupted checkpoint are different root causes." + "reason": "Unit-test model load failure for GLM-4.7-Flash and Ovis checkpoint corruption are not the same bug." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Gemma3 sliding-window attribute error and Qwen3-MoE sliding_window issue are related only by name, not by the same bug." + "reason": "Gemma3 sliding-window attribute error and Qwen3-MoE sliding_window issue are different model/config bugs." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask/index shape mismatch during one workflow is not the same as ZeRO-3 BERT empty-index loading failure." + "reason": "Mask-shape mismatch and ZeRO-3 zero-sized index failure are related only superficially." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic PretrainedConfig field breakage are unrelated." + "reason": "Torch compatibility and pydantic PretrainedConfig field breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "Both mention DeepSpeed-style incompatibilities in a broad sense, but the underlying bugs are different." + "reason": "ZeRO-3 BERT init failure and torch 2.4.1 / transformers 5.8.0 incompatibility are different problems." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and streaming inference failure are different runtime issues." + "reason": "Qwen3.5 chat crash and streaming inference API failure are different issues." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load failure and pydantic config breakage are unrelated." + "reason": "Whisper load failure is unrelated to the pydantic model regression." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 lm_head tying and Ovis2 checkpoint corruption are different defects." + "reason": "Mistral3 lm_head tying bug and Ovis checkpoint corruption are unrelated." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming inference failure and MPS histogram kernel limitation are unrelated." + "reason": "Qwen3.5 streaming inference and MPS MoE histogram failure are unrelated." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "TorchDynamo grouped_mm tracing failure and MPS histogram kernel error are different problems." + "reason": "torch dynamo grouped_mm tracing failure and MPS histogram limitation are different backend issues." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are not the same code-path bug." + "reason": "Grouped_mm tracing error and autocast dtype mismatch are not the same bug." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import failure and Gemma3 config attribute error are unrelated." + "reason": "GenerationMixin import error and Gemma3 config attribute error are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and non-template-node compile error do not share a concrete bug." + "reason": "Voxtral processor failure and template-node compilation error are different code paths." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are index/shape errors, but they involve different models and different failure points, so they should not be merged." + "reason": "Both are shape-style errors, but one is mask/index mismatch and the other is ZeRO-3 zero-size load failure." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted duplicate pair is handled conservatively. The broader rejection rationale for the remaining pairs stays within what the titles/evidence support." + "feedback": "The summary is well grounded in the packet: it correctly characterizes the cluster as mostly heterogeneous, identifies the one clearly duplicate-like DeepSpeed ZeRO-3/BERT pair conservatively, and treats the remaining soft links as superficial rather than overclaiming shared root causes. The canonical issue choice is also supported by the strongest overlap signals in the packet." }, "evaluator_used": true, "retried": false, @@ -566,13 +602,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 2, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:39186", "issue:39290", @@ -659,14 +695,14 @@ "issue:39692|issue:43054", "issue:43828|issue:44928" ], - "prepared_review_unit_hash": "d3c933a61214168108948c3e21d557c1e869298c7e92e416aa804ae5edaceae1", + "prepared_review_unit_hash": "77b7b92670b26046e8b215f7552f5ade8ddd6d747e015883fdf4a39646370835", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, @@ -681,225 +717,225 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a grab bag of Transformers/vLLM regressions, but a few true duplicate clusters stand out. The clearest one is the non-persistent-buffer regression around `from_pretrained()`/v5 (`43950`, `44534`, with `43644` feeding into the same bug). `43054`/`43994` also looks like the same SigLIP2 model-output problem. The `trust_remote_code`/custom-module pair `45632`/`45698` is related thematically, but not strong enough to treat as the same bug.", - "confidence": 0.7, - "canonical_issue_reason": "issue:43950 is the cleanest canonical issue: it describes the core v5 regression around non-persistent buffers clearly and has an obvious near-duplicate in issue:44534.", + "summary": "Most items are distinct model/configuration regressions rather than duplicates. The only clear duplicate set is the Transformers v5 non-persistent-buffer corruption reports; the SigLIP2 pair is a plausible but less certain duplicate on the same underlying inference pathology.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43950 is the most specific and actionable report for the v5 non-persistent-buffer regression, with a clear `from_pretrained()` reproduction and explicit diagnosis of `register_buffer(persistent=False)` corruption.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the strongest representative because it captures the concrete regression most directly and is supported by the closest duplicate evidence.", + "best_issue_reason": "issue:43950 best represents the cluster because it precisely describes the shared regression and is broad enough to subsume the other buffer-corruption reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL/vLLM loading vs GGUF gpt-oss architecture support." + "reason": "Different failures: PaddleOCR-VL load/vLLM compatibility versus GGUF gpt-oss architecture support." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are config regressions, but missing pad_token_idx and pydantic PretrainedConfig breakage are different bugs." + "reason": "Unrelated config regressions: missing `pad_token_idx` in StableLmConfig vs pydantic `PretrainedConfig` field breakage." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different symptoms and code paths: int4 quantization memory growth vs tied-weights behavior." + "reason": "Both mention model behavior changes in v5, but one is int4 OOM and the other is tied-weights handling for translation models; not the same bug." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both mention MoE/GPT-OSS-like models, but grouped_mm tracing failure is not the same as tensor-parallelism not working." + "reason": "Different code paths: torch-dynamo/grouped_mm tracing error versus GPT-OSS tensor-parallel support issue." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Unrelated failures: autocast dtype mismatch in Phi-tiny-MoE vs streaming chat/completions failure in Qwen3.5-0.8B." + "reason": "Autocast dtype mismatch in model forward pass is unrelated to a chat/completions streaming inference failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different regressions: init_empty_weights/_is_hf_initialized issue vs pydantic PretrainedConfig field break." + "reason": "`init_empty_weights` unexpected argument error is a separate loading-path incompatibility from the pydantic model-field regression." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Too broad and different: remote_code breakage vs torch 2.4.1/transformers 5.8.0 incompatibility." + "reason": "Remote-code breakage and torch/transformers version incompatibility are different failure modes with no shared concrete bug." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Different scopes: GGUF gpt-oss architecture support vs Qwen3.5 streaming API failure." + "reason": "GGUF gpt-oss architecture support is unrelated to Qwen3.5 streaming API failures." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to the PretrainedConfig/pydantic regression." + "reason": "Qwen3-MoE sliding-window behavior is a model-specific config issue, not the pydantic `PretrainedConfig` regression." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Both are model-loading errors, but Gemma3 sliding-window config and MobileLLM key error are distinct bugs." + "reason": "Gemma3TextConfig missing `sliding_window_pattern` and MobileLLM key-error loading are distinct model-specific issues." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different concrete failures: torch dynamo grouped_mm tracing vs missing Float8 storage object." + "reason": "Different runtime errors: grouped_mm tracing on Mixtral versus missing Float8 storage object." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Different indexing errors in different contexts; no shared code-path evidence." + "reason": "Mask-length mismatch and zero3 init index error are unrelated tensor-shape/initialization bugs." }, { "left": "issue:43054", "right": "issue:43994", "accept": true, - "reason": "Both report SigLIP2 producing bad/nonsensical outputs, likely the same model/config bug." + "reason": "Both describe SigLIP2 producing degraded or nonsensical outputs, likely the same underlying model/processor inference issue." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow backend detection bug is unrelated to torch/transformers version incompatibility." + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different model families and failures: Mistral-3 image preprocessor dtype mismatch vs Qwen3.5/TRL embedding unpacking." + "reason": "Both involve multimodal/Qwen-family usage, but the reported failures are different: image-preprocessor dtype mismatch versus SFT embedding unpacking." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5/TRL embedding issue and MPS histogram error are unrelated." + "reason": "Qwen3.5 SFT embedding unpacking and an MPS histogram kernel limitation are unrelated." }, { "left": "issue:45632", "right": "issue:45698", "accept": false, - "reason": "Both are about custom/remote-code loading, but one is a cache-path collision for local models sharing a leaf directory and the other is a wrong custom module being loaded after save_pretrained; related area, not the same concrete bug." + "reason": "Cache-path collision for local models is a different bug from loading the wrong custom module after save/load." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both involve tied weights, but they target different models and likely different regressions." + "reason": "Tied-weights bug in Mistral3 multimodal generation is not the same concrete issue as translation-model tied weights in v5." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter/custom-model initialization bug is unrelated to flash-attn2 fallback gating." + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Perplexity anomaly on gpt-oss-20b is not the same as the generic GLM5 issue." + "reason": "High perplexity on gpt-oss and the GLM5 issue are different model-specific behavior reports." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention failure is unrelated to tied-weight issues." + "reason": "PagedAttentionCache linear_attention crash and tied-weights regression are unrelated." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FineGrainedFP8Config failure is unrelated to flash-attn2 fallback checks." + "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as flash-attn2 fallback blocking." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to the removed run-command docs issue." + "reason": "DSA indexer ReLU discussion and docs-about-removed-command are unrelated." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading is unrelated to tied weights on translation models." + "reason": "NemotronH checkpoint loading failure is not the same bug as translation-model tied weights." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior is different from tied-weight regressions." + "reason": "Quantization/offloading behavior is unrelated to tied-weights handling." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-dimension error is unrelated to Qwen3.5/TRL embedding unpacking." + "reason": "FSDP weight dimensionality error is unrelated to Qwen3.5 input-embedding unpacking." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo is unrelated to docs mentioning a removed command." + "reason": "Cache strategy typo and removed CLI docs are unrelated documentation issues." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model families and failure modes; no common code-path evidence." + "reason": "SFT input embedding unpacking and GraniteMoEHybrid invalid-method calls are different bugs." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Incorrect detokenization and NVFP4 loading errors are distinct issues." + "reason": "Incorrect detokenization and Qwen-3-8B-NVFP4 runtime failure are different model-specific issues." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Near-exact duplicate regression: both say v5 fills/corrupts non-persistent buffers with junk." + "reason": "Both report the same v5 regression where non-persistent buffers are corrupted/fill with junk during loading." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying regression in from_pretrained corrupting non-persistent buffers." + "reason": "Same underlying Transformers v5 non-persistent-buffer corruption bug; 43950 is the more precise reproduction." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 loading failure is unrelated to GraniteMoEHybrid invalid method calls." + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs-example errors are different from the broader SigLIP2 embedding-quality complaint." + "reason": "SigLIP2 docs/example errors are about example mismatches and quantization, not the same issue as degraded text embeddings." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different dtype/NaN problems in different models and training setups; not the same bug." + "reason": "Autocast dtype mismatch and Qwen3.5 RLHF NaN/position_ids issue are distinct failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall summary is mostly grounded, but one accepted soft-edge verdict is too strong for the evidence in the packet. `issue:45632` and `issue:45698` are both about remote-code/custom-module loading, but the titles alone do not establish that they are the same bug or clearly mergeable into one fix. The other accepted duplicates (`43950`/`44534`, `43644`/`43950`, and likely `43054`/`43994`) are fine, but this custom-module pair makes the cluster too speculative as written." + "accept": true, + "feedback": "Grounded overall. The non-persistent-buffer regression cluster around 43644/43950/44534 is well supported, and the summary keeps the SigLIP2 pair appropriately hedged as less certain. No obvious overstatement in the accepted soft-edge verdicts." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -909,13 +945,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 3, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:36331", "issue:38175", @@ -988,8 +1024,8 @@ "issue:42491|issue:44368", "issue:41762|issue:42915", "issue:43975|issue:44451", - "issue:44661|issue:45020", "issue:43824|issue:43872", + "issue:44661|issue:45020", "issue:44991|issue:45399", "issue:45020|issue:45356", "issue:43782|issue:44960", @@ -1005,20 +1041,20 @@ "issue:43940|issue:45313", "issue:43872|issue:44291" ], - "prepared_review_unit_hash": "83e778eba049c578dbea81bf7bea6b6393572d3cb393e3e36f711f7ec1128f25", + "prepared_review_unit_hash": "56d11504772233f935cdd96dd00ee34693c33ea4f897c8ef028757d14d30173f", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 37, - "serialized_chars": 38719, + "serialized_chars": 38718, "estimated_input_tokens": 9680, "estimated_eval_tokens": 19616 }, @@ -1027,216 +1063,240 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated model-loading/runtime regressions and docs issues, not one duplicate set. I only see two clear duplicate pairs: the v5 pipeline docs cleanup, and the unexpected `_is_hf_initialized` TypeError during loading/init_empty_weights.", - "confidence": 0.82, - "canonical_issue_reason": "issue:44291 is the clearest concrete bug report in the cluster and the exact duplicate target for issue:43872; it precisely pins the shared `_is_hf_initialized` TypeError during model loading.", + "summary": "This cluster is mostly heterogeneous transformer loading/compatibility regressions plus one docs cleanup thread. Only the two v5 pipeline-removal documentation issues look like the same underlying bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s dominant theme: recent-version loading regressions around remote_code/model loading. It\u2019s the best umbrella issue, though most other items are still distinct.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest overall umbrella for the cluster because it captures the broader family of recent remote_code / model-loading regressions that many of the other reports resemble, even though most are not true duplicates.", + "best_issue_reason": "Issue 45020 best captures the most recurring user-facing class here (transformers-version loading breakages), and it is active/open, making it the most useful representative issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Different problems: corrupted checkpoint vs generic loading noise; no shared code-path evidence." + "reason": "Different defects: a corrupted checkpoint versus generic loading noise. Same general area, not the same bug." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Trainer API signature error is unrelated to a ZeRO-3 model-loading index failure." + "reason": "Training API kwarg mismatch vs DeepSpeed ZeRO-3 loading failure; unrelated code paths and symptoms." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Import/export API issue is not the same as a torch/transformers version incompatibility report." + "reason": "Import/export issue for AutoImageProcessor vs broad torch/transformers version incompatibility; too general to merge." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error message and a missing model attribute are different concrete bugs." + "reason": "Voxtral tokenizer error message vs Molmo tied-weights attribute error; different model-specific failures." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument is unrelated to the float8 storage lookup failure." + "reason": "bitsandbytes init-arg incompatibility vs missing Float8 storage type; both dependency errors, but not the same failure." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both involve SigLIP2, but one is zero probabilities and the other is embedding quality; too little evidence of the same bug." + "reason": "Both involve SigLIP2, but one reports zero probabilities while the other reports worse embeddings; not the same concrete bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral AutoTokenizer loading error and glm-4v-9b loading failure are model-specific and distinct." + "reason": "Different model-loading problems for different models and error messages." }, { "left": "issue:43828", "right": "issue:45800", "accept": false, - "reason": "Autocast dtype mismatch is not the same as a torch/transformers version compatibility issue." + "reason": "Autocast dtype mismatch in Phi-MoE versus a general torch/transformers incompatibility report; not the same code-path issue." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "Embedding-quality complaint and tokenization-change report are different failure modes." + "reason": "Embedding quality regression vs tokenization changes across versions; related theme, but different defect." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "LoRA gradient-checkpointing behavior is unrelated to int4 CUDA memory growth." + "reason": "Gradient checkpointing/LoRA behavior is distinct from int4 memory reservation/OOM." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise and a specific ScandiBERT load failure are not the same bug." + "reason": "Generic loading noise vs a specific model load failure; same broad area, different bugs." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different models and different failure symptoms; no concrete overlap." + "reason": "glm-4v-9b load failure and Molmo missing attribute are different failures in different models." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both mention remote_code, but one is missing fields in AutoConfig and the other is a broad breakage report; not the same bug." + "reason": "AutoConfig missing fields with trust_remote_code=True is narrower and different from the broader remote_code breakage report." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Strongly related SigLIP2 reports, but one is a quality regression and the other is an HF-vs-JAX discrepancy; not proven identical." + "reason": "Both concern SigLIP2, but one is a behavioral quality discrepancy and the other is an implementation mismatch with JAX." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization regression is unrelated to a flash_attn import_utils KeyError." + "reason": "Tokenizer detokenization bug vs a Python 3.13 flash_attn import KeyError; unrelated subsystems." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Tokenizer detokenization bug and AMD GPU runtime failure are different issues." + "reason": "Tokenizer regression is unrelated to AMD GPU runtime support." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are model-load complaints, but they point to different models and likely different root causes." + "reason": "One is about loading noise, the other is a specific model that still fails to load; not the same defect." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing/LoRA behavior is not the same as Qwen3 MoE training memory usage." + "reason": "LoRA gradient-checkpointing issue vs MoE training memory inefficiency; both performance-related but distinct." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Cross-version LoRA compatibility issue and a tie_word_embeddings warning are not the same underlying bug." + "reason": "A LoRA/qwen3_moe compatibility break is not the same as a tie_word_embeddings warning." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen-related loading failures, but the specific failure modes and model variants differ too much." + "reason": "Different model families and different ZeRO-3/load failures; too broad to consider duplicates." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Different model/tokenization regressions with no shared concrete code-path." + "reason": "Tokenizer detokenization bug vs a model-loading failure for ScandiBERT; different user-visible problems." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "Tokenizer-mapping failure in add-new-model-like is not the same as broad remote_code loading regressions." + "reason": "Import error for Qwen2.5-VL versus bitsandbytes init incompatibility; unrelated." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:44661", + "right": "issue:45020", "accept": false, - "reason": "ImportError for Qwen2.5-VL and `_is_hf_initialized` TypeError are unrelated." + "reason": "Registry/add-new-model-like failure is a different issue from remote_code model loading breakage." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading regression and flash-attn fallback blocking are different issues." + "reason": "Tokenizer loading regression for a specific model vs flash-attn fallback selection logic; no shared concrete bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote_code breakage and a Kimi tokenizer codec/warning regression are not the same bug." + "reason": "General remote_code breakage and a Kimi-K2.5 tokenizer codec regression are different root causes." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different model families and different loading errors." + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific issues." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash is unrelated to flash-attn fallback logic." + "reason": "Mistral tokenizer regex crash versus flash-attn fallback blocking; different code paths." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both say v5 removed pipeline tasks are still referenced in docs, just with different wording." + "reason": "Same docs problem: both report stale pipeline task references removed in v5." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper runtime failure is too broad to equate with the specific `_torch_extract_fbank_features()` issue." + "reason": "Whisper model runtime failure and a specific fbank helper issue may be related, but the evidence is not strong enough to treat them as the same bug." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Weight-tying bug in Mistral3 and non-persistent buffer corruption are distinct model/state-loading problems." + "reason": "lm_head tie-weight bug in a model class versus from_pretrained corrupting non-persistent buffers; different regressions." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM-125M key error and flash-attn fallback blocking are not the same failure." + "reason": "MobileLLM key error and flash-attn fallback logic are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE ZeRO-3 weight loading failure is separate from the broader remote_code regression report." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weights not converted under accelerate+deepspeed and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Voxtral tokenizer error message and est-roberta tokenizer loading failure are different model-specific issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error is a specific model-loading bug, not the same as the broader remote_code regression." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 loading failures, but they affect different Qwen generations and the concrete symptoms differ." + "reason": "Both are ZeRO-3 load failures, but they affect different Qwen3 variants and likely different failure modes." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "These describe the same `_is_hf_initialized`/init_empty_weights TypeError during loading; 44291 is the clearer full report." + "accept": false, + "reason": "Similar `_is_hf_initialized`/init-empty-weights theme, but one is bitsandbytes-specific while the other is a generic init_empty_weights TypeError; not identical." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The two accepted duplicate pairs are supported by the packet, and the other soft-edge rejections avoid overclaiming despite surface similarity. The cluster summary does not overstate duplication." + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly heterogeneous loading/compatibility regressions, with the docs-pipeline pair as the only clear same-bug match. The representative issue choice is defensible, and the soft-edge rejections do not overclaim duplicates." }, "evaluator_used": true, "retried": false, @@ -1249,13 +1309,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 4, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:24643", "issue:30064", @@ -1314,8 +1374,8 @@ "issue:43257|issue:45305", "issue:36331|issue:41093", "issue:43872|issue:45538", - "issue:44530|issue:44863", "issue:41093|issue:44805", + "issue:44530|issue:44863", "issue:44479|issue:44560", "issue:24643|issue:30064", "issue:43366|issue:43828", @@ -1332,243 +1392,243 @@ "issue:38175|issue:43994", "issue:43646|issue:43950", "issue:44155|issue:45584", - "issue:44877|issue:45030", "issue:44560|issue:44805", + "issue:44877|issue:45030", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:43317|issue:44756", "issue:38175|issue:39692", "issue:45313|issue:45357" ], - "prepared_review_unit_hash": "cc27aef110d8c6c96dfb6199d1efa7db385bd17e45f4ad2ba4f1dc6a621c081f", + "prepared_review_unit_hash": "24831c7fdc518da9887e326c7ff3c6a056d87447316957ecabaddcdee9fca6da", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37467, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "serialized_chars": 37464, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated bug reports. Only three soft pairs look like true duplicates: the custom-model-init regression in Transformers 5.0.0, the SigLIP2 bad-output reports, and the mask/tensor shape mismatch error.", - "confidence": 0.83, - "canonical_issue_reason": "No single issue represents the whole list, but 43646 is the best canonical anchor among the confirmed duplicates: it states the broad Transformers 5.0 custom model initialization regression, while 43645 is just a notebook-specific repro.", + "summary": "Conservative cluster: the true duplicate/near-duplicate anchors are the mask-shape IndexError pair, the custom-model initialization regression pair, and the SigLIP2 bad-output pair. The DeepSpeed ZeRO-3 BertModel index-error reports look superficially related but should remain separate, since those soft edges are rejected and there isn\u2019t enough evidence to collapse them into one cluster item.", + "confidence": 0.79, + "canonical_issue_reason": "issue:41093 is the best canonical issue anchor because it has the strongest accepted duplicate-style match (issue:44805) for the same mask-shape IndexError. It is more concrete than the other similar-looking index-error reports, which do not have sufficient evidence to merge.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the strongest overall issue to keep as the representative issue: it is concise, root-cause oriented, and broad enough to subsume the narrower 43645 report.", + "best_issue_reason": "issue:41093 is the best overall issue anchor for the cluster because it represents a concrete reproducible bug with a strong accepted near-duplicate and a clearly identifiable failure signature.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Different model families and failure modes; both are loading bugs, but not the same underlying defect." + "reason": "Different model-loading failures: GLM-4.7-Flash unit test loading vs NemotronH checkpoint loading. Same broad area, not the same bug." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Different quantization-related regressions with different error surfaces and code paths." + "reason": "Both are quantization/DeepSpeed-adjacent, but the concrete failures differ: Qwen3MoE FineGrainedFP8 vs bitsandbytes Int8Params incompatibility." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Both touch attention-related code, but the symptoms and underlying causes are different." + "reason": "Both mention attention/3D-related issues, but one is RLHF NaN from SDPA fallback and the other is an AttributeError in flash_attention on sink-less models." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they concern different models and likely different root causes." + "reason": "Both are loading/error-message issues, but they involve different models and different failure modes." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Distinct DeepSpeed issues: one is MOE weight conversion, the other is gradient averaging with GAS." + "reason": "Both touch DeepSpeed, but one is missing MOE weight conversion and the other is gradient averaging with model_accepts_loss_kwargs=True." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Unrelated trainer API breakage versus tensor mask shape mismatch." + "reason": "Training API mismatch vs tensor mask-shape mismatch; unrelated failures and fixes." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Different bug classes entirely: bitsandbytes parameter incompatibility vs tokenizer max-length handling." - }, - { - "left": "issue:44530", - "right": "issue:44863", - "accept": false, - "reason": "Different models and different failures; no shared concrete bug." + "reason": "bitsandbytes constructor incompatibility vs CLIPTokenizer max length constant; unrelated." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "Same mask/index shape-mismatch error; 44805 is essentially the same bug with generalized placeholders." + "reason": "Same mask-shape IndexError class with only the concrete dimensions differing; clearly the same underlying bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading; different subsystems and symptoms." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but the reported failures and model scopes differ enough to avoid merging." + "reason": "Both are video-related Qwen issues, but one is a broad v5.3.0 regression and the other is a StopIteration in Qwen3-vl-embedding; not the same defect." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely different subsystems and symptoms." + "reason": "DeepSpeed training weight-dimension error vs image processor void-segmentation-map failure; unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF architecture support and autocast dtype mismatch are unrelated problems." + "reason": "GGUF architecture support request vs autocast dtype mismatch on Phi-tiny-MoE; not the same bug." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Different Qwen3-MoE and GGUF-related issues; same general area, not the same bug." + "reason": "GGUF gpt-oss support vs a sliding_window issue in Qwen3-MoE; different changes." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Both involve attention kernels, but the concrete model, trigger, and failure mode differ." + "reason": "Different model families and different attention failures: torch.compile/SDPA vs Flash Attention illegal memory access from 3D position_ids." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same Transformers 5.0 custom-model-initialization regression; 43645 is a notebook-specific reproduction of 43646." + "reason": "Both describe the same Transformers 5.0.0 custom-model initialization regression; the notebook report is just an environment-specific instance." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated GGUF/model-architecture support issue vs missing Float8 storage type." + "reason": "GGUF support request vs missing Float8 storage type; unrelated." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption versus Qwen2.5-VL rope indexing." + "reason": "Non-persistent buffer corruption from from_pretrained vs Qwen2.5-VL rope-index scaling bug; different code paths." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Different Qwen3.5 problems with different reproduction paths and symptoms." + "reason": "Video StopIteration in Qwen3-vl-embedding vs TRL SFT unpacking failure on Qwen3.5 input embeddings; different bugs." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated runner failure versus GGUF architecture support." + "reason": "3d_parallel.py runtime issue vs GGUF gpt-oss support; no shared underlying bug." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different loading regressions: FineGrainedFP8Config versus meta-device initialization." + "reason": "FineGrainedFP8 Qwen3MoE failure vs meta-device loading regression; separate loading paths." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Import error for a missing class is not the same as the meta-device loading regression." + "reason": "Missing Qwen2_5_VL export vs meta-device loading regression; not the same defect." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Completely different import-path regression versus quantization config failure." + "reason": "GenerationMixin import error vs Qwen3MoE FP8 loading failure; unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model producing invalid outputs; these are two reports of the same underlying inference problem." + "reason": "Both reports concern the same SigLIP2 base model producing wrong outputs; one says zero probabilities and the other nonsensical results." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom model initialization regression and non-persistent buffer corruption are separate issues." + "reason": "Custom model init regression vs silent non-persistent buffer corruption; different failures." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different models, different workflows, and different failure mechanisms." + "reason": "AudioFlamingo batched-inference token leak vs Whisper empty-transcription generation failure; unrelated." }, { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:44560", + "right": "issue:44805", "accept": false, - "reason": "Both are config-validation related, but they affect different models and are not the same bug." + "reason": "Video StopIteration vs mask/tensor shape mismatch; different code paths." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:44877", + "right": "issue:45030", "accept": false, - "reason": "Unrelated video StopIteration bug versus mask/tensor shape mismatch." + "reason": "Both are config-loading regressions, but they affect different model configs and do not clearly share the same concrete bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different failure modes: DeepSpeed/BERT zero3 init versus tokenizer-mapping-name handling." + "reason": "DeepSpeed ZeRO-3 Bert index error vs tokenizer-mapping add-new-model-like failure; not the same underlying issue." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Same as above; not the same underlying defect." + "reason": "Both mention loading edge cases, but the Bert zero-sized index error is distinct from the TOKENIZER_MAPPING_NAMES failure." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different memory/loading problems with different triggers and remedies." + "reason": "device_map/offload loading failure vs mmap OOM workaround on Strix Halo; related to memory, not the same bug." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but this is a docs/example and quantization failure, not the same bug as the bad-output report." + "reason": "SigLIP2 bad outputs vs a docs example with model/processor mismatch and quantization failures; same model family, different issue." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading versus save_pretrained key serialization." + "reason": "Qwen3.5 ZeRO-3 language_model weight loading vs incorrect visual encoder keys in save_pretrained; different directions of failure." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The three accepted soft pairs are defensible from the packet, and the many rejections stay conservative by avoiding broad same-bug claims across different models/subsystems. The only slightly borderline call is the SigLIP2 pair, but it is still supportable from the titles alone, so the cluster summary remains precise." + "accept": false, + "feedback": "The cluster is mostly conservative, but the summary overstates one relationship: it groups the DeepSpeed ZeRO-3 BertModel index-error reports as if they were a true duplicate/near-duplicate cluster item, while the soft-edge verdicts actually reject those links. Please keep that area separate unless there is stronger evidence. The accepted pairs for the mask-shape IndexError and the custom-model initialization regression are grounded." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1578,13 +1638,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 5, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:36010", "issue:39404", @@ -1623,20 +1683,22 @@ "issue:44960", "issue:44977", "issue:44991", - "issue:45216", "issue:45276", "issue:45292", "issue:45335", "issue:45362", "issue:45406", + "issue:45488", "issue:45588", "issue:45663", "issue:45704", - "issue:45759" + "issue:45759", + "issue:45812" ], "soft_pairs": [ "issue:43644|issue:44534", "issue:44960|issue:44977", + "issue:45488|issue:45812", "issue:44451|issue:44488", "issue:42491|issue:43720", "issue:43708|issue:44075", @@ -1655,8 +1717,8 @@ "issue:45362|issue:45406", "issue:42491|issue:45292", "issue:44488|issue:44991", - "issue:36010|issue:39404", "issue:43404|issue:43454", + "issue:36010|issue:39404", "issue:45276|issue:45335", "issue:44164|issue:44291", "issue:44402|issue:44488", @@ -1665,159 +1727,168 @@ "issue:43335|issue:45663", "issue:42947|issue:45704", "issue:45663|issue:45759", - "issue:43873|issue:44387", - "issue:43854|issue:45216", - "issue:44387|issue:44756", - "issue:44291|issue:44756" + "issue:43873|issue:44387" ], - "prepared_review_unit_hash": "71bd6f313bb62a9786dddfbb9ef4945e54d03427c6c946d0476213906830759f", + "prepared_review_unit_hash": "def06d239694e469cd2b38d95754c1209b8122706badea2146064315bfff78b6", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37322, - "estimated_input_tokens": 9331, - "estimated_eval_tokens": 18918 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37339, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers issues. The strongest duplicate signal is issue:43644 \u2194 issue:44534, which appear to report the same Transformers v5 non-persistent-buffer regression; this should be treated as a likely/strong soft duplicate rather than a confirmed duplicate. The rest of the soft pairs are not safe to merge as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43644 is the best anchor because it describes a concrete Transformers 5.0.0 regression with clear symptoms, and issue:44534 is a strong soft duplicate candidate for the same non-persistent-buffer bug.", + "summary": "This cluster is mostly heterogeneous. I only see three likely true duplicate pairs: the non-persistent buffer regression, the lm_head weight-tying regression, and the resize_token_embeddings regression. The rest look like different model-specific bugs or unrelated failures.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43644 is the cleanest anchor here: it describes the core Transformers v5 non-persistent-buffer regression succinctly and has an almost exact duplicate in 44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the most representative and actionable issue in the cluster: it is specific, reproducible, and central to the only clear duplicate pair.", + "best_issue_reason": "43644 is the best overall issue candidate because it is the clearest, broad regression report among the items and maps to the strongest duplicate signal in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Strong soft duplicate candidate: both titles describe the same Transformers v5 bug where non-persistent buffers are filled with junk." + "reason": "Same v5 regression about non-persistent buffers being filled with junk; wording differs but the bug is the same." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen-related generation/flash-attention failures, but they describe different models and different failure modes." + "reason": "Both involve Qwen/flash-attention style failures, but they describe different models and different failure modes." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and the titles point to different root causes." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading problems, but they involve different checkpoints and no shared concrete bug is evident." + "reason": "Both are model-loading complaints, but they name different checkpoints with no clear shared failure path." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different subsystems and symptoms: Qwen3 MoE LoRA incompatibility vs BitNet packed-weight unpacking during accelerate loading." + "reason": "One is a qwen3_moe LoRA compatibility issue across hf versions; the other is a BitNet packed-weight loading bug." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "These are unrelated training/resume max_steps logic and SGD-argument usage bugs." + "reason": "Trainer checkpoint math and SGD argument handling are unrelated problems." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures on different models; no clear shared code path." + "reason": "Different models and different loading errors: GLM-4.7-Flash unit-test failure vs Qwen3-VL shape mismatch." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both mention Qwen3-family models, but one is device-mapping/cuda assert and the other is FineGrainedFP8Config; not the same bug." + "reason": "A800 cudaErrorAssert during device mapping is not the same bug as qwen3_moe weight conversion with accelerate/deepspeed." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA/model-compatibility issue vs resize_token_embeddings propagation bug; different code paths." + "reason": "qwen3_moe hf5 compatibility and Gemma4 token-embedding resizing are unrelated." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both are memory-related, but one is Qwen3 MoE training inefficiency and the other is offloading/quantization behavior." + "reason": "Training memory usage and quantized offloading behavior are different issues." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different model families and different loading paths; not the same underlying bug." + "reason": "Qwen3 MoE weight conversion and GLM-4.7-Flash loading are separate bugs." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but the reported failures are different: docs/example mismatch vs nonsensical outputs with AutoModel/pipeline." + "reason": "One is a docs example/model-processor mismatch; the other is an actual bad inference result for SigLIP2." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Unrelated issues: Qwen3Moe FP8 failure vs Strix Halo mmap/OOM." + "reason": "Qwen3 MoE FP8 failure and mmap-related OOM on Strix Halo are unrelated." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different loading failures with different models and symptoms." + "reason": "Different model families and different loading failures." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "One is Qwen3 MoE training memory inefficiency, the other is int4 reserved-memory growth causing OOM." + "reason": "General MoE training memory usage is not the same as int4 quantization causing reserved-memory OOM." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping bug vs compiled flex_attention failure on newer torch; unrelated." + "reason": "Tokenizer-mapping registration and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.x regressions, but they affect different behaviors and code paths." + "reason": "Both are Transformers v5 regressions, but one is about buffers during init and the other about defining custom models in Jupyter." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention bugs with different triggers and failure modes." + "reason": "Both mention flash attention, but the failure modes are different: packed position_ids vs s_aux=None handling." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different model-specific crashes affecting different components (chat vs serve/processor)." + "reason": "Qwen3.5 chat crashes and Gemma4Processor missing _tokenizer are unrelated." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "LoRA/model-compatibility issue vs resize_token_embeddings not updating output embeddings." + "reason": "qwen3_moe compatibility is unrelated to resize_token_embeddings behavior." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/loading failures, but for different models and without evidence of a shared root cause." + "reason": "Two tokenizer-loading reports for different models; no evidence they share the same root cause." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both report missing lm_head weight tying causing bad generation in multimodal model classes; same underlying regression." }, { "left": "issue:36010", @@ -1825,92 +1896,68 @@ "accept": false, "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." }, - { - "left": "issue:43404", - "right": "issue:43454", - "accept": false, - "reason": "Both mention lm_head tying, but they affect different model classes/configs and are not the same code path." - }, { "left": "issue:45276", "right": "issue:45335", - "accept": false, - "reason": "Similar resize_token_embeddings wording, but different architectures and affected submodules." + "accept": true, + "reason": "Same resize_token_embeddings regression: the resized embeddings are not propagated to the model's actual embedding/output layers." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are distinct bugs." + "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument handling are different lifecycle bugs." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch vs model loading failure; different symptoms and likely different fixes." + "reason": "Different model-loading failures with no clear shared defect." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different models and different errors; no shared concrete bug." + "reason": "SigLIP2 documentation/model-processor problems are unrelated to GLM5/Qwen3.5 generation issues." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility is not the same as meta-device loading breakage in Transformers 5.x." + "reason": "Torch 2.10 incompatibility and meta-device model loading failures are separate compatibility problems." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer config bug vs Gemma-4 FSDP2 attention-state KeyError; unrelated." + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 shared_kv_states issues are unrelated." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is unrelated to the apex RMSNorm memory leak." + "reason": "PEFT gradient-checkpointing behavior and an Apex RMSNorm memory leak are different bugs." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Different code paths: Gemma-4 FSDP2 attention state bug vs Qwen multimodal config unwrapping bug." + "reason": "Gemma4 FSDP2 attention state rebuilding and Qwen 3.5/3.6 multimodal config unwrapping are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both touch memory usage, but the mechanisms and fixes are different." - }, - { - "left": "issue:43854", - "right": "issue:45216", - "accept": false, - "reason": "Different Qwen3-related issues: model loading in tests vs incorrect saved checkpoints after a version change." - }, - { - "left": "issue:44387", - "right": "issue:44756", - "accept": false, - "reason": "Unrelated OOM scenarios: int4 quantization reserved memory vs Strix Halo mmap." - }, - { - "left": "issue:44291", - "right": "issue:44756", - "accept": false, - "reason": "Init-empty-weights argument handling is unrelated to Strix Halo mmap/OOM." + "reason": "Quantization offloading behavior and int4 reserved-memory OOM are not the same concrete bug." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level choice is mostly grounded, and the accepted duplicate (issue:43644 \u2194 issue:44534) looks reasonable from the titles. However, the writeup overstates the evidence by calling that duplicate \u201cconfirmed\u201d; the packet only shows a high-similarity soft pair, not an explicit confirmation. Please soften that language to something like \u201cstrong soft duplicate candidate\u201d or \u201clikely duplicate.\u201d" + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The three accepted pairs are plausibly the same regressions based on their titles, and the rejected pairs are generally separated by model family or failure mode without overstating evidence. No mergeability issues here since these are issue-only pairs." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1920,16 +1967,15 @@ "component_index": 2, "component_count": 16, "review_unit_index": 6, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:39404", - "issue:40990", "issue:41720", "issue:42947", "issue:43257", @@ -1943,7 +1989,6 @@ "issue:43716", "issue:43828", "issue:43854", - "issue:43856", "issue:43901", "issue:43906", "issue:43931", @@ -1951,7 +1996,9 @@ "issue:44155", "issue:44164", "issue:44265", + "issue:44291", "issue:44292", + "issue:44387", "issue:44402", "issue:44451", "issue:44479", @@ -1964,10 +2011,10 @@ "issue:44877", "issue:44898", "issue:44912", - "issue:44918", "issue:44928", "issue:44960", "issue:45084", + "issue:45216", "issue:45276", "issue:45292", "issue:45335", @@ -1978,14 +2025,17 @@ "issue:45701" ], "soft_pairs": [ + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:44291|issue:44756", "issue:44292|issue:44912", "issue:42947|issue:43381", "issue:45684|issue:45698", "issue:45276|issue:45292", "issue:43381|issue:44928", "issue:44164|issue:44756", - "issue:45588|issue:45663", "issue:41720|issue:44155", + "issue:45588|issue:45663", "issue:43646|issue:43708", "issue:44479|issue:44877", "issue:43854|issue:44960", @@ -1994,12 +2044,12 @@ "issue:44402|issue:44451", "issue:43645|issue:44164", "issue:43828|issue:43957", - "issue:43257|issue:44863", "issue:43425|issue:43828", + "issue:43257|issue:44863", "issue:44589|issue:44756", "issue:44479|issue:45663", - "issue:39404|issue:45701", "issue:43906|issue:44530", + "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:43425|issue:43716", "issue:43931|issue:44863", @@ -2008,263 +2058,253 @@ "issue:39404|issue:44912", "issue:44863|issue:45663", "issue:44265|issue:44898", - "issue:43299|issue:43931", "issue:44479|issue:44805", - "issue:43425|issue:44918", - "issue:43856|issue:44756", - "issue:44589|issue:45084", - "issue:40990|issue:42947" + "issue:43299|issue:43931" ], - "prepared_review_unit_hash": "7c0f34728ef80cc4f31b35faa8675901804b63deefd9bc39ff6125fe320ea4d6", + "prepared_review_unit_hash": "610bd284a89b206f1e313a6eaa6c6d2bdee35994e244e06d9e2ae13355bfeec0", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38397, - "estimated_input_tokens": 9600, - "estimated_eval_tokens": 19456 + "soft_pair_count": 35, + "serialized_chars": 38238, + "estimated_input_tokens": 9560, + "estimated_eval_tokens": 19376 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous issue bucket with a few nearby Transformers v5 loading regressions. Only one soft edge looks like a true duplicate-style pair; the rest are related by subsystem or model family but not the same concrete bug.", - "confidence": 0.57, - "canonical_issue_reason": "Issue 43611 is the best representative of the broad Transformers 5 loading-regression theme: it is generic, concrete, and closer to several nearby loading/init reports than the more model-specific outliers.", + "summary": "Mostly a heterogeneous cluster of Transformers regression reports. The only clear duplicate family is the `resize_token_embeddings` regression across Gemma/T5Gemma variants; the rest are distinct model-loading, quantization, checkpointing, or docs issues.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45292 is the best canonical among the related `resize_token_embeddings` reports because it states the core, model-agnostic failure most cleanly; the other close items look like model-specific variants of the same embedding-resize bug.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the strongest single anchor for the cluster because it captures the most reusable underlying failure mode (v5 model-loading breakage) without being overly narrow to one model or environment.", + "best_issue_reason": "issue:45292 is the best representative issue for the only true mini-cluster here: it is broad enough to cover the Gemma4 and T5Gemma variants while remaining specific to the shared code path.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Both are loading regressions, but they involve different models and failure modes (`GLM-4.7-Flash` test loading vs Qwen3.5 checkpoint save correctness)." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/OOM, but one is int4 CUDA reserved-memory growth and the other is mmap on Strix Halo; different underlying problems." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and Strix Halo mmap/OOM are unrelated code paths." + }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different models and quantization paths; both are load/quantization regressions, but not the same concrete bug." + "reason": "Different issues: float8 storage lookup vs MXFP4 quantization fallback; no shared bug mechanism." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both concern gradient checkpointing, but one is PEFT/LoRA ineffectiveness and the other is eval-mode incompatibility." + "reason": "Both are about gradient checkpointing, but one is about PEFT/LoRA ineffectiveness and the other is about eval-mode restrictions." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Both involve save/from_pretrained workflows, but one is read-only permission propagation and the other is loading the wrong custom module." + "reason": "Both touch save/load behavior for custom modules, but one is about read-only permissions during save and the other is about loading the wrong module after save." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings bug family: both report missing propagation to output embeddings; 45276 is the broader Gemma4 manifestation." + "reason": "Same underlying `resize_token_embeddings` bug: Gemma4-specific wording in 45276, but both report the same failure to propagate resized embeddings to output-related modules." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Unrelated failures: eval-mode checkpointing restriction versus Qwen3.5 RLHF NaNs from 3D position_ids/SDPA fallback." + "reason": "Both mention training behavior, but one is a gradient-checkpointing eval-mode issue and the other is an RLHF NaN/SDPA fallback problem." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Different areas entirely: extra_state save/load handling versus mmap OOM on Strix Halo." + "reason": "`extra_state` save/load handling is unrelated to mmap-induced OOM on Strix Halo." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Both are attention-related, but one is a flash_attention null-aux crash and the other is a Gemma4 FSDP2 shared_kv_states bug." + "reason": "Different models and failure mechanisms: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference token/embedding leakage." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Different model families and symptoms: Qwen3 auto device map assert versus AudioFlamingo3 batched inference token leakage." + "reason": "Flash-attention sink-less crash and Gemma-4 FSDP2 shared-kv-state rebuild are different bugs despite both being attention-related." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Both mention custom model behavior, but one is initialization breakage and the other is Trainer checkpoint-resume step accounting." + "reason": "Custom model initialization in notebooks is unrelated to `resume_from_checkpoint` max_steps calculation." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression versus strict config loading; different code paths and failure modes." + "reason": "Both are regression-style loading issues, but one is a video-input regression for Qwen VL variants and the other is strict config blocking `granite_speech`." }, { "left": "issue:43854", "right": "issue:44960", "accept": false, - "reason": "Model loading in tests versus a generic GLM5 issue; too little evidence of the same underlying bug." + "reason": "Different GLM generations and different symptoms; not the same loading bug." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading breakage and mmap OOM are both loading-related but clearly distinct problems." + "reason": "`torch.device('meta')` load failures and Strix Halo mmap/OOM are not the same underlying defect." }, { "left": "issue:45292", "right": "issue:45335", - "accept": false, - "reason": "Related resize_token_embeddings theme, but the affected modules and model families differ enough to avoid merging as one bug." + "accept": true, + "reason": "Both are the same resize-token-embedding regression family: a shared failure to update downstream embedding modules, with different model-specific surfaces." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Different models with similar load failures; no clear shared code-path from the titles alone." + "reason": "Both are model/tokenizer-related load problems, but the affected models and root causes differ." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom-model Jupyter initialization versus extra_state save/load handling are different bugs." + "reason": "Jupyter/custom model initialization breakage is unrelated to `extra_state` serialization handling." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Different dtype/autocast and meta-device loading issues; both are compatibility bugs but not the same one." + "reason": "Both mention dtype issues, but one is autocast on a MoE model and the other is meta-device loading; different code paths." }, { - "left": "issue:43257", - "right": "issue:44863", + "left": "issue:43425", + "right": "issue:43828", "accept": false, - "reason": "Different model-loading failures: Qwen3 MoE with accelerate+deepspeed versus NemotronH checkpoint loading." + "reason": "Torch version incompatibility is too broad and distinct from the specific autocast dtype mismatch." }, { - "left": "issue:43425", - "right": "issue:43828", + "left": "issue:43257", + "right": "issue:44863", "accept": false, - "reason": "Torch version incompatibility versus autocast dtype mismatch; related only at a very high level." + "reason": "Both are model loading problems, but one is Qwen3 MoE weight conversion and the other is NemotronH checkpoint compatibility." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error is unrelated to the Strix Halo mmap/OOM report." + "reason": "Float8 storage lookup and mmap/OOM are unrelated." }, { "left": "issue:44479", "right": "issue:45663", "accept": false, - "reason": "Different regressions: video input handling versus Gemma4 FSDP2 shared_kv_states rebuild." + "reason": "A Qwen VL video-input regression and Gemma-4 FSDP2 attention-state bug are unrelated." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Whisper pipeline return_language regression and tokenizer-version behavior changes are unrelated." + "reason": "An isolated reproduction of an older issue and a new PagedAttentionCache crash are not the same bug." }, { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Isolated reproduction of an earlier bug versus a Qwen3.5 cache/group-type crash; not the same issue." + "reason": "Whisper pipeline `return_language` regression and tokenization changes across versions are unrelated." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5 loading regressions, but base_model_prefix loading and notebook-defined custom model init are different failures." + "reason": "Both concern custom model loading in Transformers 5, but the concrete failures differ: `base_model_prefix` handling vs notebook-defined initialization." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility issue versus a Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Torch 2.10 compatibility and Mistral-3 image-preprocessor dtype mismatch are different issues." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Both are model loading errors, but Qwen3-VL shape mismatch and NemotronH checkpoint loading are distinct." + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading are separate model-compatibility problems." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error do not share the same bug." + "reason": "A cache crash on Qwen3.5 and a template-node compilation error are not the same underlying defect." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs/API mismatch around return_all_scores is unrelated to removed pipeline-task documentation." + "reason": "Docs mentioning removed pipeline tasks is unrelated to a separate `return_all_scores` docs/behavior mismatch." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Different models and APIs: Whisper pipeline language return versus MXFP4 quantization fallback." + "reason": "Whisper pipeline language-return behavior and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44863", "right": "issue:45663", "accept": false, - "reason": "Different loading paths and symptoms; no evidence they are the same underlying bug." + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 shared-kv-state handling are different bugs." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver non-default-resolution resizing." - }, - { - "left": "issue:43299", - "right": "issue:43931", - "accept": false, - "reason": "Same model family, but one is a broad Transformers 5.0 loading regression and the other is a specific weight-shape mismatch; not enough to treat as one bug." + "reason": "`torch.export.export` with `torch_compilable_check` and Perceiver non-default-resolution handling are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression versus a mask/tensor shape IndexError are not the same failure." + "reason": "Qwen VL video regression and mask-shape IndexError do not share a concrete bug path." }, { - "left": "issue:43425", - "right": "issue:44918", - "accept": false, - "reason": "Torch 2.10 compatibility and Qwen3.5 embedding unpacking are unrelated." - }, - { - "left": "issue:43856", - "right": "issue:44756", - "accept": false, - "reason": "Memory inefficiency in Qwen3 MoE training is different from mmap-triggered OOM on Strix Halo." - }, - { - "left": "issue:44589", - "right": "issue:45084", - "accept": false, - "reason": "Float8 storage lookup and template-node compilation errors are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to gradient checkpointing with PEFT LoRA." + "reason": "Both involve Qwen3-VL loading, but one is a MoE conversion issue and the other is a checkpoint shape mismatch; not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The single accepted soft edge (45276/45292) is well supported by the titles and appears mergeable as the same resize_token_embeddings bug family. The other pairwise rejections are cautious and do not overclaim duplicate status. The canonical/best-issue framing is subjective but reasonable for this heterogeneous cluster." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edges are the Gemma/T5Gemma resize_token_embeddings pairings, which are well supported by the issue titles and look like the same bug family. The remaining soft edges are rejected with appropriately cautious reasoning, and the overall cluster description does not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -2277,13 +2317,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 7, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:32090", "issue:34567", @@ -2292,8 +2332,8 @@ "issue:40444", "issue:40990", "issue:42915", + "issue:42947", "issue:43317", - "issue:43404", "issue:43421", "issue:43425", "issue:43452", @@ -2305,9 +2345,9 @@ "issue:43632", "issue:43643", "issue:43644", - "issue:43645", "issue:43646", "issue:43716", + "issue:43856", "issue:43883", "issue:43994", "issue:44079", @@ -2315,38 +2355,43 @@ "issue:44206", "issue:44220", "issue:44451", - "issue:44466", "issue:44479", "issue:44488", "issue:44530", + "issue:44589", "issue:44671", "issue:44683", + "issue:44756", "issue:44811", "issue:44849", + "issue:44918", "issue:44987", "issue:44991", "issue:45081", "issue:45084", "issue:45325", - "issue:45507", "issue:45584", "issue:45685", "issue:45759" ], "soft_pairs": [ + "issue:43425|issue:44918", + "issue:43856|issue:44756", + "issue:44589|issue:45084", + "issue:40990|issue:42947", "issue:43425|issue:45685", "issue:39404|issue:44671", - "issue:44671|issue:44991", "issue:43994|issue:44079", - "issue:36032|issue:43452", "issue:44164|issue:45759", "issue:43596|issue:44683", + "issue:36032|issue:43452", + "issue:44671|issue:44991", "issue:44991|issue:45081", "issue:32090|issue:39404", "issue:44164|issue:44479", "issue:44488|issue:45081", - "issue:40990|issue:43421", "issue:43582|issue:43632", + "issue:40990|issue:43421", "issue:43883|issue:44488", "issue:43611|issue:43644", "issue:44206|issue:44220", @@ -2355,243 +2400,249 @@ "issue:34567|issue:40444", "issue:43643|issue:44530", "issue:44811|issue:45584", - "issue:43644|issue:43646", "issue:43883|issue:44991", - "issue:36032|issue:42915", + "issue:43644|issue:43646", "issue:44451|issue:44987", + "issue:36032|issue:42915", "issue:43541|issue:45084", "issue:43452|issue:43482", "issue:42915|issue:44530", "issue:43317|issue:43482", - "issue:44849|issue:45325", - "issue:43404|issue:44466", - "issue:36032|issue:43645", - "issue:45084|issue:45507" + "issue:44849|issue:45325" ], - "prepared_review_unit_hash": "de8280b2fb7c09912c0e1c31e9b806256111b844c9b17f9287be5e1143152ee7", + "prepared_review_unit_hash": "363ee19632ccbfa55c5bee286247786ae740e65a6b43c0acdf4799684a96776f", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37023, - "estimated_input_tokens": 9256, - "estimated_eval_tokens": 18768 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37733, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated closed issue reports across many subsystems. I only see one plausible duplicate family: the GGUF loading regressions. No PRs are present.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43452 is the best anchor because it describes the shared broken `gguf_file`/`from_pretrained` loading path directly and covers both tokenizer and CausalLM loading, making it the most general and actionable report in the clear duplicate family.", + "summary": "The cluster is heterogeneous: most pairs share only broad subsystem/model-family similarity, not the same concrete bug or change. I reject all soft edges; there are no PRs to compare.", + "confidence": 0.92, + "canonical_issue_reason": "No safe canonical issue; the items are mostly unrelated regressions with only broad topical overlap.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43452 is the strongest standalone issue here: it names the concrete loader regression rather than a single model-specific symptom, and the Qwen2.5 GGUF report can naturally attach to it.", + "best_issue_reason": "Issue 43452 is the closest broad representative of a loader/GGUF subset, but it does not unify the cluster as a whole.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43425", - "right": "issue:45685", + "right": "issue:44918", "accept": false, - "reason": "Both are v5-era failures, but one is Torch-version incompatibility and the other is an MPS histogram/int-type bug; different code paths." + "reason": "Torch version incompatibility vs a Qwen3.5 TRL embedding-unpack failure; different code paths." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Whisper `return_language` pipeline behavior and CamemBERT masked-LM predictions are unrelated model-specific bugs." + "reason": "Both mention memory pressure, but one is Qwen3 MoE training memory usage and the other is Strix Halo mmap OOM; different causes." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:44589", + "right": "issue:45084", "accept": false, - "reason": "Incorrect CamemBERT predictions and tokenizer loading failure for `EMBIDDIA/est-roberta` are different problems." + "reason": "Unrelated failures: missing Float8 storage vs template-node compilation error." }, { - "left": "issue:43994", - "right": "issue:44079", + "left": "issue:40990", + "right": "issue:42947", "accept": false, - "reason": "SigLIP2 nonsensical outputs and `ModelOutput` key assignment with prior `None` are distinct issues." + "reason": "Perplexity/eval regression is not the same bug as gradient-checkpointing being ineffective." }, { - "left": "issue:36032", - "right": "issue:43452", + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "Torch incompatibility and an MPS histogram kernel gap are separate platform issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior vs CamemBERT MLM predictions are unrelated model bugs." + }, + { + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "T5 tokenizer special-token method conflict and GGUF loader breakage are different bug classes." + "reason": "One is a SigLIP2 inference regression; the other is a ModelOutput key assignment bug." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "`extra_state` save/load handling and `AutoModelForCausalLM.from_config` text_config unwrapping are unrelated serialization/config bugs." + "reason": "Save/load extra_state handling is unrelated to composite Qwen config unwrapping." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed ZeRO3 init index error and compiled flex_attention failing on newer Torch versions are different failures." + "reason": "DeepSpeed zero3/BertModel indexing and torch>=2.9 flex_attention compilation are different failures." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict is not the same as GGUF from_pretrained loading breakage." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Incorrect CamemBERT predictions vs a tokenizer-loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are loading regressions, but one is a tokenizer load failure and the other is a Mistral regex patch crash; not the same code path." + "reason": "Both involve tokenizer loading, but one is generic version failure and the other is a specific Mistral regex/backend_tokenizer crash." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error and Whisper pipeline `return_language` regression are unrelated." + "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "`extra_state` serialization and Qwen video-input regression do not share a concrete bug." + "reason": "extra_state save/load handling is unrelated to multimodal video-input regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both involve model/tokenizer loading, but they affect different models and different failure mechanisms." + "reason": "Both are model-loading issues, but for different models and different failure mechanisms." }, { - "left": "issue:40990", - "right": "issue:43421", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "High perplexity on GPT-OSS and runtime special-token post-processor updates are not the same issue." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:40990", + "right": "issue:43421", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and `_is_hf_initialized` regression are different problems." + "reason": "Perplexity anomaly and tokenizer post-processor updates are different bugs." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing `all_tied_weights_keys` on Molmo and failure to load `cjvt/sleng-bert` are unrelated." + "reason": "Missing all_tied_weights_keys in Molmo is unrelated to loading cjvt/sleng-bert." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regression reports, but one is about `base_model_prefix` loading and the other about non-persistent buffer serialization; not the same bug." + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Unsupported `center` arg in LasrFeatureExtractor and `_torch_extract_fbank_features()` are too different to call duplicate from titles alone." + "reason": "Related audio area, but the concrete failures differ: unsupported center arg vs _torch_extract_fbank_features issue." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch and template compilation TypeError are unrelated." + "reason": "Mistral image dtype mismatch and template-node compilation are unrelated." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Different model-loading failures for different models; no clear shared code-path." + "reason": "Both are model-loading failures in recent versions, but they affect different models and likely different loader paths." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token-count tracking and multi-image IterableDataset finetuning failure are unrelated." + "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failure are unrelated." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "`trust_remote_code` missing fields and Qwen PagedAttentionCache group-type crash are different bugs." + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache linear_attention crashes." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Whisper skip-special-tokens decode behavior and empty-transcription generation failure are both Whisper-related but not the same concrete defect." - }, - { - "left": "issue:43644", - "right": "issue:43646", - "accept": false, - "reason": "Both are v5 regressions in model initialization/serialization, but they describe different root causes and fixes." + "reason": "Both are Whisper-related, but one ignores skip_special_tokens and the other fails on empty transcription after align_special_tokens." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute missing and tokenizer loading failure for `est-roberta` are unrelated." + "reason": "Molmo tied-weights metadata and tokenizer loading for est-roberta are unrelated." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:43644", + "right": "issue:43646", "accept": false, - "reason": "T5 tokenizer special-token conflict and Qwen3Moe FP8 config failure are different issues." + "reason": "Both are v5 regressions, but they target different initialization paths and different symptoms." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Separate model-loading regressions affecting different repositories/models." + "reason": "Both are model-loading problems, but for different models and no shared concrete code path is evident." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Mixtral Dynamo tracing error and template-node compilation error are distinct code-path failures." + "reason": "Torch Dynamo grouped_mm tracing failure is not the same as a non-template-node compilation error." }, { "left": "issue:43452", "right": "issue:43482", - "accept": true, - "reason": "Both point to the same GGUF loading regression in the `gguf_file`/`from_pretrained` path; the Qwen2.5 report looks like a specific instance of the broader breakage." - }, - { - "left": "issue:42915", - "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache crash are different problems." + "reason": "Both concern GGUF loading, but the evidence only shows broad similarity; no shared concrete failure mode is established." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU+CPU offload loading failure and GGUF loading failure are different loader paths." + "reason": "device_map/offload dequantization and GGUF model loading are different loader failures." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope-index scaling bug are separate model-specific regressions." - }, - { - "left": "issue:43404", - "right": "issue:44466", - "accept": false, - "reason": "Both involve tied `lm_head.weight`, but one is a model-class tying bug and the other is device-dependent serialization inconsistency; not the same issue." + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope indexing bug are different code paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: most pairs are clearly unrelated from the titles, and the only accepted soft edge (43452/43482) is a plausible shared GGUF loading regression. No PRs are present, and nothing is overstated." - }, - "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 }, @@ -2600,13 +2651,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 8, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:36032", "issue:40990", @@ -2632,12 +2683,12 @@ "issue:43856", "issue:43994", "issue:44062", - "issue:44079", "issue:44220", "issue:44265", "issue:44291", "issue:44403", "issue:44451", + "issue:44466", "issue:44479", "issue:44534", "issue:44589", @@ -2654,259 +2705,270 @@ "issue:45216", "issue:45325", "issue:45357", - "issue:45542", - "issue:45663" + "issue:45507", + "issue:45542" ], "soft_pairs": [ + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:45084|issue:45507", "issue:43262|issue:43377", "issue:43646|issue:44534", - "issue:44987|issue:44991", "issue:43994|issue:44610", + "issue:44987|issue:44991", "issue:43322|issue:43540", "issue:44403|issue:45081", "issue:43377|issue:43819", - "issue:45216|issue:45357", "issue:43645|issue:44534", + "issue:45216|issue:45357", "issue:44451|issue:45081", "issue:42915|issue:45084", "issue:44265|issue:44610", "issue:44220|issue:44683", "issue:44987|issue:45081", - "issue:43404|issue:45127", "issue:41553|issue:43582", + "issue:43404|issue:45127", "issue:43632|issue:44756", "issue:43296|issue:43531", "issue:44062|issue:44987", - "issue:36032|issue:43742", "issue:42915|issue:44291", + "issue:36032|issue:43742", "issue:43531|issue:44877", "issue:43611|issue:44534", "issue:42915|issue:44589", - "issue:40990|issue:44811", "issue:44479|issue:45325", + "issue:40990|issue:44811", "issue:43317|issue:43856", "issue:43425|issue:44403", - "issue:42175|issue:45542", - "issue:44079|issue:45663" + "issue:42175|issue:45542" ], - "prepared_review_unit_hash": "a3188fa4952733c47c24bfe3ac309303f95669c26cae32d6c72e54b28ae3d1c3", + "prepared_review_unit_hash": "d57f53eaf50ea9fffc55d88a39fcfd4115cf744993b858d946c520e0ee95d9e0", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36624, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "soft_pair_count": 32, + "serialized_chars": 37208, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous model-loading/regression reports, so most soft edges are false positives. I only see two plausible duplicate families: Qwen save_pretrained checkpoint corruption and Qwen video/rope-index regression. No PRs are present.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 44479 is the broadest concrete regression here: it captures a shared Qwen video-input failure across multiple variants, and it cleanly represents the narrower Qwen2.5-VL temporal-position bug in 45325.", + "summary": "The soft pairs are mostly superficially similar but describe different bugs, regressions, or models. I would not deduplicate any of them based on the available evidence.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "44479 is the best standalone representative because it describes a clear versioned regression with a shared code path and multiple affected models, making it the most central issue among the few genuinely related reports.", + "best_issue_reason": "#44403 is the broadest representative issue in the set, but the cluster is too heterogeneous for a true canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Related to tied weights / lm_head serialization, but the reported failures differ and are not clearly the same code-path bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer attribute conflict vs custom model init in notebooks; unrelated failure modes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different error surfaces and different model code paths; no evidence of the same underlying bug." + }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Both are audio-related, but one is a processor chat-template sampling-rate default and the other is a MIMI padding-mask batching bug; different code paths." + "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask batching are distinct issues." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "One is custom model initialization in v5, the other is non-persistent buffers being filled with junk; related release, different bug." + "reason": "Custom model initialization and junk-filled non-persistent buffers are separate v5 regressions." }, { - "left": "issue:44987", - "right": "issue:44991", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Both fail on transformers>=5, but one is model loading for `physical-intelligence/fast` and the other is tokenizer loading for EMBEDDIA/est-roberta; not the same failure." + "reason": "Different models and different symptoms; one is bad outputs, the other is processor size mismatch." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Different multimodal models and different symptoms: nonsensical outputs vs processor/model input-size mismatch." + "reason": "Both are load failures, but for different models with no shared concrete bug." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal, but one is a Llava Next load segfault and the other is a Qwen3OmniMoe video ValueError; no shared bug evidence." + "reason": "Segfault while loading Llava Next is unrelated to Qwen3OmniMoe video ValueError." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise on transformer loading versus a Mistral tokenizer regex crash; unrelated code paths." + "reason": "General loading noise vs Mistral regex patch crash; not the same underlying defect." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both involve audio model outputs, but one is batched-vs-single padding behavior and the other is DAC STE mismatch; distinct root causes." - }, - { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Both report the same Qwen3.5 `save_pretrained` checkpoint corruption/incorrect visual-encoder key saving across versions; one is the broader regression, the other a specific manifestation." + "reason": "Padding-mask batching mismatch and DAC STE mismatch are unrelated model bugs." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Custom model initialization in notebooks is unrelated to filling non-persistent buffers with junk, despite both being v5 regressions." + "reason": "Notebook custom-model init regression is not the same as non-persistent buffer corruption." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save_pretrained regressions, but the specific failures differ enough that they should stay separate." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model families and failures: a model load failure for ScandiBERT versus a Mistral tokenizer regex patch crash." + "reason": "Different models and different tokenizer/loading failures." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config load failure and a template-node compile TypeError are separate problems." + "reason": "Qwen3Moe FP8 config failure is unrelated to template-node compilation errors." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "One is `torch.export` with `torch_compilable_check`, the other is an OmDet-Turbo processor size mismatch; different layers of the stack." + "reason": "torch.export compilation failure vs processor image-size regression; not the same bug." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction vs compiled flex_attention on newer torch; no shared code path." + "reason": "Audio feature extraction issue and compiled flex_attention failure have no concrete overlap." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "A model-loading regression and a tokenizer regex patch crash are unrelated." + "reason": "Different affected models and different loading paths." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:41553", + "right": "issue:43582", "accept": false, - "reason": "Both touch weight tying, but one is Mistral3 `lm_head` tying and the other is LoRA merge collapse with extended vocab; not the same bug." + "reason": "Tokenizer loading error and Apple Silicon warmup TypeError are unrelated." }, { - "left": "issue:41553", - "right": "issue:43582", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Tokenizer-loading error for Voxtral versus Apple Silicon allocator warmup TypeError; unrelated." + "reason": "Both involve tied weights, but one is missing weight tying and the other is LoRA merge collapse; different underlying problems." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Both are v5/runtime issues, but `_is_hf_initialized` flag breakage and mmap OOM on Strix Halo are different bugs." + "reason": "Initialization flag regression and Strix Halo mmap OOM are unrelated." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading in vLLM and Qwen3-MoE sliding-window behavior are unrelated." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window bug do not share a concrete code path." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer AddedToken `special` keyword conflict is not the same as a model load failure for `physical-intelligence/fast`." + "reason": "Tokenizer AddedToken argument collision is distinct from loading a specific model failure." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:42915", + "right": "issue:44291", "accept": false, - "reason": "Both are model/tokenizer load errors, but T5 `add_special_tokens` conflict and MobileLLM key error have different causes." + "reason": "FP8 config failure vs init_empty_weights/_is_hf_initialized argument error; separate regressions." }, { - "left": "issue:42915", - "right": "issue:44291", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Both involve model loading under v5 FP8/empty-init scenarios, but one is Qwen3Moe FineGrainedFP8Config and the other is unexpected `_is_hf_initialized` arg; distinct issues." + "reason": "T5 tokenizer load conflict and MobileLLM key error are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and strict config rejection for granite_speech are not the same bug." + "reason": "Qwen3-MoE sliding window logic and strict config loading are different bugs." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Base-model-prefix loading regression and junk-filled non-persistent buffers are separate v5 breakages." + "reason": "base_model_prefix loading breakage and junk non-persistent buffers are separate v5 issues." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config load failure and missing Float8 storage type are related only loosely by dtype support, not by the same failure mode." + "reason": "Qwen3Moe FP8 config and Float8 storage lookup error are different failures." }, { - "left": "issue:40990", - "right": "issue:44811", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper `batch_decode` ignoring `skip_special_tokens` are unrelated." + "reason": "Video input regression and still-image rope-index scaling bug are not the same issue." }, { - "left": "issue:44479", - "right": "issue:45325", - "accept": true, - "reason": "45325 is a precise Qwen2.5-VL rope-index/temporal-position regression that matches the broader Qwen video-input regression in 44479; same shared code path, one broader and one specific report." + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens bug are unrelated." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Dequantized model offload failure and Qwen3 MoE training memory inefficiency are different performance/load bugs." + "reason": "device_map/offload dequantized loading failure is not the same as Qwen3 MoE memory usage during training." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 incompatibility is a dependency-compat issue, while unnecessary loading noise is a logging/UX issue." + "reason": "Torch version incompatibility and loading-noise report do not describe the same concrete bug." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Different packaging/backend problems: TensorFlow missing from `.[torch]` versus tensorboard installed without TensorFlow causing backend errors." - }, - { - "left": "issue:44079", - "right": "issue:45663", - "accept": false, - "reason": "`ModelOutput` key assignment bug and Gemma4 FSDP2 shared_kv_states `KeyError` are unrelated." + "reason": "Missing TensorFlow in torch extra and tensorboard-only backend error are related at a high level, but not the same underlying issue." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it correctly characterizes the cluster as mostly heterogeneous and only identifies two plausible duplicate families that are supported by the issue titles. The accepted soft-edge pairs are conservative enough based on the available evidence, and the rejected pairs do not overclaim shared root causes." - }, - "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 }, @@ -2915,13 +2977,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 9, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:33666", "issue:36032", @@ -2949,14 +3011,13 @@ "issue:44079", "issue:44265", "issue:44291", - "issue:44387", "issue:44403", + "issue:44462", "issue:44466", "issue:44488", "issue:44534", "issue:44568", "issue:44589", - "issue:44617", "issue:44683", "issue:44829", "issue:44898", @@ -2970,12 +3031,15 @@ "issue:45479", "issue:45491", "issue:45538", - "issue:45800" + "issue:45663", + "issue:45812" ], "soft_pairs": [ + "issue:44079|issue:45663", + "issue:43818|issue:45357", "issue:43421|issue:44568", "issue:36032|issue:41720", - "issue:43818|issue:45357", + "issue:44462|issue:45812", "issue:43632|issue:44534", "issue:43792|issue:44589", "issue:44683|issue:45020", @@ -2988,251 +3052,249 @@ "issue:44291|issue:44589", "issue:43377|issue:45491", "issue:41720|issue:45081", - "issue:42175|issue:43296", - "issue:44265|issue:45072", "issue:43632|issue:45072", + "issue:44265|issue:45072", + "issue:42175|issue:43296", "issue:43611|issue:43646", "issue:43531|issue:44291", "issue:44079|issue:44534", + "issue:43881|issue:44488", "issue:43994|issue:44898", "issue:43454|issue:44466", - "issue:43881|issue:44488", "issue:43828|issue:44683", "issue:42915|issue:43482", "issue:43792|issue:43957", "issue:44079|issue:45072", - "issue:43644|issue:44079", "issue:40444|issue:45381", - "issue:45325|issue:45381", - "issue:43296|issue:45800", - "issue:44387|issue:44617" + "issue:43644|issue:44079", + "issue:45325|issue:45381" ], - "prepared_review_unit_hash": "d193d5342c8ec7b6520225a37ead9b2975679b1d4c6cc94421caebfa075e4c27", + "prepared_review_unit_hash": "ae9c9d0ee673880d08295af1d16486a30457b4910278d432c8607555a1f94cbe", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37774, - "estimated_input_tokens": 9444, - "estimated_eval_tokens": 19144 + "serialized_chars": 37885, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated bug reports spanning different models, regressions, and subsystems. I found no soft-edge pair that clearly describes the same underlying bug or change, so all soft links should stay unmerged.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella-style report in the set (general regressions in recent transformers versions affecting remote_code models), so it is the best representative issue if one must be chosen.", + "summary": "This cluster is a loose mix of mostly unrelated Transformers regression reports. The soft pairs share broad themes like model loading, tokenizer behavior, or v5 regressions, but they do not look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.54, + "canonical_issue_reason": "issue:43611 is the cleanest, most concrete representative here: a specific Transformers v5 model-loading regression with a well-defined failure mode. It is more actionable than the broader or more model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is also the most suitable global issue representative because it is open, broadly scoped, and closer to a cross-cutting regression than the more model-specific reports.", + "best_issue_reason": "issue:43611 is the best single issue to keep as a reference point because it is precise, technical, and centered on a core code path rather than a vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states handling." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different areas: Video-LLaVA tower initialization/weight sharing vs Qwen3.5 save_pretrained visual-key serialization." + }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve special tokens, but one is about TokenizersBackend post-processor updates while the other is a specific mdeberta-v3 add_special_tokens regression." + "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is BOS/EOS not being added; not the same concrete bug." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Completely different failures: a T5 tokenizer method conflict versus a Qwen3 auto device mapping CUDA assert." + "reason": "Completely unrelated: T5Tokenizer method-name conflict vs Qwen3 auto device mapping CUDA assert." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:44462", + "right": "issue:45812", "accept": false, - "reason": "Both touch vision models, but one is a Video-LLaVA tower/weight issue and the other is Qwen3.5 save_pretrained visual key serialization." + "reason": "Both involve AutoTokenizer, but one ignores tokenizer.json while the other yields wrong IDs for Granite models; different failure modes." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but they describe different code paths: _is_hf_initialized versus non-persistent buffer initialization." + "reason": "Related to v5 initialization behavior, but one is _is_hf_initialized and the other is non-persistent buffer contents; too different to treat as duplicates." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Unrelated runtime failures: Whisper loading versus a Float8 storage lookup error." + "reason": "Different model/runtime failures: Whisper loading vs Float8 storage lookup error." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Different problem areas: torch 2.9 flex_attention compilation versus remote_code model loading regressions." + "reason": "One is a torch flex_attention compilation regression, the other is a broad remote_code loading breakage; not the same bug." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "One is about noisy logging during model loading; the other is a tokenizer loading failure for a specific model." + "reason": "Generic loading noise vs tokenizer loading regression for a specific repo; no shared concrete code path." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen2-VL-family training issues, but they concern different model generations and different failure modes." + "reason": "Both are Qwen-VL training issues, but multi-GPU training and iterable-dataset multi-image failure are distinct." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading under Transformers v5 is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "GGUF/v5 loading failure is unrelated to CLIPTokenizer's extreme model_max_length default." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Different bugs in different heads: Perceiver image resolution handling versus sequence-classification zero-loss behavior." + "reason": "Both affect training, but flash_attention_3 degenerate training and num_labels=1 zero-loss classification are different problems." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one is an iterable-dataset multi-image training failure and the other is a still-image temporal position-id scaling bug." + "reason": "Different Qwen2.5-VL issues: iterable dataset multi-image failure vs still-image rope index scaling bug." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Unrelated: GGUF model loading failure versus missing pad_token_id on Llama4Config." + "reason": "GGUF loading failure vs Llama4Config missing pad_token_id; unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Different initialization issues: unexpected _is_hf_initialized argument versus missing Float8 storage object." + "reason": "Different v5 regressions: unexpected _is_hf_initialized argument vs missing Float8 storage object." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both involve batching/masking, but they are different models and distinct failure mechanisms." + "reason": "Both are batching/shape-related, but MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are separate code paths." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "A CUDA assert during Qwen3 device mapping is unrelated to the Mistral tokenizer backend_tokenizer crash." + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to Mistral tokenizer regex patching." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Packaging/backend inclusion differs from a model-loading failure in vLLM." + "reason": "Both are v5 regressions, but they concern different mechanisms: initialization flag handling vs bf16 dtype mismatches." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check is unrelated to bf16 dtype mismatches in inference." + "reason": "torch.export/torch_compilable_check failure is unrelated to bf16 inference dtype mismatches." }, { - "left": "issue:43632", - "right": "issue:45072", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Different Transformers v5 regressions with no shared concrete code path." + "reason": "Backend installation packaging issue vs PaddleOCR-VL loading failure; no common bug." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are model-init/load regressions in v5, but one is about base_model_prefix handling and the other about custom initialization; not the same bug." + "reason": "Both are model-loading/init regressions in v5, but the concrete failures differ enough that they do not look like the same bug." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to init_empty_weights/_is_hf_initialized." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are separate internal state bugs." + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal behaviors." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Different models and symptoms: SigLIP2 bad outputs versus Perceiver resolution failure." + "reason": "Different models and failure modes: glm-4v-9b loading vs sleng-bert loading." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Both mention lm_head, but one is failed weight tying causing bad generation and the other is serialization inconsistency depending on device." + "reason": "Different vision-model regressions: SigLIP2 nonsensical outputs vs Perceiver resolution/interpolation failure." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Unrelated loading failures for different models." + "reason": "AyaVision weight tying and lm_head serialization are related only broadly; they are not the same concrete issue." }, { "left": "issue:43828", "right": "issue:44683", "accept": false, - "reason": "Autocast dtype mismatch is a different issue from compiled flex_attention failing on torch 2.9." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is distinct from compiled flex_attention failing on torch>=2.9." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3MoE FP8 configuration failure is unrelated to GGUF loading under Transformers v5." + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen2.5-GGUF loading in v5." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper loading failure and meta-device model loading breakage are different problems." + "reason": "Whisper loading failure and torch.device('meta') loading breakage are different code paths." }, { "left": "issue:44079", "right": "issue:45072", "accept": false, - "reason": "ModelOutput key handling is unrelated to dtype mismatches in bf16 inference." - }, - { - "left": "issue:43644", - "right": "issue:44079", - "accept": false, - "reason": "Both are v5 internals issues, but one is buffer serialization and the other is ModelOutput key bookkeeping." + "reason": "ModelOutput key assignment is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is multi-image iterable-dataset training and the other is video vision_position_ids ordering." + "reason": "Both are Qwen2.5-VL-related, but multi-image iterable dataset failure and video position-id bug are different problems." }, { - "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 input position IDs; not the same concrete bug." - }, - { - "left": "issue:43296", - "right": "issue:45800", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Different compatibility issues: PaddleOCR-VL loading in vLLM versus torch 2.4.1/transformers 5.8.0 incompatibility." + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are unrelated regressions." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Both mention OOM, but one is an int4/Transformers v5 memory regression and the other is a model-specific CUDA OOM." + "reason": "Both involve Qwen2.5-VL position handling, but still-image temporal scaling and video vision_position_ids are distinct." } ] }, @@ -3248,15 +3310,14 @@ "component_index": 2, "component_count": 16, "review_unit_index": 10, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ - "issue:34634", "issue:35707", "issue:39692", "issue:40444", @@ -3271,11 +3332,9 @@ "issue:43526", "issue:43550", "issue:43572", - "issue:43577", "issue:43606", "issue:43632", "issue:43701", - "issue:43708", "issue:43720", "issue:43746", "issue:43792", @@ -3286,9 +3345,11 @@ "issue:44186", "issue:44265", "issue:44291", + "issue:44387", "issue:44423", "issue:44466", "issue:44610", + "issue:44617", "issue:44683", "issue:44877", "issue:44898", @@ -3303,12 +3364,15 @@ "issue:45632", "issue:45684", "issue:45701", - "issue:45759" + "issue:45759", + "issue:45800" ], "soft_pairs": [ + "issue:44387|issue:44617", + "issue:43296|issue:45800", "issue:35707|issue:40444", - "issue:44291|issue:44877", "issue:43526|issue:43883", + "issue:44291|issue:44877", "issue:43606|issue:44265", "issue:43317|issue:43873", "issue:43881|issue:44991", @@ -3322,250 +3386,227 @@ "issue:43377|issue:44610", "issue:43454|issue:45072", "issue:43377|issue:44898", - "issue:40990|issue:45584", "issue:43572|issue:45759", + "issue:40990|issue:45584", "issue:39692|issue:40444", "issue:44466|issue:45357", "issue:43296|issue:44991", - "issue:43454|issue:43720", "issue:43792|issue:44683", + "issue:43454|issue:43720", "issue:43873|issue:45701", "issue:41720|issue:44977", "issue:45632|issue:45684", "issue:43404|issue:45357", - "issue:44423|issue:45406", - "issue:44186|issue:45072", - "issue:43577|issue:43708", - "issue:34634|issue:35707", - "issue:35707|issue:41720", - "issue:43526|issue:43881" + "issue:44423|issue:45406" ], - "prepared_review_unit_hash": "4f08226759877c8617e9c37a39e48627232ec9b9057bd2a4c17d39841a942d02", + "prepared_review_unit_hash": "a4ff4c3a288a2f6276d583d4b9f23c1c8e3568357c3b477e0c43db7db8834deb", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37933, - "estimated_input_tokens": 9484, - "estimated_eval_tokens": 19224 + "soft_pair_count": 30, + "serialized_chars": 36898, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it mixes unrelated issues across offloading/loading, multimodal preprocessing, tokenizer/config regressions, and training/generation bugs. If one issue must anchor it, 43873 is the broadest offloading/quantization report, but the soft edges do not describe the same underlying bug.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 43873 is the closest umbrella because it is the broadest offloading/quantization failure and overlaps the nearby device/offload-loading reports more than any other item; the rest are mostly narrower, model-specific, or unrelated bugs.", + "summary": "All candidate soft links are false positives: they point to distinct bugs spanning generation, loading, quantization, processors, and model-specific regressions. No pull requests are present. The broadest and most representative issue in this set is the open offloading/quantization report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the best cluster representative because it is open, has the most discussion/inbound references, and covers a broadly relevant runtime problem rather than a narrow model-specific edge case.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best global representative only in a loose triage sense: it is the most general device/offloading problem in the set and is the only one that can plausibly subsume related offload/quantization failures, though it is not a duplicate of the others.", + "best_issue_reason": "issue:43873 is the strongest overall issue to anchor the cluster because it is active and widely applicable; the other issues are more isolated, model-specific regressions or documentation/example problems.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Different bugs: generation with inputs_embeds/past_key_values versus multimodal finetuning on multiple images per prompt." + "reason": "Both mention OOM, but one is a Transformers v5 int4 quantization memory regression and the other is a SAM3Video model-specific memory issue; different failure modes and code paths." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and a torch/Transformers version incompatibility are unrelated problems despite both being load failures." + }, + { + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Constructor/init_empty_weights incompatibility is unrelated to strict config loading for granite_speech." + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation API bug; Qwen2.5-VL iterable dataset with multiple images is a multimodal finetuning failure." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Image label reduction bug in a processor is unrelated to a model missing all_tied_weights_keys metadata." + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights serialization are completely different subsystems." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both affect loading in v5, but one is init_empty_weights/_is_hf_initialized handling and the other is strict config parsing for granite_speech." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch is not the same code path as torch.export failures with torch_compilable_check." + "reason": "CPU offload device mismatch in suno/bark-small is not the same as torch.export failing on torch_compilable_check models." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offloading/quantization, but one is a dequantized model load failure and the other is a broader offloading regression; not the same concrete bug." + "reason": "Both involve offloading, but one is a specific dequantized-model load failure with device_map=auto while the other is a broader quantization/offloading behavior report." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "A model loading failure for glm-4v-9b is unrelated to a tokenizer-loading regression for EMBEDDIA/est-roberta." + "reason": "glm-4v-9b model loading and tokenizer loading for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Resume-from-checkpoint key mismatch is unrelated to Qwen2.5-VL rope index temporal scaling." + "reason": "resume_from_checkpoint key mismatch is a training/checkpoint issue, while 45325 is a Qwen2.5-VL rope/position-id scaling bug." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to export-time failures in torch_compilable_check." + "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to torch.export and torch_compilable_check." }, { "left": "issue:43632", "right": "issue:45563", "accept": false, - "reason": "A v5 HF initialization flag regression is unrelated to a stale warning in paged generate()." + "reason": "_is_hf_initialized breakage in v5 and a stale generate warning for num_return_sequences do not share the same bug." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Device mismatch during CPU offload is not the same as DAC.from_latents diverging from forward due to missing STE." + "reason": "CPU offload device mismatch and DAC.from_latents vs forward mismatch are different model behaviors and code paths." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Audio chat-template sampling-rate defaults and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:44610", "right": "issue:45325", "accept": false, - "reason": "Processor image-size mismatch is unrelated to Qwen2.5-VL temporal position_id scaling." + "reason": "OmDet-Turbo input-size mismatch and Qwen2.5-VL temporal position-id scaling are different multimodal regressions." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied lm_head weights causing bad text generation is unrelated to a torch.compile/SDPA failure." + "reason": "lm_head weight tying in AyaVisionConfig is unrelated to Bamba-9B-v2 torch.compile+SDPA failure." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Batch-vs-single encoder output mismatch from padding-mask handling is unrelated to the OmDet-Turbo processor image-size bug." + "reason": "MIMI batched-vs-single padding-mask mismatch and OmDet-Turbo processor size mismatch are different bugs." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight-tying serialization bugs are not the same as dtype mismatches in bfloat16 inference." + "reason": "Weight-tying in AyaVisionConfig is not the same as dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is unrelated to Perceiver non-default resolution failures." + "reason": "MIMI padding-mask support and Perceiver interpolation at non-default resolution are separate issues." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription generation after token alignment." + "reason": "Missing pad_token_idx in StableLmConfig and unwraping text_config for composite Qwen multimodal configs are unrelated config/model-loading issues." }, { - "left": "issue:43572", - "right": "issue:45759", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "A missing config field in StableLmConfig is unrelated to unwrapping text_config for composite Qwen multimodal configs." + "reason": "High perplexity on GPT-OSS-20B and Whisper empty-transcription generation failure are different generation/evaluation problems." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Broken docs/example mismatch for SigLIP2 is unrelated to Qwen2.5-VL finetuning with multiple images per prompt." + "reason": "SigLIP2 docs example errors and Qwen2.5-VL multi-image iterable dataset failures are unrelated." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Device-dependent lm_head serialization is not the same bug as Qwen3.5 saving incorrect visual encoder keys." + "reason": "Serialization differences for lm_head.weight by device and incorrect visual-encoder keys in Qwen3.5 save_pretrained are distinct save/load regressions." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "vLLM/PaddleOCR-VL model load failure is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + "reason": "PaddleOCR-VL/vLLM loading and tokenizer loading for est-roberta are unrelated failures." }, { - "left": "issue:43454", - "right": "issue:43720", + "left": "issue:43792", + "right": "issue:44683", "accept": false, - "reason": "lm_head weight tying is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Whisper runtime failure and torch>=2.9 compiled flex_attention failure are different issues." }, { - "left": "issue:43792", - "right": "issue:44683", + "left": "issue:43454", + "right": "issue:43720", "accept": false, - "reason": "Whisper runtime failure is unrelated to compiled flex_attention breakage on torch >= 2.9." + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are unrelated model-state loading bugs." }, { "left": "issue:43873", "right": "issue:45701", "accept": false, - "reason": "Quantized offloading problems are unrelated to a version-dependent tokenization change." + "reason": "Quantization/offloading behavior and version-dependent tokenization changes do not describe the same underlying bug." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Qwen3 auto device mapping cuda asserts are unrelated to Qwen3.5 flash-attention generation failures." + "reason": "A800 auto device mapping cudaErrorAssert and Qwen3.5 flash-attention generation failure are different Qwen regressions." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions for trust_remote_code are unrelated to read-only permission propagation in save_pretrained." + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are unrelated file-handling bugs." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head tying is unrelated to Qwen3.5 visual encoder key serialization." + "reason": "lm_head tying in Mistral3ForConditionalGeneration and incorrect visual encoder keys in Qwen3.5 save_pretrained are different regressions." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash from a string .to() call is unrelated to Gemma4Processor missing _tokenizer." - }, - { - "left": "issue:44186", - "right": "issue:45072", - "accept": false, - "reason": "Tokenizer padding/truncation crashes are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." - }, - { - "left": "issue:43577", - "right": "issue:43708", - "accept": false, - "reason": "dtype remaining float32 in Blip2 is unrelated to resume_from_checkpoint max_steps calculation." - }, - { - "left": "issue:34634", - "right": "issue:35707", - "accept": false, - "reason": "Bark voice_preset not working is unrelated to progressive generation with inputs_embeds and past_key_values." - }, - { - "left": "issue:35707", - "right": "issue:41720", - "accept": false, - "reason": "Progressive generation issues are unrelated to Qwen3 auto device mapping cuda asserts." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b model loading failure." + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are separate serve/processor issues." } ] }, @@ -3581,16 +3622,16 @@ "component_index": 2, "component_count": 16, "review_unit_index": 11, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ - "issue:30064", "issue:34634", + "issue:35707", "issue:36010", "issue:36331", "issue:40990", @@ -3601,26 +3642,26 @@ "issue:43316", "issue:43317", "issue:43322", - "issue:43388", "issue:43421", "issue:43450", + "issue:43526", "issue:43531", "issue:43540", "issue:43550", "issue:43572", + "issue:43577", "issue:43606", - "issue:43653", + "issue:43708", "issue:43720", "issue:43749", "issue:43782", "issue:43873", + "issue:43881", "issue:44186", "issue:44292", "issue:44361", "issue:44387", "issue:44479", - "issue:44492", - "issue:44509", "issue:44534", "issue:44610", "issue:44671", @@ -3631,14 +3672,19 @@ "issue:44913", "issue:44918", "issue:44991", - "issue:45059", + "issue:45072", + "issue:45081", "issue:45161", - "issue:45406", - "issue:45464", "issue:45701", - "issue:45704" + "issue:45704", + "issue:45812" ], "soft_pairs": [ + "issue:34634|issue:35707", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:35707|issue:41720", + "issue:43526|issue:43881", "issue:43873|issue:44756", "issue:43749|issue:44534", "issue:44877|issue:44991", @@ -3654,235 +3700,246 @@ "issue:43316|issue:44913", "issue:42915|issue:43317", "issue:43550|issue:43606", + "issue:41720|issue:43322", + "issue:45081|issue:45812", "issue:40990|issue:45701", "issue:43295|issue:45701", - "issue:41720|issue:43322", "issue:41720|issue:45161", - "issue:44671|issue:44743", "issue:43531|issue:43572", + "issue:44671|issue:44743", "issue:44292|issue:44479", + "issue:43421|issue:45812", "issue:41720|issue:42617", "issue:36010|issue:42617", - "issue:44186|issue:44361", "issue:43540|issue:43782", - "issue:45406|issue:45464", - "issue:41720|issue:43873", - "issue:43421|issue:45701", - "issue:30064|issue:34634", - "issue:44492|issue:44509", - "issue:43606|issue:43720", - "issue:43388|issue:45059", - "issue:42915|issue:43322", - "issue:43550|issue:43653" + "issue:44186|issue:44361" ], - "prepared_review_unit_hash": "65990d0226dd1208b38b64868d7fd9382c178abaa883219793d9cf21ca844659", + "prepared_review_unit_hash": "7b2e6f21c039293909c84b1bbb54e3ddd2d3fe20d8e03a3f4b6ac7dccc9783c5", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37799, - "estimated_input_tokens": 9450, - "estimated_eval_tokens": 19156 + "soft_pair_count": 33, + "serialized_chars": 37360, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated issues from many different subsystems. None of the soft pairs look like true duplicates, so I rejected them all. If forced to anchor the cluster, the broadest loading/offloading-related report is the best fit, but there is no strong canonical match overall.", - "confidence": 0.81, - "canonical_issue_reason": "No true canonical duplicate cluster is evident; issue 43873 is the broadest open report and the closest thing to an anchor because it covers the general offloading/quantization failure space.", + "summary": "The set is highly heterogeneous: most issues describe unrelated model-specific failures, tokenizer regressions, offloading/memory problems, or trainer/config edge cases. No soft pair looks like the same concrete bug or change, so there is no strong duplicate cluster here.", + "confidence": 0.34, + "canonical_issue_reason": "There is no true canonical duplicate for this cluster; if a representative issue is needed, issue 45812 is the best anchor because it is a concrete, recent tokenizer regression with broad impact across Granite models.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best global representative of the only recurring theme in the set (loading/offloading/memory behavior), even though most items are still distinct.", + "best_issue_reason": "Issue 45812 is the strongest representative because it has a clear failure mode, a broad regression scope, and enough specificity to act as an anchor if this cluster must be summarized by one issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Different subsystems and failure modes: Bark voice presets vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer/NER padding crash and bfloat16 dtype mismatch are unrelated bugs." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype persistence and Trainer max_steps calculation are separate training/loading issues." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation cache handling is unrelated to Qwen3 auto device mapping CUDA asserts." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are not the same bug." + }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention offloading/memory, but one is quantization offload behavior and the other is mmap/OOM on Strix Halo; different root causes and code paths." + "reason": "Both involve memory/offload themes, but one is quantization offloading and the other is mmap on Strix Halo; different root causes." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both touch model loading/memory, but FSDP CPU RAM-efficient loading and non-persistent buffer corruption are different bugs." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are distinct v5 regressions." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Both are loading regressions after v5, but one is a config-loading strictness issue and the other is tokenizer loading for a specific model." + "reason": "Both are loading-related, but one is strict config parsing and the other is tokenizer loading for a specific model." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Different failures: running 3d_parallel.py versus Qwen3MoE with FineGrainedFP8Config; no shared code-path bug." + "reason": "3d_parallel.py execution failure and Qwen3MoE FP8 config failure are unrelated." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video batching shape bug versus version-dependent tokenization changes; unrelated behavior." + "reason": "Video batch shape bugs and tokenizer version-dependent behavior are not the same issue." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Both are model/runtime failures, but torch.compile with SDPA and packed-weight unpacking during loading are distinct problems." + "reason": "One is a torch.compile/SDPA problem, the other is accelerate loading of packed BitNet weights." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer API signature mismatch versus Qwen3MoE FP8 loading failure; not the same bug." + "reason": "Trainer compute_loss signature change is unrelated to Qwen3MoE FP8 loading." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size/preprocessing issues, but they affect different models and different failure mechanisms." + "reason": "Both concern image preprocessing sizes, but they affect different models and different failure points." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on NER padding/truncation is unrelated to OmDet-Turbo image-size mismatch." + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image size mismatch are unrelated." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Unexpected trainer keyword argument and 3d_parallel execution failure are unrelated." + "reason": "CustomTrainer API breakage and a 3d_parallel.py runtime failure do not share a bug." }, { "left": "issue:44387", "right": "issue:45704", "accept": false, - "reason": "CUDA memory growth under int4 quantization is not the same as the apex RMSNorm memory leak." + "reason": "Both are memory-related, but one is int4 quantization reserved-memory growth and the other is an apex RMSNorm leak." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression in Qwen VL models and Qwen3.5 embedding unpacking with TRL are different bugs." + "reason": "Qwen video-input regression and Qwen3.5 embedding unpacking under TRL SFT are different code paths." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but one is Gemma3TextConfig API mismatch and the other is GPTNeoX rotary_pct reload loss." + "reason": "Different config regressions: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct reload behavior." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3MoE FP8 failure and dequantized model offload loading failure are different code paths." + "reason": "Qwen3MoE FP8 failure and dequantized model offload failure are different loading paths." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both involve model execution/loading, but Bamba torch.compile SDPA and Bark CPU offload device mismatch are not the same bug." + "reason": "torch.compile with SDPA on Bamba and Bark CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Llava Next segfault are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is Mistral regex patching and the other is Granite token IDs; different concrete failures." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "Perplexity on gpt-oss-20b is a model/eval issue, not the tokenizer-version regression described in 45701." + "reason": "Perplexity on gpt-oss-20b and a generic tokenization change report are not the same defect." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression and tokenization changes across versions are related only superficially; different concrete failures." + "reason": "Processor/tokenizer API regression and version-dependent tokenization changes are related only broadly, not as one concrete bug." }, { "left": "issue:41720", - "right": "issue:43322", + "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Llava Next segfault are separate model-loading failures." + "reason": "Both involve Qwen3/GPT-OSS MoE parallelism, but the reported failures and code paths differ." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Both mention Qwen/generation scaling issues, but one is CUDA assert under device mapping and the other is tensor-parallel not working." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "CamemBERT masked-LM output regression and Qwen3.5 recurrent-state reset are unrelated model bugs." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and StableLmConfig pad_token_idx loss are different issues." + "reason": "CamemBERT masked LM predictions and Qwen modular recurrent-state resets are unrelated." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and Qwen VL video-input regression are different failures." - }, - { - "left": "issue:41720", - "right": "issue:43873", - "accept": false, - "reason": "Both involve Qwen/model loading, but the specific failures are device-mapping CUDA assert versus quantization/offload behavior." + "reason": "NVFP4 execution failure and Qwen video-input regression are different issues." }, { "left": "issue:43421", - "right": "issue:45701", - "accept": false, - "reason": "Runtime post-processor update bug is not the same as version-dependent tokenization changes." - }, - { - "left": "issue:30064", - "right": "issue:34634", - "accept": false, - "reason": "Image segmentation-map processing and Bark voice_preset are unrelated processor bugs." - }, - { - "left": "issue:44492", - "right": "issue:44509", + "right": "issue:45812", "accept": false, - "reason": "A typo in cache-strategy docs is unrelated to removed pipeline-task docs." + "reason": "Runtime special-token post-processor updates and Granite token ID regression are both tokenizer-related but not the same bug." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Both are loading/offload related, but the failing mechanism differs: CPU offload device mismatch versus packed weights not unpacked." + "reason": "Auto device mapping CUDA assert and 3d_parallel.py execution failure are unrelated." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Metric-gathering label truncation and SAM3 text/bounding-box behavior are different code paths." + "reason": "GenerationMixin import error and 3d_parallel.py failure do not share a root cause." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "Qwen3MoE FP8 failure and Llava Next segmentation fault are distinct runtime problems." + "reason": "Qwen3OmniMoe video ValueError and Qwen3VL weight_only loading error are different multimodal loading paths." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Torch.compile/SDPA failure and BigBirdTokenizer special-token registration bug are unrelated." + "reason": "Tokenizer crashes happen in both, but on different tokenizers/models and with different task triggers." } ] }, @@ -3898,14 +3955,15 @@ "component_index": 2, "component_count": 16, "review_unit_index": 12, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ + "issue:30064", "issue:33666", "issue:34567", "issue:34634", @@ -3914,288 +3972,284 @@ "issue:41720", "issue:42886", "issue:42915", + "issue:43322", "issue:43381", + "issue:43388", "issue:43421", - "issue:43525", "issue:43531", - "issue:43596", + "issue:43550", "issue:43606", "issue:43653", + "issue:43720", "issue:43746", - "issue:43782", "issue:43844", "issue:43873", "issue:43927", - "issue:43994", "issue:44062", - "issue:44186", - "issue:44220", "issue:44368", "issue:44451", + "issue:44492", + "issue:44509", "issue:44514", "issue:44545", "issue:44589", "issue:44610", - "issue:44625", - "issue:44671", + "issue:44779", "issue:44843", "issue:44898", - "issue:44918", - "issue:44936", "issue:44987", "issue:44991", "issue:45042", + "issue:45059", "issue:45072", - "issue:45081", - "issue:45356", "issue:45357", - "issue:45381", - "issue:45479", + "issue:45406", + "issue:45464", "issue:45588", + "issue:45701", "issue:45704", - "issue:45759" + "issue:45759", + "issue:45812" ], "soft_pairs": [ - "issue:44514|issue:44545", - "issue:43531|issue:45759", - "issue:43606|issue:43653", - "issue:43421|issue:43927", - "issue:34567|issue:35707", - "issue:44368|issue:45357", + "issue:45406|issue:45464", + "issue:41720|issue:43873", + "issue:30064|issue:34634", + "issue:43421|issue:45701", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:43606|issue:43720", + "issue:44779|issue:45812", + "issue:42915|issue:43322", + "issue:43550|issue:43653", + "issue:44514|issue:44545", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", "issue:41720|issue:43746", "issue:43873|issue:45704", "issue:44451|issue:44991", "issue:44898|issue:45072", "issue:44062|issue:44451", - "issue:43421|issue:43653", - "issue:45588|issue:45759", "issue:33666|issue:35707", "issue:44987|issue:45042", - "issue:42886|issue:44843", + "issue:45588|issue:45759", + "issue:43421|issue:43653", "issue:43531|issue:44589", + "issue:42886|issue:44843", "issue:39692|issue:44610", - "issue:43381|issue:43844", - "issue:43421|issue:44186", - "issue:44918|issue:44936", - "issue:45081|issue:45356", - "issue:44625|issue:45479", - "issue:43525|issue:43531", - "issue:43782|issue:45381", - "issue:43994|issue:44671", - "issue:34634|issue:41720", - "issue:43381|issue:45704", - "issue:39692|issue:43873", - "issue:42915|issue:45759", - "issue:43596|issue:44220" + "issue:43381|issue:43844" ], - "prepared_review_unit_hash": "8ace39b3185234ee1c92db22afa53139bf2e054aa423396589cf3f43cbeb4b73", + "prepared_review_unit_hash": "7118f06e0cf11f114203211c5b3b55c068014115eb8d7a31a3bec03ee0b75800", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37263, - "estimated_input_tokens": 9316, - "estimated_eval_tokens": 18888 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35939, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated bug reports. Two soft edges look like true duplicates: the Qwen2_5_VLProcessor batched `padding=False` crash, and the HF_HUB_OFFLINE tokenizer regression tied to `_patch_mistral_regex` / `model_info()`.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44843 is the clearest root-cause report in the set: it pinpoints the offline failure to an unconditional `model_info()` call inside `_patch_mistral_regex`, which also explains the broader symptom in issue:42886.", + "summary": "Most items are unrelated. The only clear duplicate pairs are the offline-tokenizer bug (42886 \u2194 44843) and the exact Qwen2_5_VLProcessor padding crash (44514 \u2194 44545). No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44843 is the strongest canonical issue: it names the exact HF_HUB_OFFLINE/model_info regression, and 42886 is the broader user-facing symptom of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Best anchor for the cluster because it states the concrete failing code path and environment trigger, making it the most actionable representative of the offline tokenizer bug.", + "best_issue_reason": "Issue 44843 is the best global issue candidate because it is the most specific root-cause report and subsumes the offline cache failure described in 42886.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same Qwen2_5_VLProcessor `apply_chat_template` crash on batched input with `padding=False`; the titles describe the same failure." + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different components and failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference crash." }, { - "left": "issue:43531", - "right": "issue:45759", + "left": "issue:41720", + "right": "issue:43873", "accept": false, - "reason": "Both are Qwen3-family bugs, but one is `sliding_window` handling in Qwen3-MoE and the other is `from_config`/`text_config` unwrapping for composite multimodal configs." + "reason": "Both are device/offload related, but they describe different bugs and code paths (Qwen3 auto device map assert vs quantized offloading behavior)." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "Different bugs: Bark CPU offload device mismatch vs BigBirdTokenizer special-token decode/registration issue." + "reason": "Unrelated processor bugs: void segmentation maps vs BarkProcessor voice_preset handling." }, { "left": "issue:43421", - "right": "issue:43927", + "right": "issue:45701", "accept": false, - "reason": "One is runtime post-processor updates for special tokens; the other is saving/loading custom token IDs in `DiaConfig`." + "reason": "Runtime special-token post-processing bug vs a broad tokenization regression claim; not the same concrete issue." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Trainer state token counting and progressive generation with `inputs_embeds`/`past_key_values` are unrelated code paths." + "reason": "A typo in cache strategy docs/code wording is unrelated to removed pipeline-task documentation." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "A warning about `tie_word_embeddings` in Qwen3.5 fine-tuning is not the same bug as incorrect visual encoder keys being saved in `save_pretrained`." + "reason": "Distributed metric gathering label truncation is unrelated to SAM3 text/box behavior." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "Different failures: Qwen3 auto device mapping on A800 vs GraniteSpeech PEFT adapter loading from local checkpoints." + "reason": "Different failure modes and models: CPU offload device mismatch vs packed-weight unpacking during accelerate loading." }, { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:44779", + "right": "issue:45812", "accept": false, - "reason": "Quantization/offloading behavior and a T5 RMSNorm memory leak are separate issues." + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not clearly the same bug." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Both are tokenizer-loading regressions, but for different models and likely different root causes." + "reason": "Qwen3Moe FP8 config failure is unrelated to Llava Next segmentation fault on load." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Perceiver resolution handling and bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "torch.compile SDPA bug is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:44062", - "right": "issue:44451", - "accept": false, - "reason": "`AddedToken(..., special=...)` argument duplication is a different tokenizer bug from loading `vesteinn/ScandiBERT`." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title and same crash: Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False." }, { - "left": "issue:45588", + "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Flash-attention `s_aux=None` handling and Qwen `text_config` unwrapping are different code-path problems." + "reason": "Sliding-window behavior in Qwen3-MoE is a different model/runtime issue than composite config unwrapping in from_config." }, { - "left": "issue:33666", - "right": "issue:35707", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to progressive generation with embeddings and cache reuse." + "reason": "CPU offload device mismatch and tokenizer mask-token registration are unrelated." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "A model-loading failure for `physical-intelligence/fast` is not the same as PIL image processors incorrectly requiring torchvision." + "reason": "Post-processor refresh on special-token edits is unrelated to DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Same HF_HUB_OFFLINE tokenizer regression; 44843 identifies the concrete cause (`model_info()` called unconditionally in `_patch_mistral_regex`) behind 42886's cache/offline failure." + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are different bugs." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "`sliding_window` in Qwen3-MoE and missing `Float8_e4m3fnStorage` lookup are unrelated." + "reason": "Warning about tie_word_embeddings is unrelated to incorrect visual-encoder keys saved by Qwen3.5." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "SigLIP2 doc-example errors and OmDet-Turbo processor/model resolution mismatch are different model-specific issues." + "reason": "Auto device mapping cudaErrorAssert and PEFT-adapter local checkpoint loading are different code paths." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing being disallowed in eval mode is not the same as gradients exploding under ZeRO-3." + "reason": "Quantization/offloading behavior is unrelated to the T5 apex RMSNorm memory leak." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Runtime special-token post-processor updates and LayoutLMv2Tokenizer NER/padding crashes are separate tokenizer problems." + "reason": "Both are model loading failures, but the models and failure details differ; no evidence of the same root cause." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Qwen3.5 embedding unpacking with TRL SFT and `trainer.evaluate()` failing after `trainer.train()` are different trainer/model interactions." + "reason": "Perceiver resolution handling and bfloat16 dtype mismatch are unrelated issues." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Both touch `fix_mistral_regex`, but one is a hard crash in `_patch_mistral_regex` while the other is a Kimi-K2.5 codec-handling regression with a misleading warning; not the same concrete bug." + "reason": "AddedToken special-argument TypeError is unrelated to ScandiBERT loading failure." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:33666", + "right": "issue:35707", "accept": false, - "reason": "`num_labels` propagation in Qwen3.5 configs and degenerate zero loss for `num_labels=1` are distinct classification bugs." + "reason": "Multi-GPU training for Qwen2-VL is unrelated to progressive generation inputs_embeds/past_key_values." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Missing `pad_token_id` on `Llama4Config` is unrelated to Qwen3-MoE `sliding_window` behavior." + "reason": "A model-loading regression for one repo is unrelated to PIL backend image processors requiring torchvision." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Qwen3VL `weight_only=True` loading failure and Qwen2.5-VL video `vision_position_ids` are different multimodal bugs." + "reason": "Flash-attention crash on s_aux=None is unrelated to from_config text_config unwrapping for multimodal Qwen configs." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "SigLIP2 nonsensical output with `AutoModel`/pipeline is not the same as CamemBERT masked-LM prediction regression." + "reason": "Runtime special-token post-processor update and BigBirdTokenizer mask-token registration are different tokenizer bugs." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "BarkProcessor `voice_preset` failure and Qwen3 auto device-mapping cuda assert are unrelated." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a Float8 storage type error." }, { - "left": "issue:43381", - "right": "issue:45704", - "accept": false, - "reason": "Eval-mode gradient checkpointing and a T5 apex RMSNorm memory leak are separate issues." + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline loading bug: both describe tokenizer/model_info behavior breaking HF_HUB_OFFLINE cache resolution." }, { - "left": "issue:42915", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "Qwen3Moe failing with `FineGrainedFP8Config` is unrelated to `AutoModelForCausalLM.from_config` not unwrapping `text_config`." + "reason": "SigLIP2 doc example errors are unrelated to OmDet-Turbo processor/model image-size mismatch." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "A Zero-3/BertModel indexing crash and `_torch_extract_fbank_features()` are not the same bug." + "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient growth." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as mostly heterogeneous and only marks the two strongest title-aligned pairs as duplicates (`44514/44545` and `42886/44843`). The canonical anchor choice for `44843` is supported by the issue title, and the false soft-edge rejections do not overstate similarity." + "feedback": "Grounded and conservative overall. The only accepted duplicates are well-supported by the titles/packet (42886\u219444843 and 44514\u219444545), and the remaining soft-edge rejections are phrased cautiously enough for the evidence available. No PR pairs are present." }, "evaluator_used": true, "retried": false, @@ -4208,27 +4262,31 @@ "component_index": 2, "component_count": 16, "review_unit_index": 13, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:30064", + "issue:34634", "issue:36010", + "issue:39692", + "issue:41720", "issue:42915", "issue:43334", "issue:43335", + "issue:43381", "issue:43421", + "issue:43525", "issue:43531", "issue:43540", "issue:43550", "issue:43575", - "issue:43577", + "issue:43596", "issue:43618", - "issue:43643", "issue:43653", "issue:43697", "issue:43716", @@ -4236,267 +4294,284 @@ "issue:43746", "issue:43756", "issue:43782", - "issue:43818", "issue:43819", "issue:43873", + "issue:43994", "issue:44008", - "issue:44062", "issue:44077", "issue:44186", "issue:44220", - "issue:44448", - "issue:44488", - "issue:44561", "issue:44625", "issue:44661", "issue:44671", "issue:44811", "issue:44843", - "issue:44877", "issue:44898", - "issue:44977", - "issue:45020", + "issue:44918", + "issue:44936", "issue:45072", "issue:45081", "issue:45183", + "issue:45356", "issue:45381", "issue:45479", "issue:45704", "issue:45759" ], "soft_pairs": [ + "issue:44918|issue:44936", + "issue:43421|issue:44186", + "issue:44625|issue:45479", + "issue:43525|issue:43531", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:43994|issue:44671", + "issue:34634|issue:41720", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:43596|issue:44220", + "issue:42915|issue:45759", "issue:45183|issue:45479", "issue:43540|issue:44008", "issue:44220|issue:44661", "issue:43618|issue:43697", + "issue:44077|issue:44625", "issue:43720|issue:43819", "issue:43575|issue:45704", - "issue:44077|issue:44625", "issue:30064|issue:36010", "issue:43335|issue:43756", - "issue:43334|issue:45759", "issue:43653|issue:43720", + "issue:43334|issue:45759", "issue:43716|issue:44008", "issue:42915|issue:43746", "issue:43746|issue:45381", "issue:43746|issue:43873", "issue:43550|issue:45072", - "issue:43550|issue:43819", "issue:44186|issue:44898", + "issue:43550|issue:43819", "issue:43421|issue:44811", - "issue:44843|issue:45081", - "issue:44062|issue:44488", - "issue:43643|issue:44877", - "issue:43531|issue:43643", - "issue:43577|issue:43818", - "issue:43540|issue:45381", - "issue:43653|issue:43819", - "issue:44448|issue:44671", - "issue:43782|issue:44977", - "issue:44561|issue:45020" + "issue:44843|issue:45081" ], - "prepared_review_unit_hash": "af742e957b7802b1094e04e82734b3a97daa4b98caccb73116303e28cb2e9970", + "prepared_review_unit_hash": "937ba681da88e09e41552a176cfa1d46d8ad4b33d4c9b8737432306c4fc8ea37", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36139, - "estimated_input_tokens": 9035, - "estimated_eval_tokens": 18326 + "soft_pair_count": 32, + "serialized_chars": 36979, + "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 grab bag of unrelated Transformers bug reports. The closest thing to a center is the broad remote-code/config-loading regression theme, but most soft pairs are not true duplicates and should stay separate.", - "confidence": 0.36, - "canonical_issue_reason": "issue:45020 is the broadest and most central issue here: it captures the general class of recent-version regressions affecting remote_code models, which overlaps the strongest theme in the cluster.", + "summary": "This cluster is mostly a set of unrelated model/tokenizer/config/runtime bugs that only share broad Transformers vocabulary. None of the soft pairs look like the same underlying issue, so no duplicate edges should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue because it is the most general umbrella report and can subsume adjacent config/remote-code loading regressions better than the narrower model-specific bugs.", + "best_issue_reason": "No single issue is a good cluster-wide canonical: the items span different models, subsystems, and failure modes, with no true duplicate pair to anchor the group.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Different failures: input validation/XOR error messaging vs degenerate zero-loss classification behavior." + "reason": "Different problems: Qwen3.5 embedding unpacking in TRL SFT vs trainer.evaluate failing after trainer.train()." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Different models and code paths: Qwen3OmniMoe video processing vs Gemma 3n audio tensor name collision." + "reason": "Different tokenizer bugs: runtime special-token/post-processor updates vs LayoutLMv2 NER padding/truncation crashes." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Unrelated tokenizer/audio feature bug vs model-addition failure in TOKENIZER_MAPPING_NAMES." + "reason": "Different config/label bugs: Qwen3.5 text_config propagation vs single-label classification zero-loss behavior." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "Different regressions: CLIPOutput attentions field omission vs RTDetrV2 output mismatch in v5." + "reason": "Unrelated Qwen3-MoE sliding window issue vs Llama4Config missing pad_token_id attribute." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Different subsystems: BitNet packed-weight loading vs DAC latent decoding/STE mismatch." + "reason": "Different Qwen multimodal failures: weight_only load error vs wrong video vision_position_ids." }, { - "left": "issue:43575", - "right": "issue:45704", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Qwen2 tensor-parallel OOM is unrelated to T5's apex RMSNorm memory leak." + "reason": "Both touch tokenizer regex logic, but they describe different failures and code paths; not the same concrete bug." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "PatchTSMixer post_init API constraint and Qwen3.5 num_labels propagation are different bugs." + "reason": "Different models and symptoms: SigLIP2 bad AutoModel/pipeline outputs vs CamemBERT masked LM regression." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Image processor void segmentation handling is unrelated to the GenerationMixin import error." + "reason": "BarkProcessor voice_preset issue is unrelated to Qwen3 auto device mapping cudaErrorAssert." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:43381", + "right": "issue:45704", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE layer dropping are unrelated architecture/config bugs." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to T5 apex.FusedRMSNorm memory leak." }, { - "left": "issue:43334", - "right": "issue:45759", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Both involve Qwen composite configs, but one is a missing pad_token_id at load time while the other is from_config unwrapping behavior; too different to merge." + "reason": "Documentation/example errors are not the same bug as offloading failing under quantization." }, { - "left": "issue:43653", - "right": "issue:43720", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "BigBird special-token registration and BitNet accelerate loading are unrelated." + "reason": "Deepspeed zero3/BertModel index error is unrelated to _torch_extract_fbank_features()." }, { - "left": "issue:43716", - "right": "issue:44008", + "left": "issue:42915", + "right": "issue:45759", "accept": false, - "reason": "Mistral-3 dtype mismatch and Gemma 3n tensor collision are different model bugs." + "reason": "Different Qwen config bugs: FineGrainedFP8Config failure vs from_config not unwrapping text_config." }, { - "left": "issue:42915", - "right": "issue:43746", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Qwen3Moe FP8 config failure and GraniteSpeech PEFT checkpoint loading are unrelated." + "reason": "Generic input validation messaging bug is unrelated to the num_labels=1 zero-loss issue." }, { - "left": "issue:43746", - "right": "issue:45381", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "PEFT local checkpoint loading and qwen2.5-vl video position IDs are different code paths." + "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Checkpoint loading with PEFT is unrelated to quantization/offloading behavior." + "reason": "Audio feature extraction bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba and dtype mismatch in SwitchTransformers/TimmWrapperModel are different issues." + "reason": "Missing CLIPOutput attentions field is unrelated to RTDetrV2 output differences in v5." }, { - "left": "issue:43550", + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated issues." + }, + { + "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "Different models and failures: compile-time SDPA bug vs DAC latent conversion mismatch." + "reason": "BitNet packed-weight loading and DAC latent decoding mismatch are different code paths and bugs." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43575", + "right": "issue:45704", "accept": false, - "reason": "Tokenizer crash on NER padding/truncation is unrelated to Perceiver image-size handling." + "reason": "Tensor-parallel OOM for Qwen2 is unrelated to the T5 apex RMSNorm leak." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Runtime special-token post-processor updates and Whisper batch_decode skip_special_tokens behavior are not the same bug." + "reason": "ImageProcessor segmentation-map handling and GenerationMixin import failure are unrelated." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is an attribute crash; related area, not the same concrete bug." + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are unrelated model-configuration bugs." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43653", + "right": "issue:43720", "accept": false, - "reason": "AddedToken argument duplication is unrelated to a model-not-loading report." + "reason": "BigBirdTokenizer mask-token registration is unrelated to BitNet accelerate loading of packed weights." }, { - "left": "issue:43643", - "right": "issue:44877", + "left": "issue:43334", + "right": "issue:45759", "accept": false, - "reason": "Both are config-related, but one is missing fields from trust_remote_code and the other is strict GraniteSpeech config loading; not the same defect." + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is from_config text_config unwrapping; not the same bug." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43716", + "right": "issue:44008", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and remote_code config field loss are unrelated." + "reason": "Mistral-3 image dtype mismatch is unrelated to Gemma3n audio_mel_mask attribute collision." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:42915", + "right": "issue:43746", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA missing temporal attention/shared weights are different model issues." + "reason": "Qwen3Moe FP8 loading and GraniteSpeech PEFT local-checkpoint loading are unrelated." }, { - "left": "issue:43540", + "left": "issue:43746", "right": "issue:45381", "accept": false, - "reason": "Both involve video inputs, but they affect different Qwen model families and different failures." + "reason": "GraniteSpeech PEFT checkpoint loading is unrelated to Qwen2.5-VL video position-id errors." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "Tokenizer special-token registration and DAC forward/from_latents mismatch are unrelated." + "reason": "Local-checkpoint loading for PEFT adapters is unrelated to quantization/offloading behavior." }, { - "left": "issue:44448", - "right": "issue:44671", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "Two separate v5 output-regression reports for different models; not one concrete bug." + "reason": "Bamba torch.compile SDPA failure and SwitchTransformers/TimmWrapper dtype mismatch are unrelated." }, { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation issue are different problems." + "reason": "LayoutLMv2 tokenizer crash and Perceiver interpolation failure are different model-specific bugs." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different subsystems: torch.compile SDPA issue vs DAC.from_latents mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor updates and Whisper batch_decode skip_special_tokens behavior are related only loosely to tokenization, not the same bug." + }, + { + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "44561 is one specific remote_code regression cause; 45020 is a broad umbrella report, so they are related but not the same concrete bug." + "reason": "Both touch _patch_mistral_regex, but one is offline model_info() access and the other is backend_tokenizer AttributeError; separate failures." } ] }, @@ -4512,64 +4587,73 @@ "component_index": 2, "component_count": 16, "review_unit_index": 14, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:30064", "issue:34634", "issue:36010", "issue:36331", "issue:42175", - "issue:43262", "issue:43322", - "issue:43329", "issue:43404", "issue:43452", - "issue:43526", + "issue:43531", + "issue:43540", "issue:43577", "issue:43582", "issue:43606", - "issue:43644", + "issue:43643", "issue:43650", - "issue:43697", + "issue:43653", "issue:43720", - "issue:43749", "issue:43782", + "issue:43818", "issue:43819", "issue:43825", "issue:43827", "issue:43906", "issue:43994", - "issue:44060", + "issue:44062", "issue:44186", - "issue:44368", "issue:44442", + "issue:44448", "issue:44485", + "issue:44488", "issue:44509", + "issue:44561", "issue:44610", "issue:44671", "issue:44805", "issue:44821", - "issue:44857", + "issue:44877", "issue:44936", + "issue:44977", "issue:44991", + "issue:45020", "issue:45072", "issue:45081", "issue:45084", + "issue:45381", "issue:45406", - "issue:45459", - "issue:45538", - "issue:45600", "issue:45685", - "issue:45701", - "issue:45803" + "issue:45701" ], "soft_pairs": [ + "issue:43643|issue:44877", + "issue:43531|issue:43643", + "issue:43577|issue:43818", + "issue:44062|issue:44488", + "issue:43540|issue:45381", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:44561|issue:45020", "issue:43322|issue:45685", "issue:43825|issue:43994", "issue:44821|issue:45084", @@ -4580,214 +4664,212 @@ "issue:44186|issue:44442", "issue:43606|issue:45072", "issue:34634|issue:36010", - "issue:43452|issue:44991", "issue:44805|issue:44936", + "issue:43452|issue:44991", "issue:44610|issue:45072", "issue:42175|issue:45081", "issue:43650|issue:43906", "issue:43720|issue:45072", - "issue:45081|issue:45406", - "issue:44671|issue:45701", "issue:43404|issue:43782", - "issue:44060|issue:44368", - "issue:43582|issue:44857", - "issue:45459|issue:45803", - "issue:43262|issue:43819", - "issue:43526|issue:43697", - "issue:45084|issue:45538", - "issue:43329|issue:45600", - "issue:43644|issue:43749" + "issue:45081|issue:45406", + "issue:44671|issue:45701" ], - "prepared_review_unit_hash": "12b4eac731f53f2a701f03b34234840bb152335a1eb8dc049b62ae6c1782bd59", + "prepared_review_unit_hash": "947cb3db463e3fc14076e8e4bfa1943330162809ea2c0d60752edd184b9b3b91", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36025, - "estimated_input_tokens": 9007, - "estimated_eval_tokens": 18270 + "soft_pair_count": 28, + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are unrelated transformer/model regressions, tokenizer/load errors, or docs cleanup issues. None of the soft-edge pairs look like the same underlying bug/change, so all should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43749 is the strongest standalone representative in this set: it is a concrete, high-impact regression with substantial discussion and inbound references. It is not a duplicate of the other items, but it is the best anchor issue for the cluster.", + "summary": "This cluster is highly heterogeneous: most pairs share only a broad subsystem or version-regression theme, not the same concrete bug. I would not merge any of the soft pairs. If a representative issue is needed, the broadest umbrella is the remote_code regression report, but the cluster is not a tight duplicate set.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest, most umbrella-like report in the set (recent-version regressions affecting remote_code models), so it is the least narrow representative if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is the most suitable global issue representative because it has the most signal (discussion, refs, and a clearly defined failure mode) among otherwise mixed topics.", + "best_issue_reason": "issue:45020 is the best cluster representative by scope, but only loosely so; the rest of the items are mostly unrelated one-off bugs across different models and code paths.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading bugs: missing fields with trust_remote_code vs strict config rejecting granite_speech." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/shared-weight issues are different code paths and failures." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-arg duplication is not the same as sleng-bert tokenizer loading failure." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but they hit different models and different bugs: ValueError in processing vs wrong vision_position_ids." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent/STE reconstruction are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both describe regressions in model outputs, but for different models and different mechanisms." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only loading and Qwen3.5 flash-attention generation are distinct failures." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 is a specific v5 helper-removal regression; 45020 is a broader umbrella report about remote_code breakage, not the same concrete bug." + }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "Different failures: Llava Next model load segfault vs MPS histogram kernel not implemented for int." + "reason": "Llava Next segfault and MPS histogram/int failure in moe are unrelated issues." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is a v5 pipeline error-message regression; the other is nonsensical outputs for SigLIP2. Different bugs and code paths." + "reason": "Pipeline error-message wording and SigLIP2 incorrect outputs are different bugs." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation are unrelated." + "reason": "AutoImageProcessor URL loading and template compilation errors are unrelated." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Void segmentation map handling and CustomTrainer.compute_loss signature mismatch are separate issues." + "reason": "ImageProcessor void segmentation maps and CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related v5 pipeline-removal theme, but one is runtime messaging and the other is docs cleanup; not the same bug." + "reason": "Same broad v5 pipeline-removal topic, but one is runtime messaging and the other is stale docs; not the same underlying bug." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion vs docs mentioning removed pipeline tasks. Different changes." + "reason": "GLM-5 RoPE implementation and docs mentioning removed pipeline tasks are unrelated." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "BLIP2 dtype propagation and Apple Silicon warmup TypeError are unrelated." + "reason": "BLIP2 dtype handling and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch for Bark-small vs dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different failures." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset behavior and GenerationMixin import failure are unrelated." + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "GGUF loading breakage and tokenizer loading failure for est-roberta are different regressions." + "reason": "Mask shape IndexError and trainer.evaluate-after-train failure do not point to the same bug." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Mask-shape IndexError and trainer.evaluate() after train() failure are distinct problems." + "reason": "gguf_file loading breakage and est-roberta tokenizer loading regression are separate tokenizer/model-loading problems." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet input-size mismatch and dtype mismatch in inference are not the same code-path bug." + "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Missing TensorFlow in torch install and Mistral tokenizer backend attribute error are unrelated." + "reason": "Missing TensorFlow in the torch extra and Mistral regex patch crashing on tokenizer internals are unrelated." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "The placeholder issue and the isolated reproduction report do not describe the same concrete failure." + "reason": "The titles/body intent are unrelated; one is a malformed issue, the other is a reproduction of a different bug." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weights loading and SwitchTransformers/TimmWrapper dtype mismatch are different loading issues." - }, - { - "left": "issue:45081", - "right": "issue:45406", - "accept": false, - "reason": "Mistral tokenizer backend_tokenizer attribute error and Gemma4Processor missing _tokenizer are different attribute/access bugs." - }, - { - "left": "issue:44671", - "right": "issue:45701", - "accept": false, - "reason": "CamemBERT masked-LM regression and a broad tokenization-version report are not the same underlying bug." + "reason": "BitNet packed-weight unpacking and dtype mismatch in inference are different problems." }, { "left": "issue:43404", "right": "issue:43782", "accept": false, - "reason": "Mistral3 weight tying and Qwen3VL weight_only load error are unrelated model-specific issues." - }, - { - "left": "issue:44060", - "right": "issue:44368", - "accept": false, - "reason": "Qwen3-Next tied-weights warning bug and ms-swift LoRA warning about tie_word_embeddings are different problems." - }, - { - "left": "issue:43582", - "right": "issue:44857", - "accept": false, - "reason": "Apple Silicon warmup TypeError and LwDetrImageLoss AMP crash are unrelated runtime failures." - }, - { - "left": "issue:45459", - "right": "issue:45803", - "accept": false, - "reason": "Both involve bad exception handling, but they affect different functions and errors; not the same bug." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC.from_latents STE mismatch are unrelated." - }, - { - "left": "issue:43526", - "right": "issue:43697", - "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 v5 output differences are different model/processor regressions." - }, - { - "left": "issue:45084", - "right": "issue:45538", - "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer max-length sentinel are unrelated." + "reason": "Mistral3 weight tying and Qwen3VL weight_only loading are unrelated model-specific issues." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Undefined variables in multimodal token counting and stale auto_mappings references are separate issues." + "reason": "Both are loading-time AttributeErrors, but they affect different components and root causes." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Both touch loading, but one reports junk-filled non-persistent buffers and the other FSDP CPU RAM efficient loading; not the same concrete bug." + "reason": "CamemBERT masked-LM regression is not the same concrete bug as a general tokenization-change report." } ] }, @@ -4803,26 +4885,23 @@ "component_index": 2, "component_count": 16, "review_unit_index": 15, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ - "issue:34567", "issue:34634", "issue:36010", "issue:36331", "issue:38175", "issue:39692", - "issue:40990", "issue:43257", "issue:43262", "issue:43329", "issue:43450", - "issue:43452", "issue:43454", "issue:43526", "issue:43531", @@ -4831,6 +4910,7 @@ "issue:43582", "issue:43638", "issue:43643", + "issue:43644", "issue:43645", "issue:43653", "issue:43697", @@ -4840,258 +4920,263 @@ "issue:43819", "issue:43854", "issue:43927", - "issue:43931", + "issue:44060", "issue:44291", - "issue:44479", + "issue:44368", "issue:44554", "issue:44568", "issue:44589", "issue:44610", "issue:44811", - "issue:44849", + "issue:44857", "issue:44912", "issue:44936", "issue:44977", "issue:45042", + "issue:45084", "issue:45356", - "issue:45357", + "issue:45459", "issue:45488", - "issue:45701", - "issue:45759" + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803" ], "soft_pairs": [ - "issue:43653|issue:44912", - "issue:43638|issue:44936", - "issue:43746|issue:44811", - "issue:44589|issue:45042", + "issue:44060|issue:44368", + "issue:43582|issue:44857", + "issue:45459|issue:45803", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43644|issue:43749", + "issue:43329|issue:45600", + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43746|issue:44811", "issue:38175|issue:44610", + "issue:44589|issue:45042", "issue:43454|issue:43577", "issue:43854|issue:44977", - "issue:36010|issue:43645", "issue:43526|issue:44554", - "issue:34634|issue:36331", + "issue:36010|issue:43645", "issue:39692|issue:44912", - "issue:44568|issue:45488", - "issue:43819|issue:43927", + "issue:34634|issue:36331", "issue:43257|issue:43329", + "issue:43819|issue:43927", "issue:43720|issue:44610", "issue:43749|issue:44291", "issue:43550|issue:44912", + "issue:44568|issue:45488", "issue:43262|issue:44811", - "issue:44568|issue:45356", "issue:43531|issue:45042", "issue:43643|issue:45759", + "issue:44568|issue:45356", "issue:36010|issue:36331", - "issue:43329|issue:43450", - "issue:34567|issue:40990", - "issue:43329|issue:44479", - "issue:44849|issue:45701", - "issue:43257|issue:43931", - "issue:43697|issue:45357", - "issue:43452|issue:43582" + "issue:43329|issue:43450" ], - "prepared_review_unit_hash": "fdb33c136ddae4466fa1dd1f1a07adfa05963ab1dbbd453cd90b226d48c70f0f", + "prepared_review_unit_hash": "32d35bffff915b5d7902500c64623a6daa3a0add68498c438b59232808000d20", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36224, - "estimated_input_tokens": 9056, - "estimated_eval_tokens": 18368 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37491, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; the soft edges share broad subsystems but not the same concrete bug/change, so none should be merged. If forced to pick an issue representative, the tokenizer regression in issue 45488 is the clearest actionable exemplar, but it does not unify the whole set.", - "confidence": 0.68, - "canonical_issue_reason": "Issue 45488 is the strongest single representative because it describes a concrete, user-visible tokenizer regression with broad impact; the other items are too mixed to serve as one duplicate anchor.", + "summary": "This cluster is highly heterogeneous: the soft edges mostly connect unrelated Transformers regressions that only share broad subsystem/version similarity. I would not merge any of the proposed soft pairs.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43644 is the broadest shared-runtime regression in the set and is closer to the cluster\u2019s recurring v5-loading/correctness theme than the narrower model- or tokenizer-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45488 is the best overall issue candidate: specific enough to be actionable, broad enough to represent a real regression class, and open rather than already closed.", + "best_issue_reason": "Issue 43644 is the best overall representative because it describes a general Transformers 5.0.0 correctness break that can affect many models, not just one narrow configuration.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "Different bugs: tokenizer special-token registration vs quantization/load fallback." + "reason": "Both mention tied-weights warnings, but one is a concrete Qwen3-Next weight-tying bug and the other is a user-facing warning during LoRA fine-tuning; not the same code path." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Different training failures: ZeRO-3 empty-index crash vs post-train evaluate failure." + "reason": "Completely different failures: Apple Silicon allocator warmup TypeError vs CUDA AMP loss crash in LwDetrImageLoss." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:45459", + "right": "issue:45803", "accept": false, - "reason": "Unrelated code paths: PEFT checkpoint loading vs Whisper batch decode flag handling." + "reason": "Both are about exception handling, but they affect different tokenizer/processor functions and different failure modes." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Different runtime problems: missing Float8 storage vs PIL image processors requiring torchvision." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction mismatch." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Different models and failures: zero probabilities vs processor/model input-size mismatch." + "reason": "Different models and bugs: Beit reduce_labels shape/return issue vs RTDetrV2 output regression." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Different multimodal load bugs: lm_head tying vs dtype propagation to Blip2/QFormer." + "reason": "Unrelated areas: compilation of template nodes vs tokenizer max_length default." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Different model-specific regressions and code paths; not the same generation bug." + "reason": "Both involve loading, but one is non-persistent buffer initialization and the other is FSDP CPU RAM efficient loading; not the same defect." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Import-path regression vs Jupyter custom-model initialization issue." + "reason": "Multimodal token counting bug vs stale auto-mapping references in CI; no shared underlying change." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43653", + "right": "issue:44912", "accept": false, - "reason": "Image label reduction bug is unrelated to attention correctness on MPS." + "reason": "BigBird special-token decode bug and MXFP4 packed-weight loading bug are unrelated." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Different APIs entirely: BarkProcessor voice preset vs CustomTrainer compute_loss signature." + "reason": "Zero3 training index error with a non-pretrained Bert model is different from evaluate() failing after train()." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43746", + "right": "issue:44811", "accept": false, - "reason": "Docs/example errors and quantization failure are not the same underlying bug." + "reason": "PEFT/local checkpoint loading issue vs Whisper batch_decode skip_special_tokens regression; different layers of the stack." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different tokenizers and different code paths." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo processor resizing to the wrong image size." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:44589", + "right": "issue:45042", "accept": false, - "reason": "Different bugs: DAC forward/from_latents mismatch vs DiaConfig save/load token-ID loss." + "reason": "Storage-type lookup failure and PIL backend torchvision dependency regression are different bugs." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Qwen3 MoE weight conversion during loading is unrelated to multimodal video token counting." + "reason": "AyaVision weight-tying failure and Blip2 dtype propagation issue are distinct model-loading problems." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet processor image sizing." + "reason": "GLM-4.7-Flash test loading failure is not the same as Qwen3.5 flash-attention generation regression." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Different model-loading failures: FSDP CPU RAM efficient loading vs unexpected init arg in init_empty_weights." + "reason": "Beit label reduction and MPS attention correctness when head dims differ are unrelated." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "torch.compile/SDPA bug is unrelated to MXFP4 quantization fallback." + "reason": "GenerationMixin import breakage is a different issue from Jupyter custom-model initialization regression." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Audio chat-template sampling-rate default is a different processor bug than Whisper decode flags." + "reason": "Documentation example errors for SigLIP2 do not match the MXFP4 loading fallback bug." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Different tokenizer regressions affecting different models and symptoms." + "reason": "Bark voice_preset failure and CustomTrainer.compute_loss signature mismatch are unrelated API breaks." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Sliding-window model behavior is unrelated to the PIL backend torchvision dependency issue." + "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading is a different path from multimodal token counting." }, { - "left": "issue:43643", - "right": "issue:45759", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Missing fields from trust_remote_code config loading is not the same as unwrapping text_config in from_config." + "reason": "DAC latent decoding mismatch is unrelated to DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Import failure from generation module is unrelated to a custom trainer loss signature change." + "reason": "Packed-weight unpacking during accelerate loading is not the same as an image processor size mismatch." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Both concern video handling, but one is undefined helpers in token counting while the other is batched output shape; not the same bug." + "reason": "These are both loading-related, but one is an FSDP RAM-efficient loading regression and the other is an init_empty_weights argument incompatibility." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "TrainerState token accounting bug and high perplexity on gpt-oss are different problems." + "reason": "torch.compile SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Related video area, but one is an undefined-helper token-count bug and the other is a broader v5.3 video-input regression." + "reason": "Tokenizer-specific BOS/EOS behavior for mdeberta-v3 is not the same bug as LlamaTokenizer overriding tokenizer.json pre-tokenizer settings." }, { - "left": "issue:44849", - "right": "issue:45701", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 hidden-state behavior and generic tokenization-version changes are not the same concrete issue." + "reason": "Different audio-processing APIs and different default/parameter handling bugs." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Different load failures: MoE weight conversion with accelerate/deepspeed vs Qwen3-VL shape mismatch." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PIL backend torchvision requirement regression." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "Different regressions: RTDetrV2 output divergence vs Qwen3.5 save_pretrained visual-key bug." + "reason": "Missing fields with trust_remote_code and failure to unwrap text_config in composite configs are distinct config-loading bugs." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Tokenizer/model loading with gguf_file is unrelated to Apple Silicon warmup TypeError." + "reason": "Tokenizer special-token insertion bug and Kimi-K2.5 codec/regex warning regression are different tokenizer issues." } ] }, @@ -5107,47 +5192,46 @@ "component_index": 2, "component_count": 16, "review_unit_index": 16, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:33357", "issue:34567", - "issue:36010", "issue:36331", "issue:38175", + "issue:40990", "issue:41720", - "issue:42175", "issue:42915", "issue:43257", "issue:43317", + "issue:43329", "issue:43452", - "issue:43493", - "issue:43526", "issue:43540", "issue:43577", + "issue:43582", "issue:43643", "issue:43646", "issue:43696", + "issue:43697", "issue:43742", "issue:43749", "issue:43756", - "issue:43824", "issue:43906", "issue:43927", - "issue:43994", + "issue:43931", "issue:44062", "issue:44291", "issue:44479", - "issue:44488", "issue:44560", "issue:44737", "issue:44756", "issue:44821", + "issue:44849", "issue:44898", "issue:44912", "issue:44987", @@ -5156,14 +5240,21 @@ "issue:45072", "issue:45081", "issue:45137", + "issue:45357", "issue:45375", "issue:45381", "issue:45405", - "issue:45479", "issue:45538", - "issue:45588" + "issue:45588", + "issue:45701" ], "soft_pairs": [ + "issue:34567|issue:40990", + "issue:43329|issue:44479", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:43452|issue:43582", "issue:41720|issue:43540", "issue:44291|issue:45042", "issue:42915|issue:43742", @@ -5172,261 +5263,255 @@ "issue:44479|issue:45381", "issue:44987|issue:45538", "issue:43540|issue:44560", - "issue:42915|issue:44821", "issue:43540|issue:44479", + "issue:42915|issue:44821", "issue:43927|issue:44912", - "issue:43577|issue:45072", "issue:43257|issue:43756", + "issue:43577|issue:45072", "issue:42915|issue:45538", "issue:43257|issue:43696", "issue:45137|issue:45405", "issue:38175|issue:44898", "issue:44737|issue:45588", - "issue:44062|issue:44991", "issue:43742|issue:44291", + "issue:44062|issue:44991", "issue:43906|issue:45381", "issue:43646|issue:43749", "issue:43749|issue:44756", "issue:34567|issue:36331", - "issue:44062|issue:45081", "issue:43643|issue:45375", - "issue:36010|issue:42175", - "issue:43493|issue:43994", - "issue:43452|issue:44488", - "issue:42175|issue:43824", - "issue:43526|issue:45479", - "issue:44291|issue:44821" + "issue:44062|issue:45081" ], - "prepared_review_unit_hash": "3386c60f1e048385fabff1ba9500f086983d44931a2399d5e755fc2cbb189e47", + "prepared_review_unit_hash": "4112a218ad3c1ca66512871b95ac5e26c89b9a89b0cd068bd2196aedbd7831e2", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 36869, - "estimated_input_tokens": 9218, - "estimated_eval_tokens": 18692 + "serialized_chars": 36803, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy mixed cluster, but two duplicate-like pockets stand out: Qwen video-input regressions and a SigLIP2 output mismatch. Most other pairs are false positives across unrelated bugs.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44479 is the broadest concrete regression in the cluster: it describes the shared Qwen video-input failure across multiple related model families, and it has the clearest duplicate-style overlap with issue:45381.", + "summary": "The cluster is mostly heterogeneous. 44479 remains the best representative issue for the Qwen video regression family, but the soft links are not strong enough to confirm a duplicate chain: 43329 is a narrower undefined-helper bug, and 45381 is only title-level similar to the broader 44479 report.", + "confidence": 0.62, + "canonical_issue_reason": "44479 is the broadest and most representative Qwen video-regression report in the set, covering multiple affected model variants and the shared video-input path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue because it is a broad, user-facing regression with multiple related variants and strong duplicate potential.", + "best_issue_reason": "44479 is the strongest standalone issue to keep: it has the broadest scope and best captures the shared Qwen video-input regression family.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated bugs: trainer token accounting vs GPT-oss perplexity." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related area, but not the same concrete bug: 43329 is an undefined-helper failure in token counting, while 44479 is a broader video-input regression report." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms and scope; only broad model/version overlap." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes: MoE weight conversion vs VL weight-shape mismatch." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths: RTDetrV2 output changes vs Qwen3.5 visual-key serialization." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading vs Apple Silicon allocator warmup TypeError are unrelated." + }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Different Qwen failures: auto device-mapping CUDA assert vs. video-input ValueError in a different model path." + "reason": "Both are Qwen-related, but the failures are different concrete bugs." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unrelated problems: init_empty_weights argument handling vs. PIL backend image-processor dependency behavior." + "reason": "Different issues: init_empty_weights argument handling vs image processors requiring torchvision." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Different model/loading failures: FineGrainedFP8Config on Qwen3Moe vs. key error loading MobileLLM-125M." + "reason": "Different model-loading bugs in different subsystems." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Completely different subsystems: MacOS CLIP bus error vs. TrainerState token accounting." + "reason": "Completely unrelated: Mac bus error on CLIP vs TrainerState token counter update." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Different code paths: dequantized device-map/offload loading bug vs. CLIPTokenizer max-length constant." + "reason": "Different problems: device-map/offload loading failure vs tokenizer max_length constant." }, { "left": "issue:44479", "right": "issue:45381", - "accept": true, - "reason": "Same underlying Qwen video-input regression: both point to the wrong video position-id handling in 5.3.0, with 44479 being the broader report." + "accept": false, + "reason": "Very similar titles, but the packet only supports this at a broad thematic level; not enough evidence for the same concrete bug." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different failures: loading a specific model on transformers>=5.1.0 vs. tokenizer max-length behavior." + "reason": "Unrelated: model-loading failure vs tokenizer max_length issue." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-related, but the model families and failure modes differ; not clearly the same bug." + "reason": "Both are video-input bugs, but they affect different model families and appear to be different failures." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Unrelated model quantization/loading issue vs. AutoImageProcessor URL loading problem." + "reason": "Qwen video processing bug vs broader video-position regression; related topic, not enough to call duplicate." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both involve video inputs, but one is a Qwen3OmniMoe processing ValueError and the other is a broader Qwen video regression; not the same concrete bug." + "reason": "Different subsystems: Qwen3Moe FP8 load failure vs image-processor URL loading." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "Different features: DiaConfig save/load token IDs vs. MXFP4 quantization loading fallback." + "reason": "Saving/loading custom token IDs is unrelated to MXFP4 quantization fallback." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Both mention dtype, but the affected models and failure mechanisms are different." + "reason": "Different bugs in different loading paths: MoE weight conversion vs RoPE-layer regression." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Different model-specific issues: Qwen3 MoE weight conversion vs. Smollm3 RoPE-layer dropping." + "reason": "Both mention dtype, but they affect different models and code paths." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Different areas entirely: Qwen3Moe FP8 loading vs. CLIPTokenizer max-length default." + "reason": "Different bugs: Qwen3Moe FP8 loading vs CLIPTokenizer max_length behavior." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Different failure modes and models: MoE weight conversion vs. GPT-oss CUDA OOM." + "reason": "Different issues: MoE weight conversion vs GPT-oss CUDA OOM." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "No relation: DeepSpeed ZeRO3 deque error vs. PEFT version pinning." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms: SigLIP2 zero probabilities vs. Perceiver resolution/interpolation failure." + "reason": "Different models and symptoms: SigLIP zero probabilities vs Perceiver resolution handling." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "Unrelated implementation bugs: XLNet CPU arange placement vs. flash_attention auxiliary-state crash." + "reason": "XLNet CPU placement bug vs flash-attention crash are unrelated." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Both tokenizer-related, but one is AddedToken argument duplication and the other is a model-specific tokenizer loading regression." + "reason": "MobileLLM loading key error vs init_empty_weights argument handling are different bugs." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Different layers: MobileLLM key lookup vs. init_empty_weights/_is_hf_initialized argument handling." + "reason": "Tokenizer-loading theme only; not enough evidence of the same AddedToken bug." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "The reproduction issue is too generic and does not match the specific Qwen2.5-VL video-position-id regression tightly enough." + "reason": "Isolated reproduction of another issue vs Qwen2.5-VL video-position regression; no clear identity." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Different core problems: custom model init breakage in v5.0.0 vs. FSDP CPU RAM-efficient loading regression." + "reason": "Custom model init breakage is unrelated to FSDP CPU RAM-efficient loading." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Both involve loading/memory, but one is FSDP RAM-efficient loading and the other is mmap on Strix Halo; not the same bug." + "reason": "Different memory/loading problems: FSDP CPU RAM-efficient loading vs mmap OOM." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Training-state token counting vs. custom trainer compute_loss signature mismatch are unrelated." - }, - { - "left": "issue:44062", - "right": "issue:45081", - "accept": false, - "reason": "Both touch tokenizer internals, but one is AddedToken construction and the other is Mistral regex patching; different code paths." + "reason": "TrainerState token counter bug vs compute_loss signature break are unrelated." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Similar theme of config-field handling, but they are different bugs and different model/config types." + "reason": "Both involve missing fields, but the deserialization failures are not the same concrete bug." }, { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Completely unrelated: GenerationMixin import path vs. TensorFlow not included in the torch extra." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same SigLIP2 checkpoint family and same symptom class: incorrect model behavior/output compared to the expected implementation, plausibly fixed by one SigLIP2 code-path correction." - }, - { - "left": "issue:43452", - "right": "issue:44488", - "accept": false, - "reason": "Different loading problems: GGUF tokenizer/model loading vs. inability to load a specific bert model." - }, - { - "left": "issue:42175", - "right": "issue:43824", - "accept": false, - "reason": "Unrelated packaging/back-end inclusion issue vs. a specific model import error." - }, - { - "left": "issue:43526", - "right": "issue:45479", - "accept": false, - "reason": "Different image-processing and classification bugs: BEiT label reduction vs. sequence-classification zero-loss behavior." - }, - { - "left": "issue:44291", - "right": "issue:44821", - "accept": false, - "reason": "No overlap: init_empty_weights argument handling vs. AutoImageProcessor URL loading." + "reason": "Different tokenizer bugs: AddedToken construction vs Mistral regex patching." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the Qwen video-input issues and the SigLIP2 model-output issues are the only plausible duplicate pockets, and the other pairwise rejections are conservative. I don\u2019t see any overstatement that would warrant rejection." + "accept": false, + "feedback": "The cluster summary is directionally plausible, but it overstates the evidence for the Qwen video cluster. In particular, the accepted soft-edge pair issue:43329 \u2194 issue:44479 is not strongly grounded by the packet alone: 43329 is about an undefined helper in `_get_num_multimodal_tokens`, while 44479 is a broader video-input regression report. The second accept (44479 \u2194 45381) is more plausible, but the overall verdict still isn\u2019t conservative enough because the only explicit support here is title-level similarity. I\u2019d keep this as a likely related cluster, not a confirmed duplicate chain." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5435,39 +5520,40 @@ "component_index": 2, "component_count": 16, "review_unit_index": 17, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ - "issue:24643", "issue:28282", "issue:29127", "issue:34689", - "issue:38175", + "issue:36010", "issue:41762", "issue:42175", - "issue:43295", "issue:43452", + "issue:43493", + "issue:43526", "issue:43531", "issue:43577", "issue:43582", "issue:43643", - "issue:43653", "issue:43697", "issue:43720", "issue:43742", "issue:43756", "issue:43819", + "issue:43824", + "issue:43994", + "issue:44291", "issue:44466", "issue:44484", "issue:44488", "issue:44514", "issue:44561", - "issue:44568", "issue:44589", "issue:44625", "issue:44704", @@ -5486,230 +5572,247 @@ "issue:45216", "issue:45290", "issue:45325", - "issue:45356", "issue:45381", "issue:45405", + "issue:45479", "issue:45600" ], "soft_pairs": [ + "issue:36010|issue:42175", + "issue:43493|issue:43994", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:43526|issue:45479", + "issue:44291|issue:44821", "issue:44792|issue:44964", "issue:28282|issue:34689", "issue:45042|issue:45081", - "issue:45405|issue:45600", "issue:43756|issue:45325", + "issue:45405|issue:45600", "issue:43742|issue:44589", "issue:44484|issue:44704", - "issue:43531|issue:44821", - "issue:28282|issue:29127", "issue:43697|issue:45216", + "issue:43531|issue:44821", "issue:44514|issue:45381", - "issue:43643|issue:44561", + "issue:28282|issue:29127", "issue:44625|issue:44877", "issue:43582|issue:44977", "issue:43452|issue:43577", "issue:43720|issue:44898", - "issue:43452|issue:44843", + "issue:43643|issue:44561", "issue:44514|issue:45290", - "issue:44466|issue:45005", + "issue:43452|issue:44843", "issue:43819|issue:44811", - "issue:42175|issue:44488", "issue:41762|issue:44936", - "issue:43295|issue:45356", - "issue:43653|issue:44568", - "issue:24643|issue:29127", - "issue:38175|issue:43295" + "issue:42175|issue:44488", + "issue:44466|issue:45005" ], - "prepared_review_unit_hash": "060ab9fc870c1c9512a455a216de5f197431448956c674e4b101bbaa5b1ba504", + "prepared_review_unit_hash": "40ee75d690413e6d34e9284f46b56bf4473f2db8c799035c4628279f0140f9d2", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35269, - "estimated_input_tokens": 8818, - "estimated_eval_tokens": 17892 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36507, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly superficially similar bug reports across loader, tokenizer, processor, and config paths, but each pair has a distinct trigger or code path. No soft edges should be merged as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44704 is the best representative of the batch because it is a clear, cross-cutting `from_pretrained`/loader-plumbing regression with broader API impact than the model-specific reports.", + "summary": "Most items are unrelated one-off bugs. The only plausible duplicate pair is the v5 tied-weights serialization/reporting regression around lm_head.weight on translation models; everything else is too broad or touches different code paths.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45005 is the best umbrella report for the tied-weights regression in v5; it is broader than the more specific device-dependent lm_head.weight symptom in issue:44466.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44704 is the strongest issue candidate overall: it has a precise failure mode, clear repro scope, and broader relevance than the narrowly model-specific symptom reports.", + "best_issue_reason": "issue:45005 has the broadest, clearest description of the duplicated tied-weights problem and is the best issue to keep as the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Different failures: missing PyTorch backend vs TensorFlow not being included in a torch install. No shared code path." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is an implementation-vs-JAX discrepancy and the other is bad outputs in AutoModel/pipeline; not enough to treat as the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue vs a Qwen2.5-VL import error. Different subsystem and symptom." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf loading breakage vs a model-specific load failure for sleng-bert; different root causes." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image processor label reduction bug vs sequence-classification zero-loss bug; unrelated code paths." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Model loading with init_empty_weights vs loading AutoImageProcessor from URL. Different APIs and failures." + }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and likely different root causes." + "reason": "Janus test failure and Phi-4 multimodal load failure are both multimodal-related, but not the same concrete bug." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "One is a missing-PyTorch import error; the other is a Llama vision model-loading regression." + "reason": "Generic PyTorch-missing ImportError vs a Llama 3.2 Vision loading regression. Different causes." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "These involve tokenizer/image-processor loading, but the reported failures are different: torchvision dependency vs Mistral regex crash." + "reason": "Image processor torchvision dependency regression vs Mistral regex patch crash. Unrelated." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "These are unrelated maintenance/config issues: PEFT version pinning versus stale auto-mapping references." + "reason": "Different models and different RoPE/position-id logic; not the same bug." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Both mention RoPE/positioning in Qwen-family models, but one is about missing RoPE layers and the other about video position-id scaling." + "reason": "One is an unreleased dependency version bump; the other is stale auto_mappings references. Different maintenance issues." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "These are different loading/storage failures on different components, with no shared concrete code path." + "reason": "KeyError while loading one model vs missing Float8 storage support. Different failure modes." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "`max_shard_size` behavior and `cached_file` kwargs propagation are separate `save_pretrained`/load-pretrained concerns." - }, - { - "left": "issue:43531", - "right": "issue:44821", - "accept": false, - "reason": "One is a Qwen3-MoE sliding-window bug; the other is inability to load `AutoImageProcessor` from a URL." + "reason": "save_pretrained shard-size question vs AutoProcessor kwarg propagation bug. Not the same issue." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "A missing PyTorch dependency error is unrelated to a LayoutLMv3 box-validation error message issue." + "reason": "RTDetrV2 output regression vs Qwen3.5 save_pretrained regression. Different models and code paths." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "One reports different runtime outputs in v5; the other is a regression in saved checkpoint serialization for Qwen3.5." + "reason": "Qwen3-MoE sliding_window bug vs AutoImageProcessor URL loading bug. Unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL-related, but one crashes in chat-template batching while the other has incorrect video vision position IDs." + "reason": "Different Qwen2.5-VL failures: batched chat template crash vs video position-id bug. Same family, not the same concrete bug." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "These are distinct config/utility regressions: missing fields in `AutoConfig` versus removal of `is_torch_fx_available` breaking remote-code models." + "reason": "PyTorch import failure vs LayoutLMv3 box-content error messaging. Different problems." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Qwen3.5 label propagation and strict granite_speech config loading are different configuration bugs." + "reason": "num_labels propagation bug in Qwen3.5 vs strict config blocking granite_speech. Different config issues." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup and Qwen3.5 flash-attention generation are unrelated failures." + "reason": "Apple Silicon allocator TypeError vs Qwen3.5 flash-attention generation issue. No shared code path." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Both concern model/tokenizer loading, but one is broken by `gguf_file` handling and the other by dtype propagation in Blip2." + "reason": "gguf loading failure vs dtype not propagating in Blip2. Different subsystems." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "These are different model-path bugs: BitNet packed-weight unpacking versus Perceiver interpolation at non-default resolution." + "reason": "BitNet accelerate-loading unpack issue vs Perceiver interpolation failure. Different model logic." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "`gguf_file` loading and offline `model_info()` calls in Mistral regex patching are separate failure modes." + "reason": "Config field loss under trust_remote_code vs removal of is_torch_fx_available breaking remote-code models. Different regressions." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both touch chat templates, but the failures are different: batched `padding=False` versus tool-call assistant messages without content." + "reason": "Both are apply_chat_template crashes, but they involve different triggers and likely different branches; not clearly the same bug." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Both involve tied weights, but one is about serialization depending on device and the other is a translation-model issue in v5." + "reason": "gguf loading breakage vs offline model_info call in mistral regex patch. Different failure paths." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent decoding mismatch and Whisper `batch_decode` ignoring `skip_special_tokens` are unrelated decoding bugs." - }, - { - "left": "issue:42175", - "right": "issue:44488", - "accept": false, - "reason": "A packaging/backend dependency omission is not the same as a model-specific load failure for `cjvt/sleng-bert`." + "reason": "DAC latent/forward mismatch vs Whisper batch_decode skipping special tokens. Unrelated." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Gemma3 ZeRO-3 loading and `trainer.evaluate()` after `trainer.train()` are different runtime paths." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "These are separate regressions: processor/tokenizer access in one case and Kimi-K2.5 codec/fix-mistral-regex behavior in the other." - }, - { - "left": "issue:43653", - "right": "issue:44568", - "accept": false, - "reason": "BigBird special-token registration and mDeBERTa BOS/EOS insertion are different tokenizer behaviors." + "reason": "DeepSpeed ZeRO-3 model load IndexError vs trainer.evaluate() after training. Different issues." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "DeepSpeed training shape error and LayoutLMv3 box-validation messaging are not the same bug." + "reason": "TensorFlow backend packaging vs inability to load a specific BERT model. Not the same bug." }, { - "left": "issue:38175", - "right": "issue:43295", - "accept": false, - "reason": "SigLIP2 zero-probability output and a processor/tokenizer regression are unrelated issues." + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights/ lm_head serialization regression; 45005 is the broader umbrella report and 44466 is a specific manifestation." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded: the accepted pair (44466, 45005) is a plausible tied-weights/lm_head v5 duplicate, and the other soft-edge rejections avoid overclaiming by keeping same-family-but-different-symptom cases separate." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -5718,28 +5821,29 @@ "component_index": 2, "component_count": 16, "review_unit_index": 18, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ + "issue:24643", "issue:28282", + "issue:29127", "issue:30064", "issue:32090", "issue:33666", "issue:34567", "issue:35141", "issue:36010", + "issue:38175", "issue:41720", "issue:43122", - "issue:43262", "issue:43295", "issue:43329", "issue:43452", - "issue:43493", "issue:43504", "issue:43525", "issue:43531", @@ -5752,7 +5856,6 @@ "issue:43720", "issue:43742", "issue:43749", - "issue:43825", "issue:43906", "issue:43927", "issue:44361", @@ -5760,24 +5863,28 @@ "issue:44451", "issue:44464", "issue:44479", + "issue:44568", "issue:44610", "issue:44743", "issue:44821", "issue:44843", - "issue:44849", "issue:44936", "issue:44977", "issue:44991", "issue:45325", "issue:45356", - "issue:45357", "issue:45440", - "issue:45588" + "issue:45588", + "issue:45812" ], "soft_pairs": [ + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:24643|issue:29127", + "issue:38175|issue:43295", "issue:44361|issue:44442", - "issue:43653|issue:44361", "issue:30064|issue:33666", + "issue:43653|issue:44361", "issue:43577|issue:43697", "issue:44464|issue:44743", "issue:44843|issue:44991", @@ -5785,8 +5892,8 @@ "issue:41720|issue:43906", "issue:44977|issue:45356", "issue:43688|issue:45440", - "issue:43531|issue:43742", "issue:43577|issue:45588", + "issue:43531|issue:43742", "issue:43653|issue:43927", "issue:44464|issue:44977", "issue:43550|issue:43927", @@ -5799,206 +5906,234 @@ "issue:28282|issue:35141", "issue:43504|issue:44610", "issue:43452|issue:44451", + "issue:44568|issue:45812", "issue:43742|issue:44821", "issue:41720|issue:44464", - "issue:43329|issue:45325", - "issue:33666|issue:36010", "issue:43688|issue:43749", - "issue:43525|issue:43572", - "issue:44849|issue:45357", - "issue:43262|issue:43295", - "issue:43493|issue:43825" + "issue:33666|issue:36010", + "issue:43329|issue:45325", + "issue:43525|issue:43572" ], - "prepared_review_unit_hash": "31333bb96adb2b6e5edc13f3651c1b8c326606a9cef8289d18b5ec3ec0b34e64", + "prepared_review_unit_hash": "c973c31dd9263dcab0b3991f6d03ff778f2c036b87fe08b61c53f42612348e5f", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37174, - "estimated_input_tokens": 9294, - "estimated_eval_tokens": 18844 + "soft_pair_count": 35, + "serialized_chars": 37786, + "estimated_input_tokens": 9447, + "estimated_eval_tokens": 19150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a collection of unrelated Transformers bug reports rather than a single duplicate set. I did not find any soft pair that clearly shares the same underlying bug or fix path. The most central issue in the set is the FSDP CPU RAM efficient loading regression.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43749 has the strongest cluster-centrality signal (highest discussion/inbound refs) and reads like a broader regression report, while the other items are largely distinct model/tokenizer/training bugs.", + "summary": "The cluster is mostly a grab-bag of unrelated HF issues with only loose lexical similarity. I found no soft pair that clearly describes the same underlying bug/change, so all candidate edges are rejected. As a representative issue, I\u2019d use the broad Granite tokenizer regression because it is the most general and user-impacting item in the set.", + "confidence": 0.94, + "canonical_issue_reason": "No perfect canonical issue exists for this heterogeneous cluster; issue 45812 is the best representative because it is broad, user-facing, and framed as a silent tokenizer regression across all Granite models.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43749 is the best anchor for this cluster because it is well-discussed, widely referenced, and represents a substantive regression rather than a narrowly model-specific edge case.", + "best_issue_reason": "Issue 45812 is the strongest cluster representative: it targets a widespread tokenizer regression, is explicit about the symptom, and is likely to subsume nearby tokenizer-related reports better than the narrower model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer-loading failures, but they affect different tokenizer classes and different failure modes; not the same underlying bug." + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (processor/tokenizer API break vs codec/warning regression)." }, { "left": "issue:43653", - "right": "issue:44361", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs: BigBird mask token registration vs mDeBERTa BOS/EOS insertion. Similar area, not the same issue." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated problems: DeepSpeed weight dimensionality error vs LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different subsystems and symptoms: SigLIP2 zero probabilities vs processor/tokenizer regression in custom multimodal code." + }, + { + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Different tokenizer/model paths and different symptoms; no evidence they share a common code-path bug." + "reason": "Both involve tokenizer loading failures, but for unrelated tokenizers/models with no shared code-path bug." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Image processor void-segmentation handling and Qwen2-VL multi-GPU training are unrelated issues." + "reason": "Image processor void segmentation maps and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/model failures; only broad tokenization similarity." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "One is a dtype propagation problem in Blip2 loading, the other is an output regression in RTDetrV2; not the same fix." + "reason": "Blip2 dtype casting and RTDetrV2 output divergence are unrelated model-runtime bugs." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both involve generation/caching behavior, but they describe different mechanisms and code paths." + "reason": "Both touch generation behavior, but one is chunked generation with compilation and the other is recurrent-state reset in a Qwen3.5 module." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is specifically offline model_info patching and the other is a different tokenizer failure." + "reason": "Both are tokenizer regressions, but one is an offline hub call bug and the other is a model-specific tokenizer loading regression." }, { "left": "issue:44479", "right": "issue:44936", "accept": false, - "reason": "Video-input regression in Qwen VL models and trainer evaluate-after-train failure are unrelated." + "reason": "Video-input regression and trainer evaluate-after-train failure are unrelated." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "The isolated reproduction does not clearly target the same Qwen3 auto-device-map CUDA assert; insufficient evidence of a shared bug." + "reason": "No concrete shared code-path is evident; one is Qwen3 device-mapping CUDA assert, the other is just an isolated reproduction of an older issue." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Qwen3.5 flash-attention generation and Kimi-K2.5 tokenizer codec regression are different problems." + "reason": "Different models and different generation/tokenizer regressions; not the same fix." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both concern MoE models, but one is auxiliary-loss normalization and the other is implementation divergence; not the same underlying defect." + "reason": "Both are model correctness issues, but they concern different architectures and different bugs." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and a key error loading MobileLLM are unrelated." + "reason": "Blip2 dtype loading and flash_attention crash on sink-less models do not share the same underlying bug." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Dtype propagation in Blip2 loading is unrelated to flash-attention crashing on s_aux=None." + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM loading key error are unrelated." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird tokenizer special-token registration and DiaConfig custom token IDs are different loading/tokenization issues." + "reason": "Special-token registration in BigBirdTokenizer is unrelated to DiaConfig losing custom token IDs on save/load." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both are generation regressions, but one is compiled-forward inconsistency and the other is flash-attention-specific generation behavior." + "reason": "Both are generation issues, but they involve different mechanisms and code paths (compiled forward vs flash-attention)." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile + SDPA failure for Bamba and DiaConfig token-ID persistence are unrelated." + "reason": "Torch.compile/SDPA failure in Bamba and DiaConfig token-ID loss are unrelated." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different models and failure modes; no shared concrete code-path problem." + "reason": "Different model/runtime bug vs tokenizer AttributeError; no common underlying issue." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast NoneType error and num_input_tokens_seen not updating are unrelated trainer bugs." + "reason": "Trainer NoneType broadcast failure and token-count tracking not updating are separate trainer issues." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenization differences across versions and an isolated reproduction of another issue are not enough to conclude the same bug." + "reason": "Different tokenizer regression report vs isolated reproduction; no evidence they are the same bug." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field model loading and BitNet packed-weight unpacking are different loading paths and fixes." + "reason": "Different load-time issues: legacy-field preset loading vs packed-weight unpacking during accelerate loading." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Beit preset loading and Bamba torch.compile failure are unrelated." + "reason": "Beit pretrained loading failure and Bamba torch.compile SDPA failure are unrelated." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer NoneType broadcast and Qwen2-VL multi-GPU training are not the same issue." + "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training is only broad training-context similarity." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "PyTorch-missing import error and embedding reinitialization after resize are unrelated." + "reason": "PyTorch-missing import error and token-embedding reinit on resize are unrelated." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Model preset loading and processor/model input-size mismatch are different bugs." + "reason": "Model loading legacy-field bug vs processor output-size mismatch are different problems." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loading breakage and inability to load a specific model are not clearly the same underlying failure." + "reason": "Both are model loading failures, but not the same concrete code-path or model family." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and different token handling paths." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM key error and AutoImageProcessor-from-URL loading are separate code paths." + "reason": "MobileLLM loading key error and AutoImageProcessor-from-URL failure are unrelated." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "CUDA assert in auto device mapping and compiled-forward generation inconsistency are unrelated." + "reason": "Qwen3 device-mapping CUDA assert and compiled chunked generation inconsistency are different runtime bugs." }, { - "left": "issue:43329", - "right": "issue:45325", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Video token counting bug and Qwen2.5-VL rope-index scaling bug are different multimodal issues." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." }, { "left": "issue:33666", @@ -6007,34 +6142,16 @@ "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43329", + "right": "issue:45325", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are different bug classes with no shared fix path." + "reason": "Both are multimodal/Qwen-VL related, but one is an undefined-function bug in video token counting and the other is a rope-index scaling issue for still images." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both mention missing padding token config fields, but they affect different model configs and are not clearly one bug." - }, - { - "left": "issue:44849", - "right": "issue:45357", - "accept": false, - "reason": "Qwen3.5 hidden-states generation bug and incorrect visual encoder keys on save_pretrained are different regressions." - }, - { - "left": "issue:43262", - "right": "issue:43295", - "accept": false, - "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image passing regression are unrelated processor issues." - }, - { - "left": "issue:43493", - "right": "issue:43825", - "accept": false, - "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are entirely separate concerns." + "reason": "Similar missing-config-field theme, but different models and different field names; not the same bug." } ] }, @@ -6050,13 +6167,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 19, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:28282", "issue:32090", @@ -6065,27 +6182,25 @@ "issue:36331", "issue:39692", "issue:43257", + "issue:43262", "issue:43278", "issue:43295", "issue:43299", "issue:43334", "issue:43493", - "issue:43504", "issue:43540", "issue:43572", - "issue:43575", "issue:43577", "issue:43606", "issue:43646", - "issue:43653", "issue:43688", "issue:43716", "issue:43720", "issue:43756", "issue:43824", + "issue:43825", "issue:43844", "issue:43927", - "issue:44291", "issue:44361", "issue:44423", "issue:44466", @@ -6096,28 +6211,33 @@ "issue:44625", "issue:44734", "issue:44843", + "issue:44849", "issue:44913", "issue:44964", "issue:44977", "issue:45083", "issue:45200", "issue:45229", + "issue:45357", "issue:45405", "issue:45520", "issue:45701", "issue:45704" ], "soft_pairs": [ + "issue:43493|issue:43825", + "issue:43262|issue:43295", "issue:43756|issue:44913", - "issue:43720|issue:43927", + "issue:44849|issue:45357", "issue:43540|issue:43716", + "issue:43720|issue:43927", "issue:43606|issue:43927", "issue:28282|issue:32090", "issue:28282|issue:33357", "issue:43334|issue:43572", "issue:43577|issue:44554", - "issue:33666|issue:36331", "issue:43688|issue:45704", + "issue:33666|issue:36331", "issue:39692|issue:43493", "issue:43720|issue:44361", "issue:44964|issue:45405", @@ -6135,239 +6255,222 @@ "issue:43688|issue:45701", "issue:44589|issue:45520", "issue:33357|issue:33666", - "issue:43504|issue:43606", - "issue:44423|issue:44734", - "issue:43572|issue:44291", - "issue:43927|issue:44361", - "issue:43575|issue:45405", - "issue:43504|issue:43653" + "issue:44423|issue:44734" ], - "prepared_review_unit_hash": "9edd495e375239f7a96a0c944c4e0e9ac29507c9e42d24b4ddbcb1b8e785f857", + "prepared_review_unit_hash": "53d39a5428be6bc5353f353a8e8785ac590fe9fe274682895d0b6a772558d36a", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37881, - "estimated_input_tokens": 9471, - "estimated_eval_tokens": 19198 + "soft_pair_count": 31, + "serialized_chars": 37264, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of mostly unrelated Transformers bug reports. The soft pairs share broad vocabulary like loading, configs, dtype, or Qwen, but they describe different concrete failures and code paths, so they should not be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This set is heterogeneous: most pairs are only loosely similar at the model/regression theme level, not true duplicates. I would not merge any of the soft-edge pairs; 43646 is the best broad representative if a single issue must anchor the cluster.", + "confidence": 0.72, + "canonical_issue_reason": "No clear duplicate canonical exists across the cluster; issue 43646 is the broadest and most general v5 regression report, so it best fits as a representative anchor.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "43646 is the most general user-facing breakage report in the set and covers a broad custom-model initialization regression, making it the least misleading cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different bugs: SigLIP2 implementation discrepancy vs pipeline translation-task error messaging." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate default bug and processor.tokenizer regression are unrelated code paths." + }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Different bugs: RoPE layer selection in Smollm3 vs GPTNeoX rotary_pct not persisting on reload." + "reason": "Both involve rotary settings, but one is missing RoPE layers while the other is config reload reverting a percentage value." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "Different failures: packed BitNet weights during accelerate loading vs DiaConfig losing custom token IDs on save/load." + "reason": "Different Qwen3.5 issues: hidden-states behavior vs save_pretrained writing wrong visual encoder keys." }, { "left": "issue:43540", "right": "issue:43716", "accept": false, - "reason": "Different multimodal issues: Qwen3OmniMoe video processing error vs Mistral-3 image preprocessor/model dtype mismatch." + "reason": "Unrelated multimodal failures: Qwen3OmniMoe video processing vs Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading bug and DiaConfig token-id persistence bug are separate failures." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Different code paths: CPU offload device mismatch in bark-small vs config token ID persistence bug in DiaConfig." + "reason": "CPU offload device mismatch is unrelated to config token ID loss." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Both are runtime errors, but one is missing PyTorch import dependency and the other is Trainer GPU broadcast handling of NoneType." + "reason": "PyTorch import missing vs Trainer GPU broadcast TypeError are different issues." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Unrelated problems: missing PyTorch dependency vs MacOS bus error loading a CLIP model." + "reason": "ImportError on missing PyTorch is not the same as a MacOS bus error on a CLIP model." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both mention missing config fields, but Qwen3-VL pad_token_id and StableLm pad_token_idx are different model/config regressions." + "reason": "Similar symptom class, but different configs/models and different missing fields ('pad_token_id' vs 'pad_token_idx')." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Different dtype issues: BLIP2 components staying float32 vs an MPS attention correctness bug with mismatched head dimensions." + "reason": "BLIP2 dtype loading issue and MPS attention correctness issue affect different subsystems and code paths." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "Qwen2-VL multi-GPU training support question/problem is not the same as CustomTrainer compute_loss signature breakage." + "reason": "Aux-loss normalization bug is unrelated to T5's apex RMSNorm memory leak." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Both involve training behavior, but OLMoE/GPT OSS auxiliary loss normalization is unrelated to T5 using apex FusedRMSNorm memory leak." + "reason": "Qwen2-VL multi-GPU training request and custom Trainer signature mismatch are different problems." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "SigLIP2 docs/example errors are not the same as a deeper HF vs JAX implementation discrepancy." + "reason": "Documentation example errors are not the same as the SigLIP2 implementation discrepancy." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Different loading issues: BitNet packed weight unpacking vs MLukeTokenizer task-time AttributeError." + "reason": "Packed-weight loading and MLukeTokenizer task AttributeError are unrelated bugs." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Cannot load Phi-4 multimodal model is unrelated to an external minimum PEFT version bump that is unreleased on PyPI." + "reason": "Phi-4 multimodal load failure is unrelated to a PEFT version pin bump." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Qwen3.5 video input regression is unrelated to num_labels propagation between configs." + "reason": "Qwen video-input regression and Qwen3.5 num_labels propagation bug are distinct multimodal/config issues." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen3-family issues, but one is video input handling and the other is flash-attention generation correctness." + "reason": "Different Qwen3* video/audio-generation paths; one is video input processing, the other flash-attention generation behavior." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "SigLIP2 implementation discrepancy is not the same as ZeRO-3 gradient inflation with HfDeepSpeedConfig." + "reason": "SigLIP2 discrepancy and ZeRO-3 gradient growth are different model/training bugs." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Loading a specific model failing is unrelated to AutoTokenizer making an unconditional hub model_info call in offline mode." + "reason": "Loading a specific model and offline tokenizer patch behavior are separate issues." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "Smollm3 RoPE layer count issue does not match a helper-length calculation bug in qwen3_omni_moe." + "reason": "RoPE layer count bug and feature-length helper behavior in qwen3_omni_moe are not the same defect." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Gemma 4 text-only mm_token_type_ids defaulting is a configuration bug, while 31B multi-GPU inference OOM is a capacity/runtime issue." + "reason": "mm_token_type_ids defaulting and multi-GPU CUDA OOM are unrelated problems." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype changing between train and eval is unrelated to DeepSpeed ZeRO-3 gradient scaling behavior." + "reason": "Embedding dtype drift during eval is not the same as gradient explosion with ZeRO-3." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is not the same as Qwen3VL loading breakage from a dev-version config/API change." + "reason": "Qwen3 MOE weight conversion/loading failures are related only broadly; the specific breakages differ." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Transformers 5 custom model initialization breakage is broader and different from inconsistent lm_head.weight serialization depending on device." + "reason": "Custom model initialization regression and lm_head.weight serialization inconsistency are different code paths." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Missing Qwen2_5_VL class import is not the same underlying issue as missing Float8 storage support." + "reason": "Missing Qwen2.5-VL import and Float8 storage lookup error are unrelated import/runtime failures." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Doc/example errors in SigLIP2 are unrelated to a v4.57.5 regression in processor.tokenizer and image tokenization behavior." + "reason": "Doc-example mistakes and v4.57.5 processor API regression are not the same bug." }, { "left": "issue:43688", "right": "issue:45701", "accept": false, - "reason": "Aux loss normalization and version-dependent tokenization changes are different bugs with different failure modes." + "reason": "Auxiliary loss normalization and tokenization changes across versions are unrelated." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Both are import/storage related, but Float8 storage lookup and flash_attn KeyError on Python 3.13 are distinct issues." + "reason": "Float8 storage lookup error and Python 3.13 flash_attn KeyError are distinct compatibility issues." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error loading a CLIP model is unrelated to Qwen2-VL multi-GPU training behavior." - }, - { - "left": "issue:43504", - "right": "issue:43606", - "accept": false, - "reason": "Legacy field preventing Beit semantic segmentation loading is unrelated to bark-small CPU offload device mismatch." + "reason": "MacOS bus error with a community CLIP model is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Continuous-batching crash on multimodal models is a different code path from /v1/responses KV-cache continuation indexing." - }, - { - "left": "issue:43572", - "right": "issue:44291", - "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is not the same as init_empty_weights passing an unexpected _is_hf_initialized argument." - }, - { - "left": "issue:43927", - "right": "issue:44361", - "accept": false, - "reason": "DiaConfig token ID persistence and MLukeTokenizer task AttributeError are unrelated." - }, - { - "left": "issue:43575", - "right": "issue:45405", - "accept": false, - "reason": "Tensor-parallel OOM while loading Qwen2-57B is unrelated to a PEFT minimum-version packaging issue." - }, - { - "left": "issue:43504", - "right": "issue:43653", - "accept": false, - "reason": "Beit legacy field loading bug is not the same as BigBirdTokenizer mask token registration/empty decode output." + "reason": "Both are serve-related crashes, but one is multimodal input handling and the other is KV-cache continuation tensor indexing." } ] }, @@ -6383,13 +6486,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 20, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:15354", "issue:28218", @@ -6398,35 +6501,35 @@ "issue:33357", "issue:34567", "issue:38175", - "issue:39401", "issue:43232", "issue:43278", - "issue:43295", - "issue:43334", - "issue:43525", + "issue:43504", "issue:43540", + "issue:43572", + "issue:43575", "issue:43606", + "issue:43653", "issue:43688", "issue:43701", "issue:43844", "issue:43873", + "issue:43927", "issue:43994", "issue:44112", + "issue:44291", "issue:44315", + "issue:44361", "issue:44464", - "issue:44466", "issue:44493", "issue:44521", "issue:44554", "issue:44568", - "issue:44610", "issue:44625", "issue:44792", "issue:44849", "issue:44964", "issue:45072", "issue:45084", - "issue:45127", "issue:45198", "issue:45200", "issue:45290", @@ -6440,227 +6543,231 @@ "issue:45759" ], "soft_pairs": [ + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:43504|issue:43653", "issue:44625|issue:45759", - "issue:44792|issue:45405", + "issue:43575|issue:45405", "issue:43606|issue:44112", - "issue:43994|issue:44493", + "issue:44792|issue:45405", "issue:44521|issue:45290", + "issue:43994|issue:44493", "issue:44464|issue:45584", "issue:29942|issue:30333", "issue:28218|issue:34567", "issue:43844|issue:44964", - "issue:45084|issue:45520", + "issue:43540|issue:45200", "issue:43688|issue:43873", - "issue:15354|issue:38175", + "issue:45084|issue:45520", "issue:44554|issue:45446", - "issue:43540|issue:45200", + "issue:15354|issue:38175", "issue:44568|issue:45701", - "issue:43232|issue:44849", "issue:45072|issue:45198", - "issue:39401|issue:44568", + "issue:43232|issue:44849", "issue:43278|issue:43701", - "issue:44315|issue:44849", "issue:28218|issue:33357", + "issue:44315|issue:44849", "issue:45200|issue:45325", - "issue:43295|issue:44610", - "issue:44554|issue:45356", - "issue:43334|issue:43525", - "issue:44466|issue:45127" + "issue:44554|issue:45356" ], - "prepared_review_unit_hash": "e5145c0e163026d7898acccc7789cb8c4838488fc10669c1d1fd9c44a109cd1f", + "prepared_review_unit_hash": "46ae78ffcdf2bb45cd26d2f19ee02361e16fa2fd7b5d1df21a8b1c764a54c367", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 34990, - "estimated_input_tokens": 8748, - "estimated_eval_tokens": 17752 + "soft_pair_count": 27, + "serialized_chars": 35194, + "estimated_input_tokens": 8799, + "estimated_eval_tokens": 17854 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated bug reports spanning tokenizers, multimodal processors, generation, and training infra. The only plausible duplicate pair is the missing `pad_token_id` config-load failure in Qwen3-VL and Llama4; the rest are distinct issues.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43525 is the best root-style representative because it captures the shared composite-config loading failure around missing `pad_token_id`, which is the closest true duplicate theme in this set.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, generation, multimodal, config, training, CI, and backend problems. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a coherent duplicate set; it contains many unrelated problem types across different models and code paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43525 is the most reusable global representative of the cluster: it is a concrete, actionable loading bug and generalizes better than the model-specific report.", + "best_issue_reason": "No best issue for deduplication purposes: none of these issues is representative of the whole set, and several are clearly independent bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: BEiT semantic segmentation preset loading/legacy field vs Bark CPU offload device mismatch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both concern config/loading regressions, but one is missing pad_token_idx in StableLmConfig while the other is an init_empty_weights TypeError from an unexpected argument." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and symptoms: DiaConfig save/load loses custom token IDs, while MLukeTokenizer raises AttributeError on tasks." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated models and bugs: BEiT legacy-field loading vs BigBirdTokenizer mask token registration/empty decode output." + }, { "left": "issue:44625", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen 3.5 config behavior, but one is `num_labels` propagation and the other is `from_config` unwrapping `text_config`; different code paths and symptoms." + "reason": "Related family, but not the same bug: Qwen3.5 num_labels propagation vs AutoModelForCausalLM unwrapping text_config for composite multimodal configs." }, { - "left": "issue:44792", + "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "A failed janus image-generation test and an unmet PEFT version requirement are unrelated." + "reason": "Different problem classes: Qwen2-57B-A14B-Instruct tensor-parallel OOM vs an unreleased MIN_PEFT_VERSION bump." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device/CI problems, but one is a real CPU-offload mismatch and the other is a stale test; not the same bug." + "reason": "Both are CI/runtime device issues, but they affect different models and code paths: Bark CPU offload mismatch vs stale GraniteSpeech device override test." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Different failures: one is bad model outputs for SigLIP2, the other is unexpected position-id keys across many models." + "reason": "A janus model test failure is unrelated to the PEFT version bump issue." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both touch chat templating, but one is all-zero assistant masks and the other is a crash on tool-call assistant messages." + "reason": "Both touch chat/template handling, but one is all-zero assistant masks for multimodal inputs and the other crashes on tool-call assistant messages with no content." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms: Siglip2 nonsensical outputs with AutoModel/pipeline vs widespread unexpected key handling for position ids." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are distinct generation bugs." + "reason": "Different generation bugs: inconsistent chunked generation with compiled forward vs Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "A FlashAttention CI failure and an MLflow reporting issue are unrelated." + "reason": "Flash Attention 2 test failures are not the same as MLflow not reporting failed training jobs." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens and TrainerState token counters do not share the same underlying defect." + "reason": "Tokenizer spacing after added token is unrelated to TrainerState.num_input_tokens_seen not updating." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and loading Phi-4 multimodal are different training vs model-loading issues." + "reason": "Different model/load paths: ZeRO-3 gradient abnormal increase vs Phi-4 multimodal model load failure." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Template-node compilation and a Python 3.13 import KeyError are separate failures." + "reason": "Different multimodal failures: Qwen3OmniMoe video processing ValueError vs Gemma 4 mm_token_type_ids defaulting issue." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization and quantization offload behavior are unrelated." + "reason": "Auxiliary loss normalization in MoE models is unrelated to generic offloading/quantization behavior." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "TorchScript generator-expression export failure and SigLIP2 zero probabilities are different problems." + "reason": "Different import/parser problems: template node compilation TypeError vs flash_attn KeyError on Python 3.13." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a flex_attention PyTorch version check are unrelated code paths." + "reason": "MPS attention correctness with mismatched head dims is unrelated to the PyTorch version check for AuxRequest import in flex_attention." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Qwen3OmniMoe video-processing failure and Gemma 4 token-type defaults are different multimodal bugs." + "reason": "GeneratorExp/TorchScript export failure is unrelated to Siglip2 zero probability outputs." }, { "left": "issue:44568", "right": "issue:45701", "accept": false, - "reason": "One is a specific `add_special_tokens` regression for mDeBERTa; the other is a broad tokenizer-version change report." - }, - { - "left": "issue:43232", - "right": "issue:44849", - "accept": false, - "reason": "Generation kwargs handling after `sync_gpus` and a Qwen3.5 hidden-states bug are not the same issue." + "reason": "mdeberta-v3-base add_special_tokens regression is not the same as broader tokenization changes across transformers versions." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Different dtype/load issues: SwitchTransformers/TimmWrapperModel bfloat16 mismatch vs Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Both are tokenizer bugs, but offset mapping and special-token insertion are distinct behaviors." + "reason": "Different generation/config bugs: sync_gpus update_model_kwargs issue vs Qwen3.5 output_hidden_states bug." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Embedding dtype drift between train/eval and checkpoint-key mismatch are unrelated." - }, - { - "left": "issue:44315", - "right": "issue:44849", - "accept": false, - "reason": "Liger Kernel application with `model_init` and Qwen3.5 hidden-states output are different bugs." + "reason": "Embedding dtype drift in eval is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Tokenizer spacing and a MacOS bus error in CLIP are unrelated." + "reason": "Tokenizer added-space behavior is unrelated to a MacOS bus error in a CLIP community model." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:44315", + "right": "issue:44849", "accept": false, - "reason": "Both are multimodal config issues, but one is missing `mm_token_type_ids` defaults and the other is incorrect temporal position scaling." + "reason": "Liger Kernel not applied with model_init is unrelated to Qwen3.5 output_hidden_states behavior." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Both are processor/model regressions, but one is about `processor.tokenizer`/image passing and the other is an image-size mismatch." + "reason": "Gemma 4 mm_token_type_ids defaulting is unrelated to Qwen2.5-VL rope index scaling for still images." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "Attention correctness on MPS and Kimi tokenizer codec handling are unrelated." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": true, - "reason": "Both report loading composite multimodal configs failing because `pad_token_id` is missing on the text/config object; same underlying config-handling bug." - }, - { - "left": "issue:44466", - "right": "issue:45127", - "accept": false, - "reason": "Serialization of tied weights and LoRA merge collapse are different failures." + "reason": "MPS attention head-dim correctness is unrelated to Kimi-K2.5 tokenizer codec handling and warning regression." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the only accepted soft edge\u2014issue:43334 with issue:43525\u2014matches a clearly shared pad_token_id composite-config loading bug and looks mergeable into one fix. The other pairwise rejections stay conservative and are supported by the titles." - }, - "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 }, @@ -6669,13 +6776,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 21, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:37428", "issue:38175", @@ -6683,16 +6790,17 @@ "issue:43262", "issue:43278", "issue:43295", + "issue:43334", "issue:43425", "issue:43450", "issue:43493", + "issue:43525", "issue:43572", "issue:43575", "issue:43653", "issue:43701", "issue:43819", "issue:43824", - "issue:43825", "issue:43827", "issue:43844", "issue:43856", @@ -6706,6 +6814,7 @@ "issue:44360", "issue:44442", "issue:44464", + "issue:44466", "issue:44514", "issue:44521", "issue:44561", @@ -6719,287 +6828,284 @@ "issue:45127", "issue:45198", "issue:45245", - "issue:45290", - "issue:45381", "issue:45412", "issue:45563", - "issue:45584", - "issue:45593" + "issue:45584" ], "soft_pairs": [ + "issue:43295|issue:44610", + "issue:43334|issue:43525", + "issue:44466|issue:45127", "issue:44898|issue:45412", "issue:43493|issue:43701", "issue:37428|issue:43957", "issue:43572|issue:44987", - "issue:43873|issue:44464", "issue:43572|issue:43957", + "issue:43873|issue:44464", "issue:43295|issue:43450", "issue:43824|issue:43975", "issue:43844|issue:44936", "issue:43295|issue:43873", "issue:44514|issue:44521", "issue:38175|issue:45412", - "issue:43278|issue:43856", "issue:43295|issue:43994", - "issue:44442|issue:45198", + "issue:43278|issue:43856", "issue:37428|issue:43824", + "issue:44442|issue:45198", "issue:38175|issue:43493", "issue:42915|issue:43824", "issue:43827|issue:43901", "issue:43653|issue:44112", "issue:43450|issue:43493", "issue:43450|issue:43575", - "issue:44360|issue:44561", "issue:44792|issue:45563", + "issue:44360|issue:44561", "issue:45127|issue:45245", "issue:43819|issue:45083", "issue:44206|issue:45584", "issue:43262|issue:43450", "issue:43819|issue:44112", "issue:44610|issue:44857", - "issue:37428|issue:43425", - "issue:44857|issue:45593", - "issue:45290|issue:45381", - "issue:43278|issue:43825" + "issue:37428|issue:43425" ], - "prepared_review_unit_hash": "eff1c7af9ccdd26c0e9141dc09922c3267a15603e72c4ab606a10f2754e5c6d9", + "prepared_review_unit_hash": "8ba3a3f95f079eedc83f052a69ce56d841af5ac22eb40e4dc5b507e6360aeae7", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 37791, - "estimated_input_tokens": 9448, - "estimated_eval_tokens": 19152 + "serialized_chars": 37294, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and does not form one duplicate cluster. The only plausible duplicate-looking pair is the two SigLIP2 issues; the rest are separate bugs across unrelated models, processors, and training/runtime paths.", - "confidence": 0.82, - "canonical_issue_reason": "No single canonical issue fits the whole set because the items span many unrelated failure modes. If forced to anchor the most coherent duplicate subcluster, issue 43493 is the best representative because it is the broad SigLIP2 implementation-parity report that plausibly covers the zero-probabilities symptom.", + "summary": "Mostly a mixed bag of distinct transformer regressions, with only a couple of true duplicate-like pairs: one around SigLIP2 output correctness and one around missing `pad_token_id` on model configs. The rest are related only at a broad subsystem level (processors, tokenizers, multimodal loading) and should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43295 is the broadest representative of the processor/tokenizer regression subset: it describes a v4.57.5 breakage in multimodal processor access and is the most central umbrella title among the processor-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43493 is the strongest issue candidate: it is broader than the specific zero-probabilities report, points at the underlying model-implementation discrepancy, and is the best consolidation target for that subcluster.", + "best_issue_reason": "Issue 43295 is the best overall issue representative because it captures a broad, high-impact regression in processor/tokenizer behavior and best summarizes the most recurring theme in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: custom model code accessing `processor.tokenizer` vs OmDet-Turbo image size mismatch." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Same underlying regression class: both report missing `pad_token_id` on model configs during load." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Different code paths: serialization of tied `lm_head.weight` vs LoRA merge collapse with extended vocab." + }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Different models and symptoms: Perceiver interpolation failure vs RT-DETR memory not being released." + "reason": "Unrelated failures: Perceiver positional interpolation vs RT-DETR memory release after GC." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 model-parity bug vs checkpoint resume key mismatch; unrelated code paths." + "reason": "SigLIP2 output discrepancy vs training checkpoint key mismatch; not the same bug." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "ImportError for a flash-attention helper vs meta-device loading breakage; not the same defect." + "reason": "Import error for `_flash_supports_window_size` vs meta-device model loading breakage." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing config field in StableLm vs loading failure for a different model package." + "reason": "Both are load/regression reports, but for different models and failure modes; not one fix." }, { - "left": "issue:43873", - "right": "issue:44464", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "Quantization/offloading behavior vs compiled-forward chunked generation outputs; separate problems." + "reason": "Missing `pad_token_idx` on StableLmConfig is separate from meta-device loading failures." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43873", + "right": "issue:44464", "accept": false, - "reason": "Config regression vs meta-device model loading failure; only broad version overlap." + "reason": "Quantization/offloading behavior vs compiled chunked generation inconsistency; distinct bugs." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression vs batched video shape bug; different APIs and failure modes." + "reason": "Processor/tokenizer regression is not the same as batched video shape output bug." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Missing exported class ImportError vs incorrect detokenization in v5; not the same issue." + "reason": "Different issues: Qwen2.5-VL import failure vs DeepSeek detokenization regression." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 gradient explosion vs trainer.evaluate() state issue after training; unrelated training bugs." + "reason": "ZeRO-3 gradient growth vs trainer evaluate-after-train failure are unrelated." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor regression vs quantization/offloading behavior; no shared root cause." + "reason": "Processor/tokenizer regression is separate from quantization/offloading problems." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one is a batched crash with tool calls and the other is all-zero assistant masks; too different to merge confidently." + "reason": "Both involve `apply_chat_template`, but one is a batching crash and the other is incorrect assistant masks; too different to merge." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 output bug vs RT-DETR memory leak; completely different subsystems." - }, - { - "left": "issue:43278", - "right": "issue:43856", - "accept": false, - "reason": "Dtype drift in evaluation vs Qwen3 MoE memory inefficiency; no common bug." + "reason": "SigLIP2 zero probabilities and RT-DETR memory leak are unrelated." }, { "left": "issue:43295", "right": "issue:43994", "accept": false, - "reason": "Custom processor/tokenizer regression vs SigLIP2 inference quality issue; different models and code paths." + "reason": "Shared model/tooling area only; the titles point to different SigLIP2 vs processor-tokenizer problems." }, { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Both are tokenizer-related, but for different model families and distinct save/load failures." + "reason": "Embedding dtype drift during evaluate is unrelated to Qwen3 MoE memory efficiency." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are ImportErrors, but for different missing symbols in unrelated model modules." + "reason": "Both are import errors, but they concern different symbols/models and different fixes." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure and save_pretrained/tokenization failure are different model-specific bugs." }, { "left": "issue:38175", "right": "issue:43493", "accept": true, - "reason": "Both are SigLIP2 correctness reports; the broader parity/discrepancy issue plausibly subsumes the zero-probabilities symptom." + "reason": "Both describe SigLIP2 output correctness discrepancies; likely the same underlying implementation bug." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3Moe FP8 failure vs missing Qwen2.5-VL export; different models and problems." + "reason": "Qwen3Moe FP8 config failure is unrelated to a Qwen2.5-VL import error." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-ish around pipeline behavior, but they cover different tasks and different regressions." + "reason": "Docs regressions around `pipeline()` and `return_all_scores` are separate documentation issues." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug vs GraniteSpeech CI device override test failure." + "reason": "Different tokenizer/CI issues: BigBird special-token registration vs GraniteSpeech device override test." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Batched video processor shape issue vs SigLIP2 implementation discrepancy; unrelated areas." + "reason": "Batched video shape bug and SigLIP2 implementation discrepancy are different subsystems." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video batch-shape bug vs tensor-parallel OOM on loading a large model; no shared root cause." + "reason": "Video processor shape handling and Qwen2-57B tensor-parallel OOM are unrelated." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Discussion about a DSA indexer activation vs removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Janus image-generation test failure vs stale paged-generate warning; not the same issue." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Janus image-generation test failure vs a stale generate() warning; different severity and code paths." + "reason": "DSA indexer discussion vs removal of `is_torch_fx_available` breaking remote-code models." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse with extended vocab vs category-count runtime limit; unrelated." + "reason": "LoRA merge collapse and category-cardinality runtime error have no shared code path." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent/STE mismatch vs Qwen3 Omni feature-length helper behavior; different model families." + "reason": "DAC latent reconstruction mismatch and Qwen3 Omni feature-length helper behavior are distinct." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Feature extractor center-arg regression vs Whisper empty-transcription failure after token alignment." + "reason": "Feature extractor center-arg crash and Whisper empty-transcription failure are separate bugs." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio apply_chat_template sampling-rate bug vs video processor batched-shape bug; not the same issue." + "reason": "Audio chat-template sample-rate default bug is unrelated to batched video shape output." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC forward/from_latents mismatch vs GraniteSpeech CI device override failure; unrelated." + "reason": "DAC forward mismatch and GraniteSpeech CI test failure do not share the same bug." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet processor size mismatch vs LwDetrImageLoss AMP/CUDA crash; separate defects." + "reason": "OmDet-Turbo processor resolution bug is unrelated to LwDetrImageLoss AMP/CUDA crashing." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Specific flash-attention import failure vs a broad torch compatibility complaint; not the same bug." - }, - { - "left": "issue:44857", - "right": "issue:45593", - "accept": false, - "reason": "AMP/CUDA loss crash vs missing auxiliary losses when denoising is off." - }, - { - "left": "issue:45290", - "right": "issue:45381", - "accept": false, - "reason": "Assistant-message tool-call crash in chat templating vs Qwen2.5-VL video vision_position_ids bug." - }, - { - "left": "issue:43278", - "right": "issue:43825", - "accept": false, - "reason": "Embedding dtype regression vs pipeline docs/error-message mismatch; different layers of the stack." + "reason": "Flash-attention import failure and Torch 2.10 compatibility are different breakages." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the set as mostly heterogeneous, and the single accepted soft edge (38175 \u2194 43493) is reasonably supported by the two SigLIP2 titles. The rejected pairs are also framed cautiously based on distinct model families, APIs, or failure modes." + "feedback": "The summary stays within the packet and is appropriately cautious. The two accepted soft-edge pairs are plausibly mergeable at the bug-class level, while the rejected pairs are framed conservatively as distinct failure modes. No clear overstatement or unsupported canonicalization stands out." }, "evaluator_used": true, "retried": false, @@ -7012,23 +7118,22 @@ "component_index": 2, "component_count": 16, "review_unit_index": 22, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:28218", - "issue:29127", "issue:29942", "issue:32090", "issue:35141", "issue:37428", "issue:38175", "issue:39692", - "issue:40444", + "issue:43278", "issue:43335", "issue:43388", "issue:43404", @@ -7040,6 +7145,7 @@ "issue:43653", "issue:43720", "issue:43819", + "issue:43825", "issue:43931", "issue:44112", "issue:44292", @@ -7048,7 +7154,6 @@ "issue:44462", "issue:44493", "issue:44561", - "issue:44568", "issue:44743", "issue:44779", "issue:44855", @@ -7059,10 +7164,11 @@ "issue:45198", "issue:45200", "issue:45229", + "issue:45290", "issue:45310", + "issue:45381", "issue:45459", "issue:45478", - "issue:45491", "issue:45520", "issue:45588", "issue:45593", @@ -7070,29 +7176,32 @@ "issue:45803" ], "soft_pairs": [ + "issue:45290|issue:45381", + "issue:44857|issue:45593", + "issue:43278|issue:43825", "issue:45200|issue:45588", "issue:43606|issue:45083", "issue:44448|issue:44743", "issue:43335|issue:43550", "issue:37428|issue:44351", - "issue:44561|issue:44779", - "issue:44462|issue:44561", "issue:43611|issue:43931", - "issue:39692|issue:43526", "issue:43388|issue:43526", + "issue:39692|issue:43526", + "issue:44561|issue:44779", + "issue:44462|issue:44561", "issue:43819|issue:44493", "issue:43335|issue:43653", - "issue:29942|issue:32090", - "issue:44855|issue:45083", "issue:43404|issue:45200", "issue:45310|issue:45478", + "issue:44855|issue:45083", "issue:39692|issue:44493", + "issue:29942|issue:32090", "issue:43550|issue:44112", "issue:43335|issue:45083", "issue:43335|issue:43504", "issue:44292|issue:45520", - "issue:44448|issue:44779", "issue:38175|issue:44493", + "issue:44448|issue:44779", "issue:28218|issue:35141", "issue:43335|issue:45072", "issue:44977|issue:45229", @@ -7100,263 +7209,246 @@ "issue:43720|issue:44112", "issue:44448|issue:44977", "issue:45459|issue:45712", - "issue:44568|issue:45491", - "issue:45198|issue:45803", - "issue:43606|issue:44857", - "issue:29127|issue:32090", - "issue:40444|issue:43526", - "issue:44857|issue:45072" + "issue:45198|issue:45803" ], - "prepared_review_unit_hash": "d115817b0b9cd2460692970ac1afe0012d58e31dfac6ec47e0d70ffcf643f5b7", + "prepared_review_unit_hash": "6996b83567290e63caec9ce5d1eeba360881fa7a95d2744ee08fcd4a76d5ac82", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38848, - "estimated_input_tokens": 9712, - "estimated_eval_tokens": 19680 + "soft_pair_count": 34, + "serialized_chars": 38161, + "estimated_input_tokens": 9541, + "estimated_eval_tokens": 19338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a broad false-positive similarity cluster: most issues share subsystem keywords but describe different bugs. The only clear duplicate in the soft edges is the pair of identical Qwen3.5 MoE from_pretrained reports.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45310 is the earlier, fuller report of the same Qwen3.5 MoE from_pretrained failure; issue:45478 is a near-identical duplicate.", + "summary": "The only clear duplicate pair is the repeated Qwen3.5 MoE from_pretrained error report (issues 45310 and 45478). The rest are separate bugs touching different models, APIs, or failure modes.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45310 is the earlier report of the same Qwen3.5 MoE from_pretrained failure and has slightly more context/activity, so it is the better canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative: it is specific, reproducible, and clearly states the concrete Qwen3.5 MoE loading failure that the duplicate mirrors.", + "best_issue_reason": "Issue 45310 is the strongest representative overall because it is the earlier, fuller report of the duplicated Qwen3.5 MoE loading bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different features and failure modes: chat template/tool-call handling vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model bugs: AMP/CUDA loss crash vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different areas: dtype regression in evaluate vs pipeline error-message wording for translation tasks." + }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Different failures: Gemma 4 finetuning needs mm_token_type_ids; flash_attention.py crashes on s_aux=None." + "reason": "Different code paths: Gemma 4 text-only mm_token_type_ids vs flash_attention integration crashing on sink-less models." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Different code paths and symptoms: CPU offload device mismatch vs a feature-extractor helper behavior issue." + "reason": "Different subsystems and symptoms: CPU offload device mismatch vs feature-length helper behavior." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Both mention generation behavior, but one is Pegasus output drift and the other is Qwen3.5 recurrent state resetting." + "reason": "Different model behaviors: Pegasus output drift vs Qwen3.5 recurrent-state reset bug." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Unrelated bugs: SwitchTransformers config creates an unwanted sparse layer; Bamba-9B-v2 fails under torch.compile with SDPA." + "reason": "Different problems: SwitchTransformers config layer creation vs Bamba SDPA/torch.compile failure." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different root causes." - }, - { - "left": "issue:44561", - "right": "issue:44779", - "accept": false, - "reason": "Different regressions: removal of is_torch_fx_available vs DeepSeek tokenizer output changes in v5." - }, - { - "left": "issue:44462", - "right": "issue:44561", - "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the v5 trust_remote_code import breakage." + "reason": "Both are import errors, but they reference different missing symbols and likely different breakages." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Different loading problems: base_model_prefix regression vs Qwen3-VL weight-shape mismatch." + "reason": "Different loading failures: base_model_prefix regression vs Qwen3-VL weight shape mismatch." }, { - "left": "issue:39692", + "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Documentation/example mistakes are not the same underlying bug as BeitImageProcessorFast reduce_labels returning the wrong labels." + "reason": "Different utilities and bugs: metrics gathering on tuple labels vs Beit fast processor reduce_labels behavior." }, { - "left": "issue:43388", + "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Different data-handling bugs: gather_for_metrics dropping tuple labels vs reduce_labels truncating label arrays." + "reason": "SigLIP2 docs/example issues are unrelated to BeitImageProcessorFast label reduction." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "DAC from_latents/STE mismatch is unrelated to position-id key warnings across many models." + "reason": "Different regressions: removed helper breaking trust_remote_code vs Deepseek tokenizer output change." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:44462", + "right": "issue:44561", "accept": false, - "reason": "Different tokenizer/config areas and different concrete failures." + "reason": "Tokenizer loading behavior vs v5 helper removal; not the same underlying bug." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType errors are separate issues." + "reason": "Different symptoms and code paths: DAC latent reconstruction vs unexpected position-id keys." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Python 3.13 import parsing failure in DebertaV2Model is unrelated to the qwen3_omni_moe helper bug." + "reason": "Different models and bugs: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration." }, { "left": "issue:43404", "right": "issue:45200", "accept": false, - "reason": "lm_head tying bug in Mistral3ForConditionalGeneration is distinct from Gemma 4 token-type-id handling." + "reason": "Different model classes and issues: lm_head tying in Mistral3 vs Gemma 4 token-type defaults." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Near-identical title and failure mode: same Qwen3.5 MoE from_pretrained error, with 45478 looking like a duplicate follow-up." + "reason": "Same reported bug: identical Qwen3.5 MoE from_pretrained error on transformers>=5.4.0." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: Python 3.13 JIT parsing/indentation issue vs qwen3_omni_moe feature-length helper." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Doc/example errors are not the same as the broad unexpected-key-position-id regression." + "reason": "Different problems: SigLIP2 documentation errors vs position-id key warnings across models." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated CI failures: Flash Attention 2 tests vs trainer GPU broadcast NoneType error." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba compile/SDPA failure is unrelated to a stale GraniteSpeech CI test." + "reason": "Different CI/runtime issues: Bamba torch.compile SDPA failure vs GraniteSpeech stale device override test." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug does not match the qwen3_omni_moe output-length helper bug." + "reason": "Different model/config bug vs helper-function behavior in qwen3_omni_moe." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Sparse-layer creation and BEiT legacy-field loading are different model-specific bugs." + "reason": "Different models and symptoms: SwitchTransformers config vs BEiT semantic segmentation pretrained loading." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and flash_attn import KeyError are different failure classes." + "reason": "Different import/runtime issues: Qwen-3-8B-NVFP4 execution vs flash_attn import KeyError on Python 3.13." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Pegasus output differences and DeepSeek tokenizer regressions do not share the same code path." + "reason": "Different model-specific output issue vs broad unexpected position-id key warnings." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "Zero probabilities in SigLIP2 are unrelated to unexpected position-id keys." + "reason": "Different models and bugs: Pegasus output differences vs Deepseek tokenizer regression." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize." + "reason": "Different tokenizer spacing bug vs embedding reinitialization after resize." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to dtype mismatches in bfloat16 inference." + "reason": "Different failure modes: sparse-layer config bug vs dtype mismatch in bfloat16 inference." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to Gemma4 multi-GPU OOM." + "reason": "Different issues: flash-attention generation correctness vs multi-GPU CUDA OOM." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer creation is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + "reason": "Different model behavior: SwitchTransformers config bug vs missing auxiliary losses in D-FINE." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to the GraniteSpeech device-override CI failure." + "reason": "Different CI/runtime concerns: BitNet packed-weight loading vs GraniteSpeech test flake." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: Pegasus output drift vs Qwen3.5 flash-attention generation failure." + "reason": "Different models and bugs: Pegasus version output drift vs Qwen3.5 flash-attention generation issue." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Tokenizer exception masking is unrelated to leftover dummy classes in dummy_pt_objects.py." - }, - { - "left": "issue:44568", - "right": "issue:45491", - "accept": false, - "reason": "Missing BOS/EOS with add_special_tokens and NaN embeddings from sliding-window attention are distinct bugs." + "reason": "Different scope: tokenizer protobuf error handling vs leftover dummy classes leaking into the package namespace." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure is unrelated to the bare-except FuyuBatchFeature issue." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "CPU offload device mismatch and float16 AMP crashes in LwDetrImageLoss are different problems." - }, - { - "left": "issue:29127", - "right": "issue:32090", - "accept": false, - "reason": "A clearer LayoutLMV3 error message request is not the same as the Trainer _gpu_broadcast_one NoneType crash." - }, - { - "left": "issue:40444", - "right": "issue:43526", - "accept": false, - "reason": "Multi-image IterableDataset finetuning failure is unrelated to BeitImageProcessorFast reduce_labels returning only one label." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches." + "reason": "Different tokenizer/save_pretrained failure vs bare-except error swallowing in FuyuBatchFeature." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is conservative and grounded in the packet. The only accepted soft-edge pair, issue:45310 and issue:45478, is strongly supported by identical titles and highly similar metadata. The remaining false verdicts are reasonably cautious and do not overstate sameness." + "feedback": "The conclusion is grounded in the packet: 45310 and 45478 are the same Qwen3.5 MoE from_pretrained bug, with matching titles and the strongest similarity score. The remaining soft pairs are rejected conservatively and the reasons generally track the issue titles without overstating identity or mergeability." }, "evaluator_used": true, "retried": false, @@ -7369,30 +7461,31 @@ "component_index": 2, "component_count": 16, "review_unit_index": 23, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:25251", + "issue:29127", "issue:29942", "issue:32090", "issue:34689", "issue:35141", "issue:36010", "issue:37428", - "issue:42915", - "issue:42994", + "issue:40444", "issue:43065", "issue:43066", "issue:43278", "issue:43381", "issue:43412", - "issue:43421", + "issue:43526", "issue:43550", + "issue:43606", "issue:43653", "issue:43701", "issue:43873", @@ -7400,19 +7493,17 @@ "issue:43976", "issue:43994", "issue:44186", - "issue:44206", - "issue:44265", "issue:44361", "issue:44448", "issue:44451", "issue:44462", "issue:44466", - "issue:44479", "issue:44493", + "issue:44568", "issue:44743", "issue:44857", - "issue:44871", "issue:44977", + "issue:45072", "issue:45083", "issue:45198", "issue:45245", @@ -7427,238 +7518,250 @@ "issue:45698" ], "soft_pairs": [ + "issue:44568|issue:45491", + "issue:43606|issue:44857", + "issue:29127|issue:32090", + "issue:40444|issue:43526", + "issue:44857|issue:45072", "issue:34689|issue:35141", - "issue:43701|issue:45083", - "issue:45372|issue:45588", "issue:43927|issue:45698", + "issue:43701|issue:45083", "issue:44977|issue:45563", + "issue:45372|issue:45588", "issue:43550|issue:45083", "issue:43412|issue:45588", - "issue:43066|issue:44462", "issue:45245|issue:45563", "issue:43873|issue:44493", "issue:29942|issue:35141", "issue:36010|issue:37428", "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:43065|issue:45412", "issue:43278|issue:43381", + "issue:44857|issue:45588", "issue:25251|issue:32090", "issue:44448|issue:44466", - "issue:44857|issue:45588", - "issue:43065|issue:45412", "issue:43653|issue:44743", "issue:44451|issue:45520", "issue:44186|issue:45198", "issue:43976|issue:45440", "issue:43994|issue:45412", - "issue:44361|issue:45198", - "issue:42915|issue:42994", - "issue:44871|issue:44977", - "issue:44265|issue:45198", - "issue:43421|issue:45491", - "issue:44206|issue:44479" + "issue:44361|issue:45198" ], - "prepared_review_unit_hash": "245300eca58a1f229b1d94efd95a9bb039d295d99cf8147c4d44154bc8fe0db5", + "prepared_review_unit_hash": "6d6435d0e3fefb8b92dafb6b92bbbbd24d13c58e8bc9f71221db3e619f2291cf", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36372, - "estimated_input_tokens": 9093, - "estimated_eval_tokens": 18442 + "serialized_chars": 35869, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy: the soft edges connect clearly unrelated issues across tokenization, generation, export, quantization, memory, and model-loading behavior. No soft pair looks like the same underlying bug; issue 45588 is only the most central representative, not a true duplicate target.", - "confidence": 0.81, - "canonical_issue_reason": "Issue 45588 is the most central and activity-rich node in this otherwise heterogeneous cluster, with multiple nearby soft links around the same flash-attention crash theme.", + "summary": "The cluster is highly heterogeneous: most pairs share only broad vocabulary (tokenization, loading, dtype, import, eval) but describe different bugs and code paths. I rejected all soft edges because none look like the same underlying issue or a mergeable PR pair.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue cleanly dominates as a duplicate anchor because the cluster spans unrelated reports. If one must be chosen, issue 43873 is the best anchor: it is open, broadly phrased, and has the most follow-up activity/inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45588 is the best representative issue here because it is the densest hub in the cluster and describes a concrete runtime failure, even though the cluster does not form a real duplicate set.", + "best_issue_reason": "Issue 43873 is the best representative issue in this set because it is broad enough to serve as a future duplicate target and has the strongest activity signal among the open reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Model-loading regression for Llama 3.2 Vision vs embedding reinit on resize; unrelated failures." + "reason": "Different bugs: tokenizer special-token behavior vs NaN embeddings in Gemma3 sliding-window attention." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Checkpoint key mismatch vs helper output-length behavior in qwen3_omni_moe; different bug surfaces." + "reason": "Both are runtime failures, but one is device offload mismatch and the other is AMP/CUDA loss crash; different code paths." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated problems: LayoutLMv3 error-message clarity vs Trainer GPU broadcast failing on NoneType." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different components and failures: multimodal iterable dataset handling vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but one is a loss crash under AMP and the other is inference mismatch with bfloat16 in CI." + }, + { + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Gemma 4 processor import failure due to mistral_common vs flash_attention s_aux=None crash; different code paths." + "reason": "Model-loading regression vs output embedding reinitialization after resize; not the same bug." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Saved custom token IDs lost on load vs wrong custom module loaded after save_pretrained; related area but distinct bugs." + "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module; different serialization failures." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper issue." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression vs stale num_return_sequences warning in paged generate(); not the same issue." + "reason": "Different generation issues: flash-attention correctness vs a stale warning for num_return_sequences." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: missing ReasoningEffort import vs flash-attention crash on s_aux=None." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Bamba torch.compile + SDPA failure vs qwen3_omni_moe feature-length helper behavior; unrelated subsystems." + "reason": "torch.compile + SDPA model failure is unrelated to the feature-length helper bug." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Gemma3 executorch export guard/erfinv support issue vs sink-less flash_attention AttributeError; different failures." - }, - { - "left": "issue:43066", - "right": "issue:44462", - "accept": false, - "reason": "Tokenizer decoder type mismatch in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but different bugs." + "reason": "Executorch export/unsupported op issues are not the same as the flash_attention.py AttributeError." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error vs paged generate warning; not the same underlying problem." + "reason": "Category-limit RuntimeError and a stale warning in paged generate are unrelated." }, { "left": "issue:43873", "right": "issue:44493", "accept": false, - "reason": "Quantization offloading issue vs position-id key warning across many models; different behavior." + "reason": "Quantization/offloading behavior is different from unexpected position-id keys during loading." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures vs embedding reinitialization after resize; different issues." + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." }, { "left": "issue:36010", "right": "issue:37428", "accept": false, - "reason": "GenerationMixin import error vs _flash_supports_window_size import error; both imports but unrelated symbols and modules." + "reason": "Both are import errors, but for different symbols and different subsystems." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma 4 processor import dependency issue vs protobuf exception masking tokenizer errors; distinct import/error handling bugs." + "reason": "One is a missing dependency import, the other is an overly broad exception masking tokenizer errors." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Embedding dtype drift in eval vs gradient checkpointing disallowed in eval mode; separate training/eval regressions." + "reason": "Tokenizer decoder-type mismatch is not the same as AutoTokenizer ignoring tokenizer.json." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "top_k pipeline output nesting change vs Trainer _gpu_broadcast_one NoneType crash; unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Pegasus output mismatch across v4/v5 vs lm_head.weight serialization inconsistency; different model behavior." + "reason": "BF16-to-FP32 dtype drift in evaluation is different from gradient checkpointing being disallowed in eval mode." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "LwDetrImageLoss AMP/CUDA crash vs flash_attention s_aux=None AttributeError; different components." + "reason": "Different runtime paths: AMP loss crash vs flash_attention AttributeError on sink-less models." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior has nothing to do with Trainer broadcast errors." + }, + { + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory not released; unrelated model internals." + "reason": "Both are version regressions, but one is generation output differences and the other is state-dict serialization of tied weights." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug vs Qwen3.5 recurrent state reset with cache; different tokenizer/model logic." + "reason": "Tokenizer special-token registration and recurrent-state reset are unrelated." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "ScandiBERT loading failure vs Python 3.13 flash_attn import KeyError; unrelated import/load paths." + "reason": "Model load failure for ScandiBERT is unrelated to the Python 3.13 flash_attn import KeyError." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer NER padding/truncation crash vs Wav2Vec2 save_pretrained/tokenization failure; different tokenizers and symptoms." + "reason": "Different tokenizers and different failure modes: LayoutLMv2 NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python 3.9/3.10 compatibility issue vs DeepseekV3MoE divergence from remote implementation; unrelated." + "reason": "Python-version incompatibility is unrelated to DeepseekV3MoE divergence from the remote implementation." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "SigLIP2 nonsensical outputs with AutoModel/pipeline vs RT-DETR memory leak; different model families and bugs." + "reason": "Flash-attention generation correctness and a stale warning are different problems." }, { - "left": "issue:44361", + "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save/tokenization failure; both tokenizer-related but not the same defect." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure vs quantized model saving failure; quantization-adjacent but separate problems." + "reason": "Not the same tokenizer bug; one crashes on NER padding/truncation, the other on save/load and tokenization." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44493", + "right": "issue:45588", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch vs Qwen3.5 flash-attention generation regression; different model/config issues." + "reason": "Unexpected position-id keys and flash_attention s_aux=None are different issues." }, { - "left": "issue:44265", + "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "torch.export.export failure with torch_compilable_check vs Wav2Vec2 save/tokenization failure; unrelated export vs tokenizer bug." - }, - { - "left": "issue:43421", - "right": "issue:45491", - "accept": false, - "reason": "Runtime special-token post-processor update feature request vs Gemma3 NaN embeddings with sliding-window attention; different concerns." - }, - { - "left": "issue:44206", - "right": "issue:44479", - "accept": false, - "reason": "LasrFeatureExtractor unsupported center arg vs Qwen v5.3.0 video input regression; different input-processing bugs." + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." } ] }, @@ -7674,13 +7777,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 24, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:29127", "issue:29942", @@ -7692,14 +7795,13 @@ "issue:39692", "issue:41720", "issue:42915", + "issue:42994", "issue:43065", - "issue:43262", "issue:43278", "issue:43329", "issue:43334", "issue:43381", - "issue:43441", - "issue:43452", + "issue:43421", "issue:43526", "issue:43531", "issue:43575", @@ -7709,40 +7811,46 @@ "issue:43756", "issue:43824", "issue:43873", - "issue:43931", "issue:43994", "issue:44186", "issue:44206", + "issue:44265", "issue:44279", "issue:44442", + "issue:44479", "issue:44554", "issue:44610", "issue:44734", - "issue:44857", + "issue:44871", "issue:44977", - "issue:45072", "issue:45103", + "issue:45198", "issue:45229", "issue:45245", "issue:45372", "issue:45406", "issue:45412", "issue:45440", - "issue:45588", + "issue:45491", "issue:45593" ], "soft_pairs": [ - "issue:29942|issue:30064", + "issue:42915|issue:42994", + "issue:44265|issue:45198", + "issue:44871|issue:44977", + "issue:43421|issue:45491", + "issue:44206|issue:44479", "issue:43065|issue:43994", "issue:44734|issue:45406", + "issue:29942|issue:30064", "issue:33357|issue:39692", "issue:29127|issue:34567", "issue:44610|issue:45412", "issue:45103|issue:45372", "issue:43873|issue:45229", "issue:43756|issue:45440", - "issue:45372|issue:45406", "issue:43723|issue:44554", + "issue:45372|issue:45406", "issue:43278|issue:43575", "issue:43381|issue:43701", "issue:43278|issue:43329", @@ -7754,230 +7862,204 @@ "issue:43334|issue:43531", "issue:43526|issue:44186", "issue:44977|issue:45245", - "issue:43824|issue:44279", - "issue:43526|issue:44857", - "issue:43526|issue:44610", - "issue:42915|issue:43931", - "issue:43262|issue:44206", - "issue:43452|issue:45588", - "issue:43441|issue:45588", - "issue:44442|issue:45072", - "issue:43575|issue:43701" + "issue:43824|issue:44279" ], - "prepared_review_unit_hash": "743184a7cab918dd86b88f093dbc0b190c2a59726c01fa8742b30715f83056cd", + "prepared_review_unit_hash": "233f207ffccb456899eb129b9abfba5cfa6510d79b77c81e61d62b1d67b5f5c1", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36979, - "estimated_input_tokens": 9245, - "estimated_eval_tokens": 18746 + "soft_pair_count": 28, + "serialized_chars": 36166, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a loose similarity cluster, not a true duplicate set: they span many unrelated bugs across tokenizers, processors, training, serving, quantization, and model-specific inference issues. I don\u2019t see a single canonical issue or PR for the whole cluster.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These items are a mixed set of mostly unrelated Transformers issues; none of the soft pairs look like the same underlying bug/change, so no duplicate edges should be accepted.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a true canonical duplicate target here; if an anchor is needed, issue 43873 is the broadest and most active report in the set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 43873 is the best representative overall because it has the broadest scope, strong discussion activity, and inbound references, making it the most central candidate in this otherwise unrelated set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is a FineGrainedFP8 model failure and the other is quantized model saving; different code paths and symptoms." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated failures: torch.export with torch_compilable_check versus Wav2Vec2 save_pretrained/tokenization." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token config mismatch is separate from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Unrelated failures: FlashAttention 2 tests vs void segmentation-map processing." + "reason": "Unsupported feature-processor arg in LasrFeatureExtractor is not the same regression as Qwen VL video-input handling." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Different vision-model bugs: dummy Conv2d in Sam3PixelDecoder vs bad SigLIP2 outputs." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline nonsense outputs." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both touch serve/processor code, but one is KV-cache tensor indexing and the other is missing `_tokenizer` on Gemma4Processor." + "reason": "Both touch transformers serve, but one is KV-cache continuation indexing and the other is Gemma4Processor initialization." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems and bugs." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Different problems: MacOS bus error for community CLIP vs documentation example errors for SigLIP2." + "reason": "MacOS bus error with a community CLIP model is unrelated to SigLIP2 documentation example mistakes." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity is unrelated to TrainerState token-count updating." + "reason": "LayoutLMv3 box error messaging and TrainerState token counting are unrelated issues." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Different object-detection issues: wrong processor image size vs RT-DETR memory not being released." + "reason": "OmDet-Turbo processor size mismatch is unrelated to RT-DETR memory release behavior." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring future-annotations crash is unrelated to Gemma4 loading failure from missing ReasoningEffort." + "reason": "auto_docstring annotation parsing and Gemma4 processor import failure are different bugs." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both involve memory/quantization broadly, but offloading behavior and Gemma4 multi-GPU OOM are not the same bug." + "reason": "Quantization offloading problems and Gemma4 multi-GPU CUDA OOM are not the same failure mode." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different model-implementation divergences in unrelated architectures." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3 divergence are distinct model-implementation issues." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Both mention Gemma4, but one is an import/dependency issue and the other is a serve-time `_tokenizer` attribute crash." + "reason": "Tokenizer loading in v5 is unrelated to MPS attention correctness with mismatched value head dims." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to the MPS attention correctness issue." + "reason": "Gemma 4 processor loading import failure is separate from transformers serve missing _tokenizer." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "BF16/FP32 eval dtype change is unrelated to Qwen2 TP loading OOM." + "reason": "Embedding dtype drift between train/eval is unrelated to tensor-parallel OOM." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to checkpoint resume key mismatches." + "reason": "Gradient checkpointing in eval mode is a different issue from resume_from_checkpoint key mismatch." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Different bugs: embedding dtype regression vs multimodal token counting video-branch NameError." + "reason": "Embedding dtype changes and undefined video-token-count helpers are unrelated." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to FastSpeech2Conformer AutoTokenizer loading failure." + "reason": "BigBirdTokenizer special-token registration and FastSpeech2Conformer tokenizer loading are different tokenizer bugs." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Different model/loading failures: Qwen3 auto device mapping assert vs Gemma4 OOM." + "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same as Gemma4 multi-GPU OOM." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 implementation divergence is unrelated to D-FINE auxiliary-loss handling." + "reason": "DeepseekV3 implementation divergence is unrelated to D-FINE auxiliary-loss handling." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "FlashAttention test failures are unrelated to GenerationMixin import errors." + "reason": "Flash Attention 2 tests and GenerationMixin import errors are unrelated." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer GPU broadcast NoneType crash is unrelated to MacOS CLIP bus error." + "reason": "Trainer broadcast NoneType and MacOS CLIP bus error are different failures." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Different Qwen3-family bugs: missing pad_token_id in VL config vs sliding-window MoE behavior." + "reason": "Qwen3-VL pad_token_id loading failure is unrelated to Qwen3-MoE sliding_window behavior." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to LayoutLMv2Tokenizer NER padding/truncation crashes." + "reason": "BeitImageProcessorFast label reduction bug and LayoutLMv2Tokenizer NER/padding crash are unrelated." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation failure is unrelated to category-count limits." + "reason": "Qwen3.5 flash-attention generation and 2^24 category overflow are different problems." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific missing Qwen2.5-VL export is not the same as a generic dependency issue." - }, - { - "left": "issue:43526", - "right": "issue:44857", - "accept": false, - "reason": "Different failures: Beit label reduction vs LwDetrImageLoss AMP CUDA crash." - }, - { - "left": "issue:43526", - "right": "issue:44610", - "accept": false, - "reason": "Both are image-processor related, but they concern different models and different bugs." - }, - { - "left": "issue:42915", - "right": "issue:43931", - "accept": false, - "reason": "Qwen3MoE FP8 config failure is different from Qwen3-VL weight-shape mismatch." - }, - { - "left": "issue:43262", - "right": "issue:44206", - "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to unsupported `center` argument in feature extraction." - }, - { - "left": "issue:43452", - "right": "issue:45588", - "accept": false, - "reason": "Tokenizer/model loading via gguf_file is unrelated to flash_attention sink-less `s_aux=None` crash." - }, - { - "left": "issue:43441", - "right": "issue:45588", - "accept": false, - "reason": "Both mention flash attention, but the concrete failing paths and fixes are different." - }, - { - "left": "issue:44442", - "right": "issue:45072", - "accept": false, - "reason": "Different issues: tokenizer loading vs bfloat16 dtype mismatches in inference." - }, - { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "TP OOM when loading Qwen2 is unrelated to resume-from-checkpoint key mismatch." + "reason": "A specific Qwen2.5 VL import error is not the same as a generic dependency issue with transformers." } ] }, @@ -7993,13 +8075,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 25, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:28218", "issue:29127", @@ -8010,21 +8092,20 @@ "issue:34689", "issue:35141", "issue:38175", - "issue:39692", "issue:42907", + "issue:42915", + "issue:43262", "issue:43316", - "issue:43381", - "issue:43493", + "issue:43441", + "issue:43452", "issue:43525", - "issue:43550", + "issue:43526", "issue:43575", "issue:43611", "issue:43646", + "issue:43701", "issue:43761", - "issue:43827", - "issue:43873", "issue:43931", - "issue:43994", "issue:44077", "issue:44079", "issue:44188", @@ -8033,9 +8114,10 @@ "issue:44442", "issue:44464", "issue:44479", + "issue:44610", "issue:44743", "issue:44811", - "issue:44898", + "issue:44857", "issue:44964", "issue:44977", "issue:45072", @@ -8051,11 +8133,19 @@ "issue:45803" ], "soft_pairs": [ - "issue:44743|issue:44811", + "issue:43526|issue:44857", + "issue:43526|issue:44610", + "issue:43262|issue:44206", + "issue:42915|issue:43931", + "issue:43441|issue:45588", + "issue:44442|issue:45072", "issue:44464|issue:45491", + "issue:43452|issue:45588", + "issue:44743|issue:44811", + "issue:43575|issue:43701", "issue:44442|issue:45803", - "issue:29127|issue:35141", "issue:43646|issue:44077", + "issue:29127|issue:35141", "issue:43575|issue:44387", "issue:45072|issue:45229", "issue:44977|issue:45584", @@ -8067,212 +8157,221 @@ "issue:43761|issue:44079", "issue:28218|issue:29127", "issue:43931|issue:45216", - "issue:28218|issue:32090", "issue:42907|issue:45698", + "issue:28218|issue:32090", "issue:33290|issue:34567", "issue:34689|issue:43611", - "issue:43761|issue:44188", - "issue:44442|issue:44898", - "issue:39692|issue:45491", - "issue:43381|issue:43873", - "issue:43493|issue:43827", - "issue:43550|issue:44743", - "issue:43994|issue:44206" + "issue:43761|issue:44188" ], - "prepared_review_unit_hash": "b85d752dbb3e516cfe35822bfb0fadff3400ec348d67e28ec4ae1e2bef30c3b9", + "prepared_review_unit_hash": "60e80a58c3eb4a893e7d8691e7a19cf2d610c31df2e66a6a97bcd286ed48d978", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35848, - "estimated_input_tokens": 8962, - "estimated_eval_tokens": 18180 + "soft_pair_count": 29, + "serialized_chars": 36404, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous; nearly all candidate pairs are separate bugs. The only strong duplicate-like pair is the generic `ModelOutput` None-key assignment issue and the CLIPVision hidden_states regression it can explain.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44079 is the best canonical issue because it describes the broader root-cause bug in `ModelOutput` key assignment; `issue:43761` looks like a model-specific symptom of that same problem.", + "summary": "This is a loose, heterogeneous cluster of Transformers issues; the soft pairs mostly share broad keywords or subsystems rather than the same underlying bug. I would not merge any of the proposed pairs. If a single issue must anchor the cluster, the clearest representative is the save/load regression around `from_pretrained`/`save_pretrained` behavior.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45698 is the broadest representative of the repeated save/load serialization failures in this cluster, with a concrete repro and active discussion. The cluster is not tight, but this issue best matches the dominant model-loading theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44079 is the strongest representative of the only plausible duplicate subcluster and has the most general, reusable fix scope.", + "best_issue_reason": "issue:45698 is the best single issue to keep as the cluster representative because it is clear, user-facing, and closest to the recurring serialization/loading regressions seen here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated processor issues; one is label reduction, the other is an OmDet-Turbo size mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different audio/feature-extractor APIs and failures; sampling-rate default vs unsupported `center` arg." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes: FineGrainedFP8 config vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a model-specific generation failure and the other is an `AttributeError` in integration code." + }, + { + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failure modes: cache/recurrent-state reset vs Whisper decoding flags." + "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in CI; not the same underlying bug." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Both involve generation quality, but the reported bugs are distinct: compiled chunked generation vs Gemma3 NaN embeddings with mixed-length windows." + "reason": "Different code paths: compiled chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window attention." }, { - "left": "issue:44442", - "right": "issue:45803", + "left": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "Unrelated tokenizer-loading failure vs a tensor conversion exception swallowing interrupts." + "reason": "GGUF/AutoTokenizer loading breakage is unrelated to the flash-attention `s_aux=None` crash." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in modular Qwen3.5 vs Whisper batch_decode ignoring `skip_special_tokens`." + }, + { + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "LayoutLMv3 box validation/error messaging is unrelated to embedding reinitialization after resize." + "reason": "OOM during tensor-parallel model load vs checkpoint key mismatch on resume; different problems." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure vs bare `except` swallowing interrupts in `convert_to_tensors()`; unrelated." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Related theme, but not the same concrete bug: generic custom-model init breakage vs a specific `patchtsmixer` `post_init` compatibility issue." + "reason": "Both touch initialization, but one is custom model init regression and the other is a `patchtsmixer` `post_init` policy issue." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMV3 error-message clarity is unrelated to embedding reinitialization after resize." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both are OOM reports, but with different triggers and code paths: tensor parallel loading vs int4 quantization memory growth." + "reason": "Both are OOMs, but one is tensor-parallel load OOM and the other is increased reserved memory under int4 quantization." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "Different problems: dtype mismatch in inference vs multi-GPU CUDA OOM." + "reason": "CI dtype mismatch vs multi-GPU CUDA OOM; different failure modes." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Unrelated model-generation regressions in different models and code paths." + "reason": "Qwen3.5 flash-attention generation issue vs Whisper empty-transcription/chat-template bug; unrelated." }, { "left": "issue:33357", "right": "issue:38175", "accept": false, - "reason": "Different models and symptoms: MacOS bus error on CLIP vs zero-probability outputs on SigLIP2." + "reason": "MacOS bus error on CLIP model vs SigLIP2 zero probabilities; different models and symptoms." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Different code paths: flash-attention crash on `s_aux=None` vs stale auto-mapping references breaking CI." + "reason": "Flash-attention `AttributeError` vs stale `auto_mappings.py` references; no shared bug." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression and chat-template/tool-call crash are separate bugs." + "reason": "Video-input regression in Qwen models vs chat-template crash on tool-call assistant messages; different paths." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API issues, but they concern different missing/uneven attributes in different model configs." + "reason": "Both are config/API issues, but they concern different models and different missing attributes." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Different model families and failure modes: loading Phi-4 multimodal vs DeepSeekV3 implementation divergence." + "reason": "Phi-4 multimodal loading error vs DeepseekV3MoE divergence; unrelated model families and bugs." }, { "left": "issue:43761", "right": "issue:44079", - "accept": true, - "reason": "`issue:44079` describes the generic `ModelOutput` None-key assignment bug that plausibly causes `issue:43761`'s missing `hidden_states` symptom." + "accept": false, + "reason": "CLIPVisionModel hidden-states regression vs `ModelOutput` key assignment bug; different abstractions." }, { "left": "issue:28218", - "right": "issue:32090", + "right": "issue:29127", "accept": false, - "reason": "Tokenizer spacing bug and Trainer/NCCL broadcast TypeError are unrelated." + "reason": "Tokenizer spacing bug vs LayoutLMV3 error clarity issue; not the same underlying defect." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Both mention Qwen and loading/saving, but one is a shape-mismatch load error and the other is an incorrect checkpoint save regression." + "reason": "Both involve loading/saving Qwen models, but one is a weight-shape mismatch and the other is a bad checkpoint saved by `save_pretrained`." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Dequantized-model saving failure is not the same as loading the wrong custom module after `save_pretrained`." + "reason": "Both are save/load related, but one is dequantized model saving and the other is wrong custom-module loading after save/load; too different to merge." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug vs Trainer `_gpu_broadcast_one` NoneType error; unrelated." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed is unrelated to the trainer state token counter not updating." + "reason": "Deepspeed/Adafactor OOM vs token counter not updating; different components and symptoms." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but they appear to stem from different version changes and different affected mechanics." + "reason": "Both are model-loading regressions, but the Llama 3.2 vision failure and `base_model_prefix` loading bug are distinct root causes." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "`hidden_states` output handling is unrelated to attention-kernel divergence under `torch.compile`." - }, - { - "left": "issue:44442", - "right": "issue:44898", - "accept": false, - "reason": "Different vision-tokenizer/model failures with no shared concrete bug." - }, - { - "left": "issue:39692", - "right": "issue:45491", - "accept": false, - "reason": "Documentation example errors are unrelated to the Gemma3 mixed-length NaN embedding regression." - }, - { - "left": "issue:43381", - "right": "issue:43873", - "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are separate features/issues." - }, - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "SigLIP2 implementation drift is unrelated to docs still referencing removed `pipeline()` APIs." - }, - { - "left": "issue:43550", - "right": "issue:44743", - "accept": false, - "reason": "torch.compile+SDPA failure and cache/recurrent-state reset are distinct bugs." - }, - { - "left": "issue:43994", - "right": "issue:44206", - "accept": false, - "reason": "SigLIP2 wrong outputs and a LASR feature-extractor crash are unrelated." + "reason": "CLIPVisionModel hidden-state regression vs attention-kernel divergence under `torch.compile`; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The single accepted pair (`issue:43761` / `issue:44079`) is defensible from the titles alone: a generic `ModelOutput` key-assignment bug plausibly explains a model-specific `hidden_states=None` regression. The other soft-edge rejections are also cautious and do not overclaim shared root causes." - }, - "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 }, @@ -8281,64 +8380,69 @@ "component_index": 2, "component_count": 16, "review_unit_index": 26, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ - "issue:25251", - "issue:28282", "issue:29127", "issue:32090", "issue:33290", "issue:33357", "issue:34689", "issue:36010", + "issue:39692", "issue:41628", - "issue:41950", "issue:42175", - "issue:43232", "issue:43295", "issue:43316", "issue:43381", - "issue:43388", "issue:43404", "issue:43441", - "issue:43475", + "issue:43493", "issue:43540", "issue:43550", - "issue:43606", "issue:43643", - "issue:43701", "issue:43720", "issue:43742", - "issue:43825", + "issue:43827", "issue:43856", "issue:43873", + "issue:43994", "issue:44077", "issue:44162", "issue:44190", + "issue:44206", "issue:44442", "issue:44479", "issue:44496", "issue:44514", "issue:44568", + "issue:44743", "issue:44792", "issue:44855", "issue:44871", "issue:44877", + "issue:44898", "issue:44913", "issue:45137", "issue:45372", "issue:45479", + "issue:45491", "issue:45584", "issue:45656", "issue:45759" ], "soft_pairs": [ + "issue:44442|issue:44898", + "issue:39692|issue:45491", + "issue:43381|issue:43873", + "issue:43994|issue:44206", + "issue:43493|issue:43827", + "issue:43550|issue:44743", "issue:43295|issue:45584", "issue:43316|issue:45759", "issue:44568|issue:45479", @@ -8347,230 +8451,217 @@ "issue:43643|issue:44913", "issue:32090|issue:33290", "issue:44190|issue:44496", - "issue:43873|issue:44871", "issue:34689|issue:36010", + "issue:43873|issue:44871", "issue:43381|issue:43856", "issue:44077|issue:44479", - "issue:44855|issue:45137", "issue:33290|issue:45656", + "issue:44855|issue:45137", + "issue:43540|issue:44514", "issue:29127|issue:33357", "issue:43381|issue:43742", - "issue:43540|issue:44514", "issue:43316|issue:44877", "issue:33290|issue:34689", "issue:42175|issue:43316", - "issue:25251|issue:28282", "issue:44162|issue:44792", - "issue:43404|issue:43441", - "issue:43232|issue:43388", - "issue:43295|issue:43825", - "issue:41950|issue:43475", - "issue:44871|issue:45584", - "issue:43550|issue:43701", - "issue:43606|issue:43701" + "issue:43404|issue:43441" ], - "prepared_review_unit_hash": "126822630cb276da560052c51516b2b065a9f843e3bba95bd01ce8e006c826eb", + "prepared_review_unit_hash": "2ca42eb2b637b6f97380fb1786165e27326a5d71f98977cdf38a49b88cc855ae", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36610, - "estimated_input_tokens": 9153, - "estimated_eval_tokens": 18562 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35839, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No convincing duplicates here: the soft pairs span unrelated issues across config loading, generation, multimodal processors, DeepSpeed, tokenizers, and model-specific regressions. I would not merge any of the suggested pairs, and there is no safe canonical representative for the set.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This cluster is not a duplicate set; it is a heterogeneous grab-bag of unrelated Transformers bugs spanning config loading, multimodal processors, deepspeed, tokenizers, and model-specific regressions. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the items share only a broad Transformers theme, but their concrete failure modes, code paths, and affected components are mostly unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "No issue in this set is a safe canonical representative; the items are largely unrelated one-off bugs rather than variants of the same underlying problem.", + "best_issue_reason": "No strong best issue; even the broadest-looking reports are still distinct bugs, so any single issue would misrepresent the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver image-classification resolution bug; different models and code paths." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 doc/example errors and quantization mismatch are unrelated to Gemma3 NaN embeddings from mixed-length batching." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing and quantization/offloading behavior are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 output quality issue vs LastFeatureExtractor crash on an unsupported argument; unrelated failures." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is not the same as stale docs still using pipeline()." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to Qwen recurrent-state reset logic." + }, { "left": "issue:43295", "right": "issue:45584", "accept": false, - "reason": "Different bugs: processor.tokenizer/images-to-tokenizer regression vs Whisper empty-transcription handling after align_special_tokens." + "reason": "Both involve processors/tokenizers, but one is a processor.tokenizer regression and the other is empty-transcription handling in Whisper." }, { "left": "issue:43316", "right": "issue:45759", "accept": false, - "reason": "Both involve config/model loading, but the concrete bugs differ: Gemma3TextConfig API mismatch vs Qwen composite config unwrap logic." + "reason": "Gemma3TextConfig API inconsistency and Qwen composite-config unwrapping are different config bugs." }, { "left": "issue:44568", "right": "issue:45479", "accept": false, - "reason": "Unrelated: tokenizer special-token insertion regression vs zero-loss classification bug for num_labels=1." + "reason": "Special-token insertion bug is unrelated to the zero-loss sequence-classification issue." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Both are import errors, but they stem from different missing symbols and different load paths." + "reason": "Both are import errors, but for different symbols and different root causes." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Packed-weight loading bug vs AutoTokenizer failing for a specific tokenizer class; no shared code path." + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Different config persistence issues: trust_remote_code field loss vs rotary_pct resetting on reload." + "reason": "Config field loss on remote-code load and GPTNeoX rotary_pct not round-tripping are distinct config persistence bugs." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error and DeepSpeed+Adafactor OOM are distinct failures." + "reason": "Trainer broadcast type error and AdaFactor/deepspeed OOM are unrelated distributed-training issues." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset loading in an example script vs unrecognized model/config metadata loading." + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config.json issue." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:34689", + "right": "issue:36010", "accept": false, - "reason": "Quantization/offloading behavior vs Gemma eos_token_id config mismatch are unrelated." + "reason": "Model-loading regression and GenerationMixin import failure are different breakages, even if both relate to version upgrades." }, { - "left": "issue:34689", - "right": "issue:36010", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Model loading regression for Llama 3.2 Vision vs GenerationMixin import failure are different issues." + "reason": "Quantization/offloading problems are unrelated to an eos_token_id config mismatch." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory inefficiency are separate training concerns." + "reason": "Gradient checkpointing in eval mode is not the same as Qwen3 MoE memory inefficiency." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init validation vs Qwen video-input regression are unrelated." + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "AdaFactor OOM and duplicate optimizer.step() with deepspeed are different bugs." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing error vs DeepSpeed ZeRO3 deque underflow are different failures." + "reason": "Python 3.13 JIT parsing/import failure and DeepSpeed ZeRO3 deque IndexError are unrelated." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Both mention DeepSpeed/optimizer, but one is OOM during Adafactor use and the other is double optimizer stepping." + "reason": "Both are multimodal/video-related, but they fail in different Qwen processor paths and are not the same bug." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs MacOS bus error on CLIP are not the same bug." + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." }, { "left": "issue:43381", "right": "issue:43742", "accept": false, - "reason": "Gradient checkpointing eval-mode issue and MobileLLM key error are unrelated." - }, - { - "left": "issue:43540", - "right": "issue:44514", - "accept": false, - "reason": "Different Qwen multimodal failures: video processing ValueError vs batched chat-template crash with padding=False." + "reason": "Eval checkpointing limitation is unrelated to the MobileLLM key error during loading." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is not the same as granite_speech being rejected by strict config loading." + "reason": "Gemma3TextConfig discrepancy and Granite Speech strict-config loading are separate config-handling issues." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "Adafactor/DeepSpeed OOM and Llama 3.2 Vision loading breakage are unrelated." + "reason": "Deepspeed/AdaFactor memory pressure does not match a Llama 3.2 model-loading regression." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Package/backend dependency issue vs Gemma3 config API mismatch; no shared underlying defect." - }, - { - "left": "issue:25251", - "right": "issue:28282", - "accept": false, - "reason": "Pipeline nesting behavior and missing PyTorch ImportError are completely different." + "reason": "Packaging/backend installation issue is unrelated to Gemma3TextConfig API mismatch." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus image-generation test failure are different model-specific issues." + "reason": "ESM2 breakage and a Janus image-generation test failure affect different models and code paths." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Mistral3 weight tying bug and Ministral FlashAttention failure are distinct code paths." - }, - { - "left": "issue:43232", - "right": "issue:43388", - "accept": false, - "reason": "Generation kwargs update bug vs metric-gathering label truncation are unrelated." - }, - { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Processor/tokenizer regression vs pipeline error-message wording are different problems." - }, - { - "left": "issue:41950", - "right": "issue:43475", - "accept": false, - "reason": "Video-classification pipeline choosing image processors is unrelated to SAM3 output attribute missing." - }, - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Gemma eos_token_id mismatch and Whisper empty transcription failure are different bugs." - }, - { - "left": "issue:43550", - "right": "issue:43701", - "accept": false, - "reason": "torch.compile/SDPA issue in Bamba is unrelated to resume_from_checkpoint key mismatch." - }, - { - "left": "issue:43606", - "right": "issue:43701", - "accept": false, - "reason": "CPU offload device mismatch and checkpoint-resume key mismatch are separate issues." + "reason": "Mistral3 lm_head weight tying and Ministral FlashAttention failure are different model-specific bugs." } ] }, @@ -8586,69 +8677,76 @@ "component_index": 2, "component_count": 16, "review_unit_index": 27, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ + "issue:25251", + "issue:28282", "issue:33290", "issue:35141", "issue:36331", "issue:41720", + "issue:41950", "issue:42617", "issue:43065", + "issue:43232", "issue:43295", + "issue:43388", "issue:43452", + "issue:43475", + "issue:43550", "issue:43575", + "issue:43606", "issue:43646", "issue:43673", + "issue:43701", "issue:43742", "issue:43761", + "issue:43825", "issue:43827", "issue:43906", "issue:43931", "issue:43994", "issue:44060", "issue:44077", - "issue:44190", "issue:44242", "issue:44464", "issue:44479", "issue:44496", - "issue:44521", "issue:44534", "issue:44610", "issue:44617", "issue:44734", - "issue:44737", "issue:44743", "issue:44792", - "issue:44855", "issue:44871", "issue:44913", "issue:44936", - "issue:44964", "issue:44977", "issue:45127", "issue:45200", - "issue:45245", "issue:45290", - "issue:45381", "issue:45584", - "issue:45588", - "issue:45600", - "issue:45698", - "issue:45803" + "issue:45698" ], "soft_pairs": [ + "issue:25251|issue:28282", + "issue:43232|issue:43388", + "issue:43295|issue:43825", + "issue:41950|issue:43475", + "issue:44871|issue:45584", + "issue:43550|issue:43701", "issue:45127|issue:45200", + "issue:43606|issue:43701", "issue:43295|issue:44871", - "issue:33290|issue:35141", - "issue:43761|issue:44479", "issue:43065|issue:44617", + "issue:43761|issue:44479", + "issue:33290|issue:35141", "issue:33290|issue:36331", "issue:43575|issue:43742", "issue:43452|issue:44496", @@ -8660,169 +8758,205 @@ "issue:41720|issue:43575", "issue:44077|issue:44534", "issue:44479|issue:44734", - "issue:44464|issue:44871", "issue:43931|issue:44060", + "issue:44464|issue:44871", "issue:44617|issue:45584", "issue:43906|issue:45290", "issue:43065|issue:44610", "issue:43827|issue:43994", "issue:44792|issue:44977", - "issue:44534|issue:44913", - "issue:41720|issue:45245", - "issue:44190|issue:44964", - "issue:44792|issue:45600", - "issue:44737|issue:45803", - "issue:44855|issue:45588", - "issue:44521|issue:45381" + "issue:44534|issue:44913" ], - "prepared_review_unit_hash": "33acde81c7497f34ccecb505c4e460001b31d1cfa31fcdb580d22b85fd578674", + "prepared_review_unit_hash": "e783555b7420e84049f2f1f2e30497e481fe1a2a32eaf8057d7cd0554db1315e", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36824, - "estimated_input_tokens": 9206, - "estimated_eval_tokens": 18668 + "soft_pair_count": 31, + "serialized_chars": 37010, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like a true duplicate; the issues span unrelated regressions, model-specific bugs, and API changes. The most generally representative issue is the open, highly-referenced multimodal chat-template bug, but it is not a good duplicate target for the rest.", - "confidence": 0.95, - "canonical_issue_reason": "issue:44521 is the clearest representative entry: it is open, has the most inbound references, and describes a concrete, user-facing bug in a widely used API. That said, the cluster does not contain a single underlying duplicate problem.", + "summary": "This set is mostly a grab-bag of unrelated bug reports. None of the soft pairs look like true duplicates of the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.81, + "canonical_issue_reason": "No single canonical issue stands out: the issues span unrelated subsystems and symptoms, and the soft pairs do not show a shared root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best issue to anchor this set because it is active, broadly applicable, and has clear reproduction/context; the others are too diverse to serve as one duplicate target.", + "best_issue_reason": "Issue 43825 is the cleanest, most self-contained user-facing regression in the set, so it is the best representative issue even though it is not a duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output-shape bug vs missing PyTorch ImportError; completely different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs/update logic is unrelated to gather_for_metrics label truncation." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is different from a pipeline error-message/docs regression." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup issue does not match the SAM3 video attribute error." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "eos_token_id config mismatch is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatches." + }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different bugs: LoRA/extended-vocab collapse on tied embeddings vs Gemma 4 multimodal token-type IDs defaulting to zeros." + "reason": "LoRA merge with extended vocab is a different code path than Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key handling." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Both are regression-style config issues, but one is about processor/tokenizer API breakage and the other is an eos_token_id mismatch in Gemma-3; not the same failure path." + "reason": "Processor/tokenizer API regression is not the same as eos_token_id configuration inconsistency." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "OOM in Adafactor/DeepSpeed training is unrelated to token-embedding resizing and post_init reinitialization." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Video CUDA OOM." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "Different model families and symptoms: CLIPVisionModel missing hidden_states vs Qwen multimodal video-input regression." + "reason": "CLIPVision hidden_states regression is different from Qwen/VL video-input regression." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d is a modeling/implementation issue, while Sam3Video OOM is a memory/performance problem." + "reason": "Adafactor+DeepSpeed OOM and post_init reinitialization are separate training/model-init bugs." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "Training OOM with Adafactor/DeepSpeed is unrelated to a Trainer API signature mismatch in compute_loss()." + "reason": "Optimizer OOM is unrelated to CustomTrainer.compute_loss signature breakage." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Both concern loading large models, but one is a TP/OOM issue and the other is a key/config loading error for a specific model." + "reason": "TP OOM on a large Qwen model is not the same as a MobileLLM loading KeyError." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "AutoTokenizer/AutoModel gguf_file breakage is a loading-path issue; the other is an unrecognized model/config.json issue for a different checkpoint." + "reason": "gguf_file handling and missing model_type are both loading issues, but with different root causes and fixes." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Failure running a 3d_parallel example is not the same as OOM when loading Qwen2-57B with tensor parallelism." + "reason": "3d_parallel execution failure is unrelated to tensor-parallel OOM on Qwen2-57B." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Transformers v5 custom model initialization breakage is broader API behavior, while GPTNeoX rotary_pct reset is a specific config reload bug." + "reason": "Custom model initialization breakage is not the same as GPTNeoX rotary_pct reload reset." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "GenerationMixin cache missing during chunked_prefill is a v5 cache API issue; recurrent state reset in modular_qwen3_5.py is a separate cache/state bug." + "reason": "Missing GenerationMixin cache in chunked_prefill differs from recurrent-state reset in modular_qwen3_5." }, { "left": "issue:44936", "right": "issue:45698", "accept": false, - "reason": "trainer.evaluate() after train() is a Trainer lifecycle bug; wrong custom module after save_pretrained concerns model class resolution on load." + "reason": "evaluate-after-train behavior and wrong custom module loading after save/load are different problems." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIPVision hidden_states regression and missing load-balancing loss when output_router_logits=False are unrelated model/subsystem bugs." + "reason": "CLIPVision hidden_states regression is unrelated to load-balancing loss missing when router logits are off." }, { "left": "issue:41720", "right": "issue:43575", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert is a runtime placement/assertion bug, not the same as TP OOM when loading Qwen2-57B." + "reason": "Qwen3 auto device mapping CUDA assert is a different failure than TP OOM on Qwen2-57B." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "PatchTST post_init allowance and non-persistent buffers filled with junk are different initialization-policy regressions." + "reason": "patchtsmixer post_init policy and non-persistent buffer junk are unrelated initialization changes." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Qwen video-input vision_position_ids bug is unrelated to transformers serve KV-cache continuation tensor indexing." + "reason": "Video-input regression in Qwen VL models is not the same as serve KV-cache continuation indexing." }, { - "left": "issue:44464", - "right": "issue:44871", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward is a generation/runtime bug; Gemma-3 eos_token_id mismatch is a config mismatch." + "reason": "Weight-shape mismatch during load is unrelated to a tied-weights warning bug." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:44464", + "right": "issue:44871", "accept": false, - "reason": "Qwen3-VL shape mismatch on load and incorrect tied-weights warning in Qwen3-Next are separate model-specific loading/config issues." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to eos_token_id config mismatch." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure after align_special_tokens are unrelated bugs." + "reason": "Sam3Video OOM does not share the same code path as Whisper empty-transcription generation." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "An isolated reproduction of a prior issue is not the same bug as apply_chat_template crashing on assistant tool-call messages with no content." + "reason": "A reproduction of a prior issue is unrelated to chat template crashes on tool-call assistant messages." }, { "left": "issue:43065", @@ -8834,55 +8968,19 @@ "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() after removals is documentation cleanup; siglip2 producing nonsensical outputs is a model/pipeline behavior bug." + "reason": "Docs referencing removed pipeline() APIs are different from a SigLIP2 AutoModel/pipeline misbehavior." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "janus image-generation test failure and Qwen3.5 flash-attention generation bug are different models and failure modes." + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation bugs." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 is an initialization serialization issue, not the same as GPTNeoX rotary_pct reset on reload." - }, - { - "left": "issue:41720", - "right": "issue:45245", - "accept": false, - "reason": "Both mention runtime failures, but one is a Qwen3 device-mapping assert and the other is a categorical-cardinality limit error; not the same bug." - }, - { - "left": "issue:44190", - "right": "issue:44964", - "accept": false, - "reason": "Local dataset loading failure in an example script is unrelated to loading microsoft/Phi-4-multimodal-instruct with latest transformers." - }, - { - "left": "issue:44792", - "right": "issue:45600", - "accept": false, - "reason": "A failed janus image-generation test is not the same as auto_mappings.py still referencing removed Sam3LiteText configs." - }, - { - "left": "issue:44737", - "right": "issue:45803", - "accept": false, - "reason": "XLNet CPU allocation bug from missing device= in torch.arange is unrelated to a bare-except swallowing interrupts/errors in FuyuBatchFeature.convert_to_tensors()." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2Model import is unrelated to flash_attention.py crashing on s_aux=None for sink-less models." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "Both concern multimodal chat/template behavior, but one is assistant_masks being all zero and the other is video input vision_position_ids being wrong in Qwen2.5-VL; different code paths." + "reason": "Buffer initialization corruption is not the same as GPTNeoX rotary_pct not persisting on reload." } ] }, @@ -8898,17 +8996,18 @@ "component_index": 2, "component_count": 16, "review_unit_index": 28, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:36246", "issue:38175", "issue:41628", + "issue:41720", "issue:43065", "issue:43116", "issue:43295", @@ -8926,20 +9025,19 @@ "issue:44186", "issue:44190", "issue:44220", - "issue:44246", "issue:44464", - "issue:44466", "issue:44496", - "issue:44561", - "issue:44683", + "issue:44521", "issue:44734", + "issue:44737", "issue:44743", + "issue:44792", "issue:44855", "issue:44877", "issue:44913", "issue:44933", "issue:44938", - "issue:45003", + "issue:44964", "issue:45127", "issue:45216", "issue:45245", @@ -8947,20 +9045,26 @@ "issue:45357", "issue:45362", "issue:45375", - "issue:45446", + "issue:45381", "issue:45542", "issue:45563", "issue:45584", + "issue:45588", "issue:45600", - "issue:45632", "issue:45803" ], "soft_pairs": [ + "issue:41720|issue:45245", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44737|issue:45803", + "issue:44855|issue:45588", + "issue:44521|issue:45381", "issue:45127|issue:45357", "issue:43335|issue:44855", "issue:44077|issue:44877", - "issue:43644|issue:44913", "issue:44938|issue:45542", + "issue:43644|issue:44913", "issue:43976|issue:44855", "issue:43550|issue:44190", "issue:43540|issue:44734", @@ -8969,9 +9073,9 @@ "issue:45276|issue:45584", "issue:44112|issue:45600", "issue:43650|issue:44220", + "issue:43335|issue:44190", "issue:43116|issue:44190", "issue:43295|issue:45276", - "issue:43335|issue:44190", "issue:45245|issue:45584", "issue:43404|issue:45216", "issue:43479|issue:45375", @@ -8979,221 +9083,216 @@ "issue:44933|issue:45362", "issue:44186|issue:44734", "issue:44464|issue:45563", - "issue:38175|issue:43065", - "issue:44683|issue:45446", - "issue:44466|issue:44913", - "issue:44561|issue:45632", - "issue:44734|issue:45632", - "issue:44246|issue:45003" + "issue:38175|issue:43065" ], - "prepared_review_unit_hash": "5c64d0d7b2c7a9e2bfe187a9cdcff32575e313c8fd746b4e9ec4729efaa0d2ac", + "prepared_review_unit_hash": "52e1213b2319a874ecdec3cb7f8ee5c4785682e3839c451569c7ba4822201637", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36481, - "estimated_input_tokens": 9121, - "estimated_eval_tokens": 18498 + "soft_pair_count": 30, + "serialized_chars": 36850, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: these are mostly unrelated single-bug issues, with no soft-edge pair close enough to merge as duplicates. I found no same-root-cause issue pairs under a strict duplicate standard.", - "confidence": 0.95, - "canonical_issue_reason": "issue:41628 is the cleanest, most concrete, and actionable report in the set: a specific import regression with a clear failing symbol and module path.", + "summary": "This cluster is highly heterogeneous and does not look like a real duplicate group. The issues span unrelated models, configs, generation paths, and packaging/import regressions, so no soft pair should be merged.", + "confidence": 0.11, + "canonical_issue_reason": "There is no strong canonical issue here; if one must be chosen, issue 44964 is the broadest user-facing loading regression, but it does not actually represent the cluster well.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the best representative issue because it is narrowly scoped, externally visible, and likely to map to a precise code change or export fix.", + "best_issue_reason": "Issue 44964 is the most generally framed and broadly user-impacting item in the set, so it is the least-bad representative choice despite the cluster\u2019s lack of cohesion.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and a category-limit runtime error are different failures in different code paths." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to a model-load regression in latest transformers." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus generation test failure and removed auto-mapping config references are different problems." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor creation and a bare-except bug in Fuyu tensor conversion are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure and flash-attention handling of s_aux=None are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask generation and the other is video position-id handling; different bugs." + }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Different bugs: LoRA merge/tied embeddings vs. incorrect visual encoder keys in save_pretrained for Qwen3.5." + "reason": "LoRA merge/tied-embedding collapse and incorrect visual encoder keys on save_pretrained are separate serialization/model-weight issues." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Unrelated failures: SwitchTransformers sparse-layer config creation vs. Python 3.13 import/torch.jit parsing error." + "reason": "SwitchTransformers sparse-layer config and DebertaV2 Python 3.13 import parsing are unrelated." }, { "left": "issue:44077", "right": "issue:44877", "accept": false, - "reason": "Different config-validation problems affecting different models and fields; not the same bug." + "reason": "Both involve config behavior, but they target different models and different validations." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Non-persistent buffer junk initialization is unrelated to rotary_pct not persisting on config reload." + "reason": "Python 3.14 import/load failure and a missing TensorFlow backend detection issue are not the same bug." }, { - "left": "issue:44938", - "right": "issue:45542", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Python 3.14 import/load failure is a different issue from tensorboard-only backend resolution without TensorFlow." + "reason": "Non-persistent buffer initialization and GPTNeoX config reload losing rotary_pct are distinct state/serialization issues." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Different Python-version compatibility problems with different failure modes." + "reason": "Both are version-compatibility reports, but they describe different breakages and different Python versions." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Torch.compile/SDPA model failure is unrelated to the image-classification script dataset loading bug." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a dataset-loading example script issue." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different Qwen serving/multimodal code paths: video-input validation vs. KV-cache continuation indexing." + "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are separate code paths." }, { "left": "issue:43761", "right": "issue:44743", "accept": false, - "reason": "CLIPVision hidden-states regression and Qwen recurrent-state reset are separate model-specific bugs." + "reason": "CLIPVision hidden_states regression and Qwen3 recurrent-state reset are unrelated model-specific bugs." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "Model auto-loading/config resolution failure is unrelated to FuyuBatchFeature swallowing exceptions." + "reason": "Model auto-loading/config recognition and Fuyu batch feature exception handling are different failures." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Token-embedding resize semantics are unrelated to Whisper empty-transcription generation failure." + "reason": "Token embedding resize propagation and Whisper empty-transcription generation are unrelated." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "Both touch CI around GraniteSpeech/Sam3LiteText, but the causes are different: stale device override test vs removed auto-mapping config references." + "reason": "GraniteSpeech CI stale-device test and Sam3LiteText auto-mapping references are different CI/config problems." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder issue text and fbank feature extraction error are not the same underlying bug." + "reason": "The issue titled 'ADD THE DATA' is not the same underlying bug as the fbank feature extraction problem." }, { - "left": "issue:43116", + "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification script behavior is unrelated to local dataset loading in a different training example." + "reason": "SwitchTransformers config initialization and image-classification dataset loading are unrelated." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating tied embeddings." + "reason": "Multi-label classification empty outputs and local dataset loading are different example-script issues." }, { - "left": "issue:43335", - "right": "issue:44190", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "SwitchTransformers config construction and example-script dataset loading are unrelated." + "reason": "Processor/tokenizer regression with images and token embedding resize behavior are unrelated." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count runtime limit is unrelated to Whisper empty-transcription handling." + "reason": "Category-count overflow and Whisper empty transcription are different runtime failures." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different tied-weight/save bugs in different multimodal model families." + "reason": "A tied lm_head weight bug in Mistral3 and an incorrect save_pretrained checkpoint for Qwen3.5 are distinct model persistence issues." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are multimodal config issues, but one is default-init behavior and the other is a missing field dropped by strict config parsing." + "reason": "Both are config-field problems, but they concern different models and different defaulting/strictness behavior." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they affect different symbols and paths; not the same export bug." + "reason": "A missing model-specific image processor import is not the same as a missing top-level AutoImageProcessor export." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing image_utils import is unrelated to Qwen3.5 chat crash behavior." + "reason": "An image_utils import problem and a Qwen3.5 chat crash are unrelated." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer NER/padding bug is unrelated to serve-time KV-cache continuation indexing." + "reason": "LayoutLMv2Tokenizer padding/NER crashes and serve KV-cache tensor indexing are separate bugs." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to a stale warning in paged generate." + "reason": "Compiled-forward chunked generation inconsistency and a stale warning in paged generate are different generation issues." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Siglip2 zero-probabilities and Sam3PixelDecoder dummy Conv2d are different model-specific issues." - }, - { - "left": "issue:44683", - "right": "issue:45446", - "accept": false, - "reason": "Torch>=2.9 flex_attention failure and a PyTorch version-check import bug are related only by subsystem, not the same defect." - }, - { - "left": "issue:44466", - "right": "issue:44913", - "accept": false, - "reason": "Serialization of tied lm_head weights is unrelated to rotary_pct not round-tripping." - }, - { - "left": "issue:44561", - "right": "issue:45632", - "accept": false, - "reason": "Removal of is_torch_fx_available affecting trust_remote_code is unrelated to cache-path collisions for local models." - }, - { - "left": "issue:44734", - "right": "issue:45632", - "accept": false, - "reason": "Serve API KV-cache indexing crash is unrelated to trust_remote_code cache path collisions." - }, - { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Import latency and unsafe sys.modules access are not the same concrete bug." - }, - { - "left": "issue:44220", - "right": "issue:45003", - "accept": false, - "reason": "Audio fbank feature extraction failure is unrelated to sys.modules access in modeling_utils." + "reason": "Zero probabilities in SigLIP2 and a dummy Conv2d in Sam3PixelDecoder are unrelated model implementations." } ] }, @@ -9209,13 +9308,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 29, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:36246", "issue:38617", @@ -9233,31 +9332,32 @@ "issue:43643", "issue:43673", "issue:43688", - "issue:43827", "issue:43854", "issue:43901", - "issue:43976", "issue:44016", - "issue:44062", "issue:44075", "issue:44112", "issue:44220", "issue:44242", + "issue:44246", "issue:44279", "issue:44336", - "issue:44351", "issue:44368", + "issue:44466", "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", "issue:44964", - "issue:45020", + "issue:45003", "issue:45042", "issue:45200", "issue:45216", - "issue:45278", "issue:45335", "issue:45357", - "issue:45405", "issue:45406", + "issue:45446", "issue:45563", "issue:45584", "issue:45593", @@ -9266,252 +9366,246 @@ "issue:45759" ], "soft_pairs": [ + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:44561|issue:45632", + "issue:44734|issue:45632", + "issue:44246|issue:45003", "issue:36246|issue:38617", "issue:43643|issue:44496", "issue:45406|issue:45632", "issue:45563|issue:45584", - "issue:44964|issue:45600", "issue:41950|issue:44016", - "issue:44112|issue:44964", + "issue:44964|issue:45600", "issue:43388|issue:43688", "issue:42907|issue:43441", + "issue:44112|issue:44964", "issue:43295|issue:45335", "issue:43854|issue:44964", - "issue:44496|issue:45042", "issue:43673|issue:44336", "issue:44016|issue:44220", + "issue:44496|issue:45042", "issue:43299|issue:45216", "issue:43531|issue:45600", - "issue:43526|issue:43901", "issue:42175|issue:44279", + "issue:43526|issue:43901", "issue:45335|issue:45584", "issue:44075|issue:44368", "issue:43381|issue:45593", "issue:43299|issue:45357", - "issue:44496|issue:45759", "issue:44242|issue:45200", + "issue:44496|issue:45759", "issue:43901|issue:44496", - "issue:43577|issue:45216", - "issue:41950|issue:45020", - "issue:44016|issue:44062", - "issue:44351|issue:45278", - "issue:43976|issue:45405", - "issue:43388|issue:43827" + "issue:43577|issue:45216" ], - "prepared_review_unit_hash": "535e704e6f0e5035a72733ac00d63afc2fab04f43281938267198e55eaa145aa", + "prepared_review_unit_hash": "04bf0559fd79a14d628f93aa6b7835898707ca32199351a04a811193b7997bd8", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36582, - "estimated_input_tokens": 9146, - "estimated_eval_tokens": 18548 + "serialized_chars": 37212, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly distinct bug reports across model loading, generation, processor behavior, docs, and backend/dependency regressions. The only broad umbrella is the open import-error regression report, but the soft pairs are not close enough to merge as duplicates.", - "confidence": 0.73, - "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster: a post-upgrade import-regression umbrella. The other issues are narrower, model- or subsystem-specific failures rather than the same bug.", + "summary": "The cluster is mostly a set of loosely related, but not duplicate, Transformers issues spanning model loading, generation, config, and tooling. I did not find any soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No exact duplicate stands out; issue 44964 is the most representative user-facing regression because it reports a concrete model-loading failure on a named checkpoint with broad impact.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue to anchor triage because it captures the widest cross-version import breakage theme and is already phrased as a general regression report.", + "best_issue_reason": "Issue 44964 is the strongest anchor for the cluster: it is a clear, reproducible loading breakage affecting a specific multimodal model and is more representative than the narrower or more incidental reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch-compatibility failure and the other is a bad version check for a different import path; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "One is tied-weights serialization/device-dependent save behavior; the other is a config field not persisting on reload. Different code paths and symptoms." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve trust_remote_code, but one is a missing internal API after v5 removal and the other is a cache-path collision for local models; unrelated failures." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to trust_remote_code cache-path collisions." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are not the same underlying defect." + }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are ImportErrors, but they concern different missing symbols in different modules; not the same underlying regression." + "reason": "Both are ImportErrors, but they are for different missing symbols and different modules." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "One is missing fields from trust_remote_code config loading, the other is an unrecognized model/config problem; different failure modes." + "reason": "Both concern config/model loading, but one is missing fields with trust_remote_code and the other is an unrecognized model lacking model_type; not the same bug." }, { "left": "issue:45406", "right": "issue:45632", "accept": false, - "reason": "Gemma4Processor tokenizer attribute loss and trust_remote_code cache-path collisions are unrelated bugs." + "reason": "Gemma4Processor _tokenizer crash in serve is unrelated to trust_remote_code cache directory collisions." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning in paged generate() and Whisper failing on empty transcription are separate generation-path issues." - }, - { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "Phi-4 multimodal loading and auto_mappings referencing removed Sam3LiteText configs are different code paths." + "reason": "A stale warning in paged generate() and a Whisper failure after align_special_tokens are different generation issues." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline image-processor lookup bug versus a notebook syntax error; not the same issue." + "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "CI stale device-override test failure is unrelated to Phi-4 model loading." + "reason": "Phi-4 multimodal loading failure and stale auto_mappings references to removed configs are different model/config maintenance issues." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric-gathering label truncation and auxiliary-loss normalization are distinct training/distributed bugs." + "reason": "Metric gathering dropping tuple labels and auxiliary-loss normalization are unrelated training/eval bugs." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Different model-specific failures: saving dequantized models versus FlashAttention loading for Ministral-3." + "reason": "Saving dequantized Ministrals/Devstrals and FlashAttention loading failures for Ministral-3 are different behaviors in different code paths." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test failure in GraniteSpeech is not the same as a real model-loading regression." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and t5gemma embedding resize behavior do not share the same root cause." + "reason": "Processor.tokenizer passthrough regression and resize_token_embeddings not updating decoder.embed_tokens are distinct model API bugs." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading reports, but for different models and different breakages." - }, - { - "left": "issue:44496", - "right": "issue:45042", - "accept": false, - "reason": "Unrecognized config/model-type loading error is unrelated to PIL backend requiring torchvision." + "reason": "Different failing models and different failure modes; both are loading issues but not duplicates." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache regression and ANSI output formatting in loading_report are unrelated." + "reason": "Chunked-prefill cache behavior and ANSI output formatting have no substantive overlap." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error and audio feature extraction failure are unrelated bugs." + "reason": "Notebook syntax error vs. feature-extraction bug; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL image processor torchvision dependency are unrelated." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL MoE loading failure and Qwen3.5 save_pretrained checkpoint corruption are different regression classes." + "reason": "One is Qwen3VL model loading in v5.0.0.dev0; the other is incorrect save_pretrained output for Qwen3.5 in v5.4.0. Same family, different bug." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and auto_mappings references to removed configs are unrelated." + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mappings cleanup are unrelated." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug versus TextClassificationPipeline docs mismatch; not the same issue." + "reason": "Missing TensorFlow in a torch extra install and a generic dependency issue are not the same concrete problem." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "A missing optional backend in an extra install and a generic dependency issue are too vague and not clearly the same bug." + "reason": "BeitImageProcessorFast label reduction bug and documentation mismatch for return_all_scores are unrelated." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior in t5gemma and Whisper empty-transcription generation failure are unrelated." + "reason": "Token embedding resize behavior and Whisper empty-transcription generation failure do not share a code path." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer args being ignored and a tie_word_embeddings warning are different configuration issues." + "reason": "Unused SGD args and a tied-embeddings warning are different optimizer/model-config issues." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are separate training logic bugs." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Both involve Qwen3.5/Qwen3VL regressions, but one is load-time and the other is save_pretrained key serialization; not the same bug." + "reason": "Load-balancing loss omission and Gemma4 mm_token_type_ids defaults are different model-training concerns." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model/config loading and from_config text_config unwrapping are different AutoModel problems." - }, - { - "left": "issue:44242", - "right": "issue:45200", - "accept": false, - "reason": "MoE load-balancing loss omission and Gemma4 multimodal token-type defaults are unrelated." + "reason": "Unrecognized model type in config and AutoModelForCausalLM not unwrapping text_config are distinct config-loading failures." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation mismatch and model-config loading failure do not describe the same underlying problem." + "reason": "A docs/behavior mismatch for pipelines is unrelated to model recognition/config parsing." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint saving are different regressions." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "Video-classification pipeline bug and broad remote_code breakage are related only at a high level, not the same concrete bug." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." - }, - { - "left": "issue:44351", - "right": "issue:45278", - "accept": false, - "reason": "HybridCache import failure may be one symptom of the broader import-regression report, but these are not clearly the same underlying bug." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python version support breakage and a PEFT minimum-version bump are dependency/versioning issues, but not the same specific problem." - }, - { - "left": "issue:43388", - "right": "issue:43827", - "accept": false, - "reason": "Distributed label gathering bug and docs still referencing pipeline() are unrelated." + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained serialization are unrelated bugs." } ] }, @@ -9527,13 +9621,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 30, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:32090", "issue:35141", @@ -9545,278 +9639,277 @@ "issue:43295", "issue:43299", "issue:43317", + "issue:43388", "issue:43441", "issue:43450", "issue:43479", "issue:43525", "issue:43650", - "issue:43653", - "issue:43723", "issue:43824", + "issue:43827", "issue:43854", "issue:43901", "issue:43976", - "issue:44162", + "issue:44016", + "issue:44062", "issue:44261", "issue:44263", "issue:44279", "issue:44297", + "issue:44351", "issue:44462", "issue:44466", "issue:44521", "issue:44617", - "issue:44623", - "issue:44671", "issue:44683", - "issue:44749", "issue:44779", "issue:44898", "issue:44933", "issue:44987", + "issue:45020", "issue:45081", "issue:45276", + "issue:45278", "issue:45290", "issue:45325", - "issue:45397", "issue:45405", "issue:45542", - "issue:45593", "issue:45600", "issue:45712" ], "soft_pairs": [ + "issue:41950|issue:45020", + "issue:44016|issue:44062", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:43388|issue:43827", "issue:43479|issue:43525", "issue:43824|issue:44933", - "issue:44462|issue:45081", "issue:44683|issue:45542", - "issue:32090|issue:35141", "issue:44279|issue:45405", "issue:43299|issue:43854", - "issue:39692|issue:43901", "issue:38175|issue:44617", + "issue:32090|issue:35141", + "issue:39692|issue:43901", "issue:43295|issue:44779", - "issue:44297|issue:44462", "issue:41950|issue:43650", - "issue:44462|issue:44779", + "issue:44462|issue:45081", + "issue:44297|issue:44462", "issue:44521|issue:45325", "issue:43976|issue:44279", "issue:43976|issue:44987", "issue:45600|issue:45712", + "issue:44462|issue:44779", "issue:43450|issue:44279", - "issue:44466|issue:45276", "issue:42994|issue:43317", "issue:43065|issue:44898", + "issue:44466|issue:45276", "issue:44261|issue:44263", "issue:43650|issue:45290", - "issue:43441|issue:44683", - "issue:44623|issue:45397", - "issue:43723|issue:44162", - "issue:44623|issue:44749", - "issue:44671|issue:44779", - "issue:43653|issue:45593" + "issue:43441|issue:44683" ], - "prepared_review_unit_hash": "429213a116068e49d2f66d55f2e8c6f27fd098a6edf497b3db6a54c241d03c92", + "prepared_review_unit_hash": "8b0d249a1a2c58ff7482dadab0b5ad23c2d8dea12a36e951b176c25a7357dc93", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36345, - "estimated_input_tokens": 9087, - "estimated_eval_tokens": 18430 + "serialized_chars": 35832, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model-specific bugs, docs issues, or dependency/regression reports. The soft-edge pairs mostly share only broad subsystem vocabulary (tokenizers, multimodal, quantization, attention) and should not be merged as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": null, + "summary": "All soft edges look like broad topical similarity rather than the same underlying bug/change. The set is heterogeneous across unrelated models, tokenizer, config, docs, quantization, and pipeline issues, so I would not merge any pair as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out: the items span many distinct bug reports and documentation regressions with different code paths and symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44462 is the broadest representative of the tokenizer/loading regression subset, but even that theme is only a loose neighborhood here; the cluster is too mixed to support a single true canonical duplicate.", + "best_issue_reason": "No single best issue candidate for a duplicate cluster; the apparent matches are only broad subsystem overlap, not the same concrete failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Both are config/initialization bugs, but for different model families and different failures (`None` defaults vs missing `pad_token_id`)." + "reason": "Video-classification pipeline processor lookup and remote_code loading failures are different bugs in different paths." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Both are import-related, but one is a missing model export and the other is a non-existent utility import; different APIs and root causes." + "reason": "Notebook syntax error and AddedToken keyword-argument TypeError are unrelated failure modes." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Both touch tokenizer loading, but one ignores `tokenizer.json` while the other crashes in a Mistral regex patch path; not the same bug." + "reason": "Missing HybridCache import and broad post-upgrade import errors are not the same concrete issue." }, { - "left": "issue:44683", - "right": "issue:45542", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Both involve dependencies, but one is a torch/attention backend failure and the other is an optional TensorFlow backend issue." + "reason": "Python version compatibility and an unreleased PEFT version pin are separate dependency problems." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Metric-gathering label truncation and docs still mentioning pipeline() are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Trainer GPU broadcast `NoneType` and embedding reinit after resize are unrelated code paths." + "reason": "Default multimodal config initialization and missing pad_token_id are different config bugs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "These are both import errors, but for different missing symbols and different root causes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "flex_attention failures on torch>=2.9 and TensorBoard/TensorFlow backend issues are unrelated." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A generic dependency problem and an invalid PEFT version bump are different issues." + "reason": "Generic dependency trouble does not match the specific PEFT version bump regression." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model families and different failure modes; both are loading bugs only at a very high level." + "reason": "Qwen3VL MoE loading and GLM-4.7 test loading failures are model-specific and not the same bug." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Both are docs-related, but one is a SigLIP2 example/model mismatch and the other is a pipeline parameter docs mismatch." + "reason": "Unexpected zero probabilities in SigLIP2 and SAM3 video OOM are different symptoms and code paths." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Zero probabilities in SigLIP2 and Sam3Video OOM are unrelated model/runtime failures." + "reason": "Trainer NoneType broadcast error and embedding reinitialization after resize are unrelated training/model-init bugs." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Both are tokenizer regressions, but one is processor/tokenizer access in multimodal code and the other is DeepSeek tokenization correctness; different paths." + "reason": "Both are docs-related, but one is a SigLIP2 example/model mismatch and the other is a text-classification API docs mismatch." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Both concern tokenizer serialization/loading, but one is wrong `tokenizer_class` on save and the other is repository `tokenizer.json` being ignored." + "reason": "Custom-model processor/tokenizer regression and Deepseek tokenizer output corruption are distinct tokenizer issues." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Completely unrelated: pipeline processor selection vs an unclear data-related issue." + "reason": "A pipeline processor bug and a low-signal placeholder issue are clearly unrelated." }, { "left": "issue:44462", - "right": "issue:44779", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are different loading/patching failures." + }, + { + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Repository tokenizer loading and DeepSeek tokenizer output correctness are different bugs." + "reason": "Tokenizer class serialization mismatch and repository tokenizer.json selection are related only broadly, not the same bug." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal, but assistant mask generation and Qwen2.5-VL temporal position scaling are separate code paths." + "reason": "All-zero assistant masks and Qwen2.5-VL rope-index scaling are different multimodal behaviors." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python version compatibility and a dependency issue are not the same underlying problem." + "reason": "Python support regression and a generic dependency issue are not the same concrete problem." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Different regression domains: interpreter-version support vs a specific model load failure." + "reason": "Python-version compatibility and loading physical-intelligence/fast are unrelated regressions." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repository-maintenance style issues, but one is stale auto-mappings and the other is leftover dummy classes." + "reason": "Removed Sam3LiteText mappings and leftover dummy classes are separate repo-maintenance issues." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:44462", + "right": "issue:44779", "accept": false, - "reason": "Video processor batching shape bug and a dependency issue are unrelated." + "reason": "AutoTokenizer preferring tokenizer.json and Deepseek tokenizer incorrect results are different tokenizer bugs." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Both involve weight/embedding handling, but one is serialization of tied weights and the other is resize_token_embeddings not updating Gemma-4 outputs." + "reason": "Video processor batch-shape bug and generic dependency issue have no shared code path." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized-model saving and dequantized model offload loading are different phases of the pipeline." + "reason": "Quantized model saving and dequantized model loading/offload are different stages of the model lifecycle." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "A dummy Conv2d implementation and a Perceiver non-default resolution failure are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver interpolation failures are unrelated vision-model issues." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head serialization depending on device and Gemma4 resize_token_embeddings not updating outputs are not the same bug." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Both mention GLM internals, but missing `rms_norm_eps` and `torch.split()` return handling are different bugs." + "reason": "MLA layernorm epsilon precision discussion and GlmMoeDsaIndexer torch.split return values are unrelated." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "No meaningful overlap; one is an undefined data issue, the other is a chat-template/tool-call crash." + "reason": "A placeholder issue and a chat-template tool-call crash are clearly unrelated." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "Both touch attention backends, but they are different models and different backend failures." - }, - { - "left": "issue:44623", - "right": "issue:45397", - "accept": false, - "reason": "Processor save-file omissions and Gemma-4 Zero3 loading are unrelated." - }, - { - "left": "issue:43723", - "right": "issue:44162", - "accept": false, - "reason": "AutoTokenizer loading in v5 and ESM2 breakage are different model/loading issues." - }, - { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "Missing files on save and a performance regression after upgrade are not the same bug." - }, - { - "left": "issue:44671", - "right": "issue:44779", - "accept": false, - "reason": "Different models and different symptoms: masked LM prediction error vs tokenizer output regression." - }, - { - "left": "issue:43653", - "right": "issue:45593", - "accept": false, - "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Both mention attention backends, but one is a model-specific FlashAttention failure and the other is a compiled flex_attention torch-version regression." } ] }, @@ -9832,21 +9925,18 @@ "component_index": 2, "component_count": 16, "review_unit_index": 31, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:16998", "issue:22355", - "issue:36246", "issue:41628", - "issue:41950", "issue:42491", - "issue:42757", "issue:43122", "issue:43262", "issue:43299", @@ -9855,7 +9945,9 @@ "issue:43475", "issue:43525", "issue:43650", + "issue:43653", "issue:43673", + "issue:43723", "issue:43761", "issue:43784", "issue:43881", @@ -9863,26 +9955,26 @@ "issue:43976", "issue:43994", "issue:44016", + "issue:44162", "issue:44188", - "issue:44220", "issue:44242", "issue:44246", "issue:44291", "issue:44295", "issue:44297", "issue:44336", - "issue:44351", "issue:44361", "issue:44373", - "issue:44462", - "issue:44485", "issue:44496", "issue:44521", "issue:44589", "issue:44617", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", "issue:44987", "issue:45250", - "issue:45356", "issue:45362", "issue:45397", "issue:45542", @@ -9890,238 +9982,238 @@ "issue:45759" ], "soft_pairs": [ + "issue:44623|issue:45397", + "issue:43723|issue:44162", + "issue:44623|issue:44749", + "issue:43653|issue:45593", "issue:43784|issue:45542", - "issue:43901|issue:43994", + "issue:44671|issue:44779", "issue:43122|issue:43650", + "issue:43901|issue:43994", "issue:44361|issue:45593", "issue:44987|issue:45542", "issue:44016|issue:44291", "issue:43262|issue:44521", "issue:44297|issue:45397", + "issue:43475|issue:44016", "issue:44188|issue:44336", "issue:43673|issue:43761", - "issue:43475|issue:44016", "issue:43525|issue:45759", "issue:43525|issue:43881", "issue:43450|issue:44617", "issue:44589|issue:45362", - "issue:43901|issue:44246", "issue:42491|issue:43299", + "issue:43901|issue:44246", "issue:41628|issue:43976", "issue:44336|issue:44373", "issue:16998|issue:22355", "issue:44242|issue:45593", "issue:43352|issue:45250", "issue:44295|issue:45397", - "issue:44246|issue:44496", - "issue:41950|issue:44220", - "issue:44462|issue:45356", - "issue:44336|issue:44485", - "issue:36246|issue:42757", - "issue:36246|issue:44351" + "issue:44246|issue:44496" ], - "prepared_review_unit_hash": "6ae55f6d6a9dae10ab2afe5b6d212c1b1c6dccc7fa309d327ae4da72561f8d2c", + "prepared_review_unit_hash": "26310a68113ff8f3725a4ea32eb3c40e6be11162669adc894ea15b41f864cae8", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36092, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "serialized_chars": 35505, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated bug reports that only share broad surface similarity (imports, loading, tokenizer, multimodal, or model-regression themes). None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "issue:41628 is the broadest and most central-looking core-library import regression in the set, and it is the closest thematic representative of the import-name failures here, even though the cluster is not truly duplicate-heavy.", + "summary": "This cluster is a mixed bag of largely unrelated Transformers issues, with no strong duplicate pairs. The closest theme is v5 loading/tokenizer regressions, but the soft edges still don\u2019t line up to the same concrete bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43723 is the best representative because it is a broad v5 tokenizer-loading regression, which is more central and general than the other highly model-specific or docs-only issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:41628 is the best representative because it is a clear, user-facing core import failure with a well-scoped symptom; the others are either narrower model-specific regressions, docs issues, or unrelated bugs.", + "best_issue_reason": "issue:43723 is the strongest cluster anchor for the same reason: it captures the widest, most generic failure mode in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omissions and gemma-4 zero3 from_pretrained failures are different code paths and different models." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated subsystems with no shared concrete bug." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "A missing processor file bug and a data-filtering slowdown are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding and D-FINE auxiliary-loss behavior are unrelated model bugs." + }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Both involve import/backend problems, but one is a missing `nn` import on sentence-transformers integration and the other is a TensorBoard/TensorFlow backend detection issue; different code paths." + "reason": "Both are import-time failures, but one is a missing nn symbol and the other is a missing tf backend; different causes and paths." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Docs mismatch for `return_all_scores` and incorrect SigLIP2 outputs are unrelated problems in different areas of the library." + "reason": "CamemBERT MLM prediction errors and Deepseek tokenizer regressions are different model/tokenizer issues." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenization changes across versions and a nonspecific 'ADD THE DATA' issue do not describe the same bug." + "reason": "Tokenizer output changes across versions and an unrelated placeholder issue are not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning return_all_scores and a bad SigLIP2 inference result are unrelated." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "`MLukeTokenizer` task AttributeError and missing auxiliary losses in D-FINE are separate model-specific bugs." + "reason": "MLukeTokenizer AttributeError and D-FINE loss omission are unrelated." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "A model-loading failure for `physical-intelligence/fast` is not the same as a TensorBoard-without-TF backend error." + "reason": "Model loading failure and TensorFlow backend import error are different problems." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and `init_empty_weights` TypeError are unrelated failures with different triggers and fix paths." + "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "These are both multimodal/chat-template related, but one is an audio sampling-rate default bug and the other is zero assistant masks for multimodal inputs." + "reason": "Both involve chat templates, but one is audio sampling-rate defaulting and the other is assistant-mask generation; not the same bug." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer metadata mismatch on save and Gemma-4 zero3 `from_pretrained` failure are different behaviors and code paths." + "reason": "Tokenizer metadata saved incorrectly and gemma-4 loading failure are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video encoder attribute failure and a notebook syntax error are unrelated." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under `torch.compile` and ANSI codes in loading report are completely unrelated." + "reason": "Torch.compile attention-kernel divergence and ANSI code output formatting are unrelated." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Missing cache in chunked prefill and CLIPVisionModel hidden_states regression affect different components and outputs." - }, - { - "left": "issue:43475", - "right": "issue:44016", - "accept": false, - "reason": "SAM 3 video missing attribute and notebook syntax error are unrelated." + "reason": "Generation cache missing and CLIP hidden_states regression are different code paths and models." }, { "left": "issue:43525", "right": "issue:45759", "accept": false, - "reason": "Llama4 `pad_token_id` attribute error and Qwen multimodal `text_config` unwrapping are different model/config bugs." + "reason": "Missing pad_token_id on Llama4Config and text_config unwrapping for Qwen multimodal configs are different config-loading bugs." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Llama4 `pad_token_id` and glm-4v-9b loading failure are separate model-loading issues with no shared code-path evidence." + "reason": "Llama4Config pad_token_id and glm-4v-9b loading failures are unrelated model-specific issues." }, { "left": "issue:43450", "right": "issue:44617", "accept": false, - "reason": "Batched video processor shape bug and SAM 3 CUDA OOM are not the same underlying issue." + "reason": "A batched video shape bug and CUDA OOM are not the same underlying issue." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage lookup error and Qwen3.5 chat crash are different runtime failures." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "A documentation inconsistency and a slow-import performance issue are not duplicates." + "reason": "Both mention Qwen3 MoE compatibility, but one is LoRA cross-version incompatibility and the other is a model-loading regression; not the same concrete bug." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Both mention Qwen3 MoE loading/version regressions, but they target different version transitions and symptoms; not enough to be the same concrete bug." + "reason": "A documentation mismatch and slow import are unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Missing `AutoImageProcessor` import and a Python version compatibility problem are different issues." + "reason": "AutoImageProcessor import failure and Python version incompatibility are different issues." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI escape handling in loading report and a wrong docstring for `position_ids` are unrelated." + "reason": "ANSI codes in loading_report and a wrong docstring for position_ids are unrelated." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model max length behavior for DeBERTa-V3 and missing `transformers.onnx` are unrelated." + "reason": "A model_max_length question and a missing transformers.onnx module are unrelated." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Load-balancing loss routing bug and D-FINE auxiliary-loss behavior are separate model-training issues." + "reason": "Both are missing-loss complaints, but they affect different models and different flags, so they are not the same bug." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A specific Nemotron Flash Attention 2 limitation and a generic Flash Attention 2 issue are too different to merge as one bug." + "reason": "A specific model not supporting Flash Attention 2 and a generic Flash Attention topic are not duplicate bugs." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Reading `position_ids` after buffer registration and Gemma-4 zero3 loading failure are unrelated." + "reason": "position_ids buffer access errors and gemma-4 loading failures are unrelated." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow import and unrecognized OLMo-Hybrid model config are not the same underlying problem." - }, - { - "left": "issue:41950", - "right": "issue:44220", - "accept": false, - "reason": "Video-classification pipeline selecting image processors and `_torch_extract_fbank_features()` are different multimodal/audio bugs." - }, - { - "left": "issue:44462", - "right": "issue:45356", - "accept": false, - "reason": "AutoTokenizer ignoring repository tokenizer.json and Kimi-K2.5 codec/regex regression are separate tokenizer problems." - }, - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "Loading-report ANSI codes and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but they involve different symbols and different dependency layers (`transformers.models...` vs `huggingface_hub`)." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Different missing imports (`Qwen2_5_VLImageProcessor` vs `HybridCache`) indicate distinct breakages and fixes." + "reason": "Slow import and unrecognized model config are unrelated issues." } ] }, @@ -10137,24 +10229,23 @@ "component_index": 2, "component_count": 16, "review_unit_index": 32, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:36246", "issue:41950", - "issue:42886", + "issue:42757", "issue:43065", "issue:43232", "issue:43257", "issue:43262", "issue:43408", "issue:43441", - "issue:43475", "issue:43526", "issue:43540", "issue:43596", @@ -10163,12 +10254,14 @@ "issue:43901", "issue:43976", "issue:44162", + "issue:44220", "issue:44242", "issue:44246", "issue:44295", "issue:44336", + "issue:44351", "issue:44451", - "issue:44466", + "issue:44485", "issue:44496", "issue:44561", "issue:44749", @@ -10182,9 +10275,7 @@ "issue:45003", "issue:45137", "issue:45200", - "issue:45229", "issue:45292", - "issue:45335", "issue:45362", "issue:45375", "issue:45459", @@ -10195,245 +10286,245 @@ "issue:45759" ], "soft_pairs": [ + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:44336|issue:44485", + "issue:36246|issue:44351", "issue:43673|issue:44561", "issue:43824|issue:43976", "issue:43976|issue:44964", - "issue:44246|issue:44871", "issue:44242|issue:44857", + "issue:44246|issue:44871", "issue:44162|issue:45200", "issue:45362|issue:45375", "issue:44295|issue:44749", - "issue:44779|issue:45292", "issue:43441|issue:43540", - "issue:45292|issue:45584", + "issue:44779|issue:45292", "issue:44877|issue:45375", + "issue:45292|issue:45584", "issue:45292|issue:45701", "issue:44987|issue:45459", "issue:43901|issue:45003", - "issue:44779|issue:45701", "issue:36246|issue:43596", "issue:41950|issue:44451", "issue:45561|issue:45563", "issue:43232|issue:44336", "issue:45375|issue:45759", "issue:43526|issue:45003", - "issue:43257|issue:45137", "issue:43065|issue:43408", + "issue:43257|issue:45137", "issue:44995|issue:45200", "issue:44496|issue:45003", - "issue:43262|issue:44246", - "issue:43475|issue:43540", - "issue:42886|issue:45229", - "issue:44466|issue:45335" + "issue:43262|issue:44246" ], - "prepared_review_unit_hash": "0a773b8fe9546dcbd45068479c7271f958cf87dd43996ec14f0575662a151d26", + "prepared_review_unit_hash": "bdc3258bef6598236cfe97fb9576a559bae27a57c668d50f5fea982738e81f85", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36729, - "estimated_input_tokens": 9183, - "estimated_eval_tokens": 18622 + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose similarity bucket of unrelated issues. The only plausible duplicate pair is the resize_token_embeddings embedding-propagation bug between the generic and T5Gemma-specific reports.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45292 is the broadest, most general report of the shared resize_token_embeddings / output embedding bug; issue:45335 looks like a model-specific manifestation.", + "summary": "Mostly a mixed cluster of distinct Transformers bugs (imports, configs, generation, model-specific regressions). None of the soft pairs look like the same underlying bug/change, so I would not merge any of them; 43824 is the strongest representative issue by signal and impact.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43824 has the strongest discussion/inbound-reference signal and is a clear, user-facing regression in model import/export behavior, making it the best anchor among this mixed set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best representative issue for tracking the underlying embedding-resize bug across models.", + "best_issue_reason": "issue:43824 is the clearest, highest-signal issue in the cluster and most suitable as the representative duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Different failures: generation cache/chunked prefill vs trust_remote_code breakage from a removed helper." + "reason": "Different subsystems: video-classification pipeline processor selection vs audio feature extraction." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but for different missing symbols and unrelated code paths." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI color handling in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2.5-VL image processor vs HybridCache." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache/chunked_prefill issue is unrelated to trust_remote_code breakage from a removed utility." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Both are import/load problems, but for different symbols and different root causes." + "reason": "Qwen2.5-VL import failure is unrelated to the Python version compatibility regression." }, { "left": "issue:43976", "right": "issue:44964", "accept": false, - "reason": "One is a Python-version compatibility issue; the other is a model-loading/config regression." + "reason": "Python version support problem vs model-loading failure for a specific checkpoint." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Completely unrelated: import-time slowness versus Gemma eos_token_id config mismatch." + "reason": "Different bugs in different model losses; no shared failing code path." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Different model paths and symptoms; load-balancing loss is not the same as an AMP crash." + "reason": "Import slowdown is unrelated to eos_token_id configuration mismatch." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "Distinct model families and bugs; ESM2 breakage is unrelated to Gemma 4 token type IDs." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific issues." }, { "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "Both mention Qwen, but one is chat/runtime failure and the other is a config field being dropped." + "reason": "Qwen3.5 chat crash and missing config field in Qwen3_5MoeVisionConfig are not the same defect." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Unrelated issues: position_ids buffer handling vs a performance regression." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Tokenizer correctness in Deepseek is not the same bug as resize_token_embeddings not updating embeddings." + "reason": "Position_ids buffer error is unrelated to the reported slow filtering after upgrade." }, { "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "Different code paths and model families: FlashAttention failure vs video-input validation." + "reason": "Ministral FlashAttention failure and Qwen3OmniMoe video-input ValueError are different code paths." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "Resize-token-embeddings bug is unrelated to Whisper empty-transcription generation." + "reason": "Tokenizer regression and resize_token_embeddings/output_embeddings mismatch are unrelated." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Different config-loading issues with different models; not the same defect." + "reason": "Strict config loading failure for granite_speech is not the same as a silently dropped Qwen3_5MoeVisionConfig field." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Token embedding resizing and tokenization changes are different problems." + "reason": "Output embedding resize bug is not the same as version-dependent tokenization changes." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a specific model and protobuf error masking are unrelated." + "reason": "Model load failure for physical-intelligence/fast is unrelated to protobuf error masking." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch in pipelines vs unsafe sys.modules access are unrelated." - }, - { - "left": "issue:44779", - "right": "issue:45701", - "accept": false, - "reason": "Both mention tokenizer behavior, but one is a Deepseek regression and the other is a version-wide tokenization change claim." + "reason": "Docs/behavior mismatch in text classification is unrelated to unsafe sys.modules access." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Different failures: Qwen2.5-VL import error vs DeepSpeed/BertModel index error." + "reason": "Qwen2.5-VL import error and DeepSpeed ZeRO3 BertModel IndexError are unrelated." }, { "left": "issue:41950", "right": "issue:44451", "accept": false, - "reason": "Video-classification pipeline processor lookup and ScandiBERT load failure are not the same bug." + "reason": "Video-classification processor lookup and ScandiBERT loading failure do not share the same code path." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "A pytest-xdist race and a stale warning in generate() are unrelated." + "reason": "xdist file-race bug is unrelated to the stale num_return_sequences warning." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs handling and ANSI output formatting are unrelated." + "reason": "Generation kwargs update bug is unrelated to terminal ANSI output handling." }, { "left": "issue:45375", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal configs, but the concrete bugs differ: missing field vs text_config unwrapping." + "reason": "Missing config field in Qwen3_5MoeVisionConfig and text_config unwrapping in AutoModelForCausalLM are different composite-model loading bugs." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Image processor label reduction bug is unrelated to sys.modules access." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Different DeepSpeed-related failures with different symptoms and code paths." + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video vs sam3_tracker warning are distinct SAM3 issues." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Both are SAM3-related, but one is a dummy layer concern and the other is a model-type warning." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the ZeRO3 deque pop error." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache in GlmMoeDsa is unrelated to Gemma 4 token type IDs." + "reason": "GlmMoeDsa stale indexer cache and Gemma 4 token-type defaults are unrelated." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading versus unsafe sys.modules access are distinct bugs." + "reason": "Unrecognized model loading and unsafe sys.modules access are different failures." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate bug is unrelated to import-time slowness." - }, - { - "left": "issue:43475", - "right": "issue:43540", - "accept": false, - "reason": "Different models and failures: missing vision-encoder attribute vs video input validation error." - }, - { - "left": "issue:42886", - "right": "issue:45229", - "accept": false, - "reason": "Tokenizer cache/offline loading and Gemma4 multi-GPU OOM are unrelated." - }, - { - "left": "issue:44466", - "right": "issue:45335", - "accept": false, - "reason": "Both mention embeddings, but one is tied-weight serialization and the other is resize_token_embeddings not propagating." + "reason": "Audio chat template sampling-rate default bug is unrelated to import-time slowdown." } ] }, @@ -10449,30 +10540,29 @@ "component_index": 2, "component_count": 16, "review_unit_index": 33, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:28282", "issue:30990", "issue:41628", "issue:42371", - "issue:42673", + "issue:42886", "issue:42994", "issue:43232", "issue:43452", "issue:43475", "issue:43482", - "issue:43525", + "issue:43540", "issue:43643", "issue:43646", "issue:43653", "issue:43673", - "issue:43704", "issue:43827", "issue:43931", "issue:44038", @@ -10482,6 +10572,7 @@ "issue:44297", "issue:44361", "issue:44368", + "issue:44466", "issue:44623", "issue:44734", "issue:44749", @@ -10490,12 +10581,12 @@ "issue:44977", "issue:44995", "issue:45003", - "issue:45081", "issue:45092", - "issue:45103", "issue:45137", + "issue:45229", "issue:45230", "issue:45310", + "issue:45335", "issue:45356", "issue:45381", "issue:45397", @@ -10507,6 +10598,9 @@ "issue:45656" ], "soft_pairs": [ + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:44466|issue:45335", "issue:44995|issue:45588", "issue:43653|issue:44162", "issue:45397|issue:45656", @@ -10522,10 +10616,10 @@ "issue:44297|issue:44623", "issue:43646|issue:44162", "issue:44361|issue:44749", + "issue:43232|issue:43673", "issue:43452|issue:45003", - "issue:43673|issue:43827", "issue:44623|issue:45656", - "issue:43232|issue:43673", + "issue:43673|issue:43827", "issue:28282|issue:30990", "issue:42994|issue:43482", "issue:44749|issue:45656", @@ -10535,247 +10629,235 @@ "issue:44038|issue:44623", "issue:42371|issue:45092", "issue:43475|issue:45381", - "issue:45081|issue:45103", - "issue:41628|issue:44933", - "issue:42994|issue:43525", - "issue:42673|issue:43704" + "issue:41628|issue:44933" ], - "prepared_review_unit_hash": "1b407101868bab82fd63f6e404e9e1b1c928d669094039fd6d901cec34c004b2", + "prepared_review_unit_hash": "6cd56be695765442c277eab541594aee39ea136de53a3acedb19218a4d191a22", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37259, - "estimated_input_tokens": 9315, - "estimated_eval_tokens": 18886 + "serialized_chars": 37130, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and does not form a single duplicate set. The only clear duplicate pair is the repeated Qwen3ForCausalLM VRAM leak report; everything else appears to be separate bugs or feature regressions.", - "confidence": 0.84, - "canonical_issue_reason": "issue:42673 is the strongest canonical issue because it is an exact title duplicate of issue:43704, is earlier, and has more discussion around the same Qwen3ForCausalLM VRAM leak in multi-dataloader-thread usage.", + "summary": "This cluster is a loose grab-bag of Transformers regressions and incompatibilities, mostly unrelated concrete bugs. The broadest and most representative issue is the v5 custom model initialization regression.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43646 is the most general, high-level regression in the set and best matches the common theme of Transformers v5 breaking model initialization paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the best representative issue in this set: it is specific, actionable, and has the clearest duplicate signal among the listed issues.", + "best_issue_reason": "issue:43646 is the best cluster representative because it is broad, user-facing, and covers a core v5 breakage rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failure modes." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and different code paths: SAM3 vision encoder attribute error vs Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings; not the same bug." + }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Different failures: stale indexer cache on second forward pass vs flash-attention crash on s_aux=None." + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to flash_attention.py crashing on sink-less models." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "Both involve model/tokenizer breakage, but the concrete bugs are unrelated: BigBird tokenizer special-token registration vs ESM2 loading/runtime failure." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different tokenizer/model bugs." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Different deepspeed-related problems: gemma-4 zero3 from_pretrained vs optimizer.step being called twice." + "reason": "Gemma-4 ZeRO3 loading and a double optimizer step under deepspeed are different DeepSpeed problems." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Both mention Qwen3.5, but one is a tied-weights warning and the other is a generation failure with flash-attention; not the same bug." + "reason": "A tied-embeddings warning in Qwen3.5 and a flash-attention generation bug are not the same underlying issue." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A repeated warning about tie_word_embeddings is not the same as a stale num_return_sequences warning in paged generate()." + "reason": "Both involve warnings, but one is a tied-weights config warning and the other is a stale num_return_sequences warning in paged generate." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Both are warning-related, but one is a false tied-weights warning and the other is a patchtsmixer post_init policy change." + "reason": "Qwen3-Next tied-weights warning vs patchtsmixer post_init policy are unrelated." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and auto_mappings CI breakage are unrelated code paths." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to removed Sam3LiteText config references in auto_mappings.py." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both are generation/cache bugs, but chunked_prefill cache handling and /v1/responses tensor indexing are different concrete failures." + "reason": "Both are generation/cache related, but chunked_prefill cache missing and /v1/responses KV indexing are distinct concrete bugs." }, { "left": "issue:45003", "right": "issue:45561", "accept": false, - "reason": "sys.modules access safety and pytest-xdist file capture races are unrelated." + "reason": "Unsafe sys.modules access is unrelated to the xdist captured_info.txt race in testing utils." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3.5 LoRA warning are different model-loading vs warning issues." + "reason": "Qwen3-VL weight-shape loading failure is not the same as a tied-embeddings warning in Qwen3.5." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Nonexistent image_utils import and tokenizer protobuf error handling are unrelated." + "reason": "A missing image_utils import and tokenizer protobuf error handling are different import/tokenizer issues." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decode crash and Kimi-K2.5 tokenizer regression are different bugs." + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer codec regression are separate tokenizer bugs." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save metadata mismatch and processor.save_pretrained missing files are separate serialization issues." + "reason": "Tokenizer save_pretrained writing the wrong tokenizer_class is distinct from processor.save_pretrained missing files." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage and ESM2 breakage are not the same underlying bug." + "reason": "Both are broad breakage reports, but ESM2 likely has its own model-specific failure mode rather than the same custom-init regression." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer task AttributeError and a performance regression after upgrading Transformers are unrelated." + "reason": "MLukeTokenizer task failures and Chinese preprocessing slowdown after upgrade are unrelated." }, { - "left": "issue:43452", - "right": "issue:45003", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "gguf_file load-path breakage and unsafe sys.modules access are distinct loading issues." + "reason": "Both touch generation internals, but sync_gpus model-kwarg updating and chunked_prefill cache handling are different code paths." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:43452", + "right": "issue:45003", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill and docs still referencing pipeline() are unrelated." + "reason": "gguf_file loading regressions and sys.modules access safety are unrelated loader issues." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Processor save_pretrained missing files and duplicate optimizer steps under deepspeed are different behaviors." + "reason": "Processor serialization and double optimizer stepping are unrelated subsystems." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43673", + "right": "issue:43827", "accept": false, - "reason": "sync_gpus generation kwargs update and chunked_prefill cache missing are different generation bugs." + "reason": "A runtime cache bug and a docs-only pipeline reference issue are not the same change or bug." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch ImportError and Sentence Transformers hanging on load are unrelated." + "reason": "PyTorch missing ImportError and Sentence Transformers hanging during load are different environment/runtime problems." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite-direction, different bugs." + "reason": "Quantized model saving failure and GGUF loading failure in v5 are separate model I/O bugs." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Filtering slowdown after upgrade and duplicate optimizer-step behavior are unrelated." + "reason": "Data filtering slowdown after upgrade is unrelated to deepspeed optimizer stepping twice." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Performance regression in data filtering and Qwen3.5-Moe from_pretrained error are different issues." + "reason": "Preprocessing slowdown and Qwen3.5 MoE from_pretrained error are different regressions." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 vision encoder missing attribute and trust_remote_code missing config fields are different missing-field problems." + "reason": "SAM3 video attribute error and trust_remote_code AutoConfig field loss are unrelated." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report and gemma-4 zero3 from_pretrained are not the same bug." + "reason": "A generic bug report is not the same as the Gemma-4 ZeRO3 loading issue." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe v5 breakage and processor.save_pretrained missing files are unrelated." + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are unrelated." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API settings guidance and InternVL2 meta-init incompatibility are unrelated." + "reason": "TF32 API-settings documentation and InternVL2 meta-init incompatibility are unrelated." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM 3 video missing attribute and Qwen2.5-VL wrong vision_position_ids are different multimodal bugs." - }, - { - "left": "issue:45081", - "right": "issue:45103", - "accept": false, - "reason": "Mistral regex patch crash and auto_docstring future-annotations crash are unrelated." + "reason": "Different video-related bugs in different models; no shared underlying code-path is evident." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "AutoImageProcessor import failure and a different nonexistent image_utils import are not the same concrete issue." - }, - { - "left": "issue:42994", - "right": "issue:43525", - "accept": false, - "reason": "Quantized saving failure and Llama4Config missing pad_token_id are different model/config problems." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same title and same underlying bug: Qwen3ForCausalLM VRAM leak when used in multiple dataloader threads." - }, - { - "left": "issue:43673", - "right": "issue:43827", - "accept": false, - "reason": "Repeated pair in the input set would still be unrelated generation cache bug vs docs cleanup." + "reason": "Cannot import AutoImageProcessor and missing image_utils import are separate import-path breakages, not one bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The summary is conservative and matches the packet: the only clearly duplicate pair is issue:42673 / issue:43704, which have identical titles, earlier/later timestamps, and the same VRAM-leak description. The soft-edge rejections are appropriately cautious and do not overclaim duplication." - }, - "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 }, @@ -10784,13 +10866,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 34, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:30333", "issue:30990", @@ -10800,6 +10882,7 @@ "issue:41628", "issue:42175", "issue:42222", + "issue:42673", "issue:42831", "issue:42898", "issue:42994", @@ -10807,13 +10890,13 @@ "issue:43278", "issue:43377", "issue:43475", + "issue:43525", + "issue:43704", "issue:43723", "issue:43784", "issue:43824", - "issue:43874", "issue:43901", "issue:44038", - "issue:44060", "issue:44188", "issue:44222", "issue:44242", @@ -10824,24 +10907,25 @@ "issue:44623", "issue:44661", "issue:44734", - "issue:44779", "issue:44792", "issue:44964", - "issue:45092", + "issue:45081", "issue:45103", - "issue:45125", "issue:45137", "issue:45200", "issue:45310", "issue:45356", "issue:45375", - "issue:45405", "issue:45478", "issue:45561", "issue:45600", - "issue:45712" + "issue:45712", + "issue:45812" ], "soft_pairs": [ + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:42673|issue:43704", "issue:43475|issue:44661", "issue:45375|issue:45478", "issue:45310|issue:45375", @@ -10851,257 +10935,257 @@ "issue:44222|issue:45310", "issue:42994|issue:43824", "issue:43377|issue:44242", - "issue:36010|issue:41628", "issue:42175|issue:45712", + "issue:36010|issue:41628", "issue:44038|issue:45310", - "issue:44964|issue:45137", "issue:44496|issue:45561", + "issue:44964|issue:45137", "issue:45561|issue:45600", - "issue:42898|issue:44568", "issue:30990|issue:35141", "issue:43901|issue:45561", + "issue:42898|issue:44568", "issue:43232|issue:44792", "issue:43232|issue:44188", + "issue:42898|issue:45812", "issue:44188|issue:44373", - "issue:43278|issue:45137", "issue:43784|issue:43824", + "issue:43278|issue:45137", "issue:44623|issue:45310", "issue:30333|issue:33290", "issue:44734|issue:45103", "issue:43723|issue:44568", - "issue:42898|issue:45356", - "issue:44060|issue:45125", - "issue:42898|issue:44779", - "issue:43874|issue:45092", - "issue:45405|issue:45712" + "issue:42898|issue:45356" ], - "prepared_review_unit_hash": "8bb6a302683a11ad6074122fc6fd21451325736939ef9299c6e2a24e8086e16c", + "prepared_review_unit_hash": "6f3c1c1ae2dd4f60db6c41413d5bbc322ba4df79d5a615a44baf5e34146c0b04", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37311, - "estimated_input_tokens": 9328, - "estimated_eval_tokens": 18912 + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a collection of unrelated bug reports; none of the soft pairs look like true duplicates of the same concrete issue, so all soft edges are rejected. If one issue must represent the cluster, issue:43824 is the strongest candidate due to the highest activity and a clear reproducible import failure.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43824 has the strongest support in this set (high discussion and inbound references) and is a concrete, well-scoped bug report, making it the best representative issue.", + "summary": "Mostly a heterogeneous issue cluster with two clear duplicate subclusters: Qwen3ForCausalLM VRAM leak and Qwen3.5 MoE from_pretrained errors. The rest are similar-looking but distinct regressions/import errors/docs issues, so they should not be merged.", + "confidence": 0.7, + "canonical_issue_reason": "issue:42673 is the strongest canonical candidate: it is the earlier, more active copy of the exact same VRAM-leak report as issue:43704, with a clearer duplicate signal than the rest of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the most central and well-documented issue among otherwise unrelated reports, so it is the best issue choice overall.", + "best_issue_reason": "issue:42673 is the best single issue in this set because it is an exact duplicate pair with a later clone (issue:43704) and has the strongest standalone discussion/reference activity. It is still only a partial representative of the broader heterogeneous cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different bugs: Mistral tokenizer regex crash vs auto-docstring annotation handling crash." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Different failures: quantized save_pretrained vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact bug/title: Qwen3ForCausalLM VRAM leak in multi-threaded dataloader use." + }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "Different failures: a SAM 3 VisionEncoderOutput attribute error vs. a tokenizer-mapping add-new-model-like failure." + "reason": "Different code paths: missing Sam3VisionEncoderOutput attribute vs add-new-model-like tokenizer mapping failure." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Same model family, but the bugs are different: missing vision config field vs. a from_pretrained error in Qwen3.5 MoE." + "reason": "Same model family, but the reported problems differ: missing config field vs from_pretrained error; not enough to treat as one bug." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is a from_pretrained failure and the other is a missing config field in the vision config." + "reason": "Different underlying issues: from_pretrained regression vs config-field omission/silent drop." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained failure." + "reason": "Different bugs: accuracy drift with FineGrainedFP8 vs save_pretrained failure for FP8 MoE." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Unrelated model families and symptoms: broken vitpose models vs. Gemma 4 token-type defaults for text-only fine-tuning." + "reason": "Different models and symptoms; not the same underlying defect." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different code paths." + "reason": "Both are import errors, but for different symbols and likely different breakages." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "Different concrete bugs: FP8 MoE save_pretrained vs. Qwen3.5 MoE from_pretrained loading." + "reason": "Saving FP8 MoE vs loading Qwen3.5 MoE are different concrete code paths." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "A quantized model save failure is not the same as an import error for a specific Qwen2.5 VL class." + "reason": "Unrelated issues: quantized saving failure vs missing Qwen2_5_VL import." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Different subsystems and failures: MIMI batching/padding-mask behavior vs. MoE load-balancing loss computation." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Different missing imports: GenerationMixin vs. AutoImageProcessor." + "reason": "Different model behavior bugs: batched padding-mask mismatch vs router loss omission." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Both touch packaging/availability, but one is missing tensorflow in torch extras and the other is leftover dummy classes in the no-torch path." + "reason": "Different areas: backend dependency packaging vs leftover dummy class cleanup." }, { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Related Qwen3 model family, but the reports describe different failures and different model variants." + "reason": "Both are import regressions, but for different APIs and failure modes." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "Completely different bugs: a multimodal model loading failure vs. a DeepSpeed ZeRO3 deque error." + "reason": "Related Qwen model/version regressions, but not the same concrete bug." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrelated: model config/model_type resolution vs. a pytest-xdist file race." + "reason": "Unrecognized model/config issue vs xdist file race; unrelated." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Different issues: test-worker file contention vs. stale auto_mappings references breaking CI." + "reason": "Different subsystems entirely: multimodal model loading vs DeepSpeed ZeRO3 deque error." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Both are tokenizer behavior regressions in v5, but they affect different behaviors and tokenizers." + "reason": "Different failures: xdist capture-file race vs stale auto_mappings references." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformer loading hang and token-embedding resize reinit are unrelated." + "reason": "Completely different bugs: loading hang vs token-embedding reinit on resize." }, { "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "Documentation mismatch for TextClassificationPipeline is unrelated to the xdist captured_info.txt race." + "reason": "Docs mismatch vs test utility race; not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different behaviors and models." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Different code paths: generation kwargs update after sync_gpus vs. a janus image-generation test failure." + "reason": "Generation kwargs bug vs a Janus model test failure; no concrete match." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation bookkeeping bug and attention-kernel divergence under torch.compile are not the same defect." + "reason": "Different generation/attention code paths and symptoms." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "A kernel branching bug is unrelated to a docstring typo for position_ids." + "reason": "Different tokenizer regressions affecting different models and behaviors." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Embedding dtype drift during evaluation is unrelated to the DeepSpeed ZeRO3 deque error." + "reason": "Attention-kernel divergence vs docstring typo; unrelated." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols and different package interactions." + "reason": "Both are import errors, but for different packages/symbols and likely unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different issues: dtype change during eval vs DeepSpeed deque underflow." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is a serialization bug, not the Qwen3.5 MoE from_pretrained error." + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to an Adafactor/DeepSpeed OOM." + "reason": "MLFlow reporting failure is unrelated to an Adafactor OOM in DeepSpeed." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Different failures: serving KV-cache continuation indexing vs. auto_docstring annotation handling." + "reason": "KV cache continuation crash vs auto-docstring annotation crash; unrelated." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both relate to tokenizer behavior in v5, but they are different concrete regressions affecting different APIs." + "reason": "Both involve tokenizer changes in v5, but they are different concrete bugs." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior vs. Kimi-K2.5 codec handling." - }, - { - "left": "issue:44060", - "right": "issue:45125", - "accept": false, - "reason": "Both involve Qwen3.5 MoE, but one is a tied-weights warning and the other is a missing tensor-parallel plan." - }, - { - "left": "issue:42898", - "right": "issue:44779", - "accept": false, - "reason": "Different tokenizer problems with different models and symptoms." - }, - { - "left": "issue:43874", - "right": "issue:45092", - "accept": false, - "reason": "Different multimodal/model-init issues: missing image-patch helper vs. remote-code checkpoint/meta-init incompatibility." - }, - { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "A dependency version bump problem is unrelated to dummy classes leaking into dir(transformers)." + "reason": "Different tokenizer regressions; not the same underlying defect." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and appropriately conservative. The canonical choice of issue:42673 is supported by the exact title match and higher discussion activity relative to issue:43704. The soft-edge verdicts consistently stay on the cautious side, using the packet\u2019s titles to distinguish likely different bugs, and the only accepted pair is the clearly identical VRAM-leak report. The summary also matches the packet\u2019s mixed cluster structure without overclaiming mergeability." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11110,32 +11194,31 @@ "component_index": 2, "component_count": 16, "review_unit_index": 35, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:28282", "issue:30333", - "issue:30990", "issue:34689", "issue:35141", "issue:36331", - "issue:38175", "issue:41628", "issue:42175", "issue:42757", "issue:42831", "issue:42898", - "issue:43295", "issue:43479", "issue:43644", "issue:43723", "issue:43873", + "issue:43874", "issue:43976", + "issue:44060", "issue:44079", "issue:44188", "issue:44206", @@ -11152,27 +11235,31 @@ "issue:44485", "issue:44514", "issue:44623", + "issue:44779", "issue:44869", "issue:44871", - "issue:44913", "issue:44933", "issue:44945", "issue:44964", "issue:44977", "issue:45092", "issue:45103", + "issue:45125", "issue:45310", - "issue:45357", + "issue:45405", "issue:45406", "issue:45656", "issue:45712" ], "soft_pairs": [ + "issue:44060|issue:45125", + "issue:43874|issue:45092", + "issue:45405|issue:45712", + "issue:42898|issue:44779", "issue:42898|issue:44448", "issue:43479|issue:44079", "issue:44188|issue:44964", "issue:44295|issue:45656", - "issue:42898|issue:43295", "issue:44933|issue:45712", "issue:42175|issue:44933", "issue:44222|issue:44297", @@ -11180,268 +11267,265 @@ "issue:44297|issue:45656", "issue:43479|issue:44869", "issue:44206|issue:45103", - "issue:42831|issue:44623", "issue:44222|issue:44623", + "issue:42831|issue:44623", "issue:30333|issue:36331", "issue:41628|issue:42757", "issue:30333|issue:34689", + "issue:44297|issue:45310", "issue:43723|issue:44977", "issue:28282|issue:30333", - "issue:44297|issue:45310", "issue:30333|issue:35141", "issue:44222|issue:44484", - "issue:44263|issue:44360", "issue:44483|issue:45406", - "issue:44263|issue:45092", "issue:43873|issue:44945", - "issue:44373|issue:44485", + "issue:44263|issue:45092", + "issue:44263|issue:44360", "issue:44514|issue:45103", + "issue:44373|issue:44485", "issue:43479|issue:43644", "issue:44295|issue:44623", - "issue:43723|issue:44871", - "issue:45092|issue:45357", "issue:44261|issue:45092", - "issue:43479|issue:44913", - "issue:30990|issue:38175" + "issue:43723|issue:44871" ], - "prepared_review_unit_hash": "eddab6edd75b86aab8539e17c8d9e87c54865fb8b511ddc4e6821c8ee3ee452d", + "prepared_review_unit_hash": "e1a45c55f31d8987eb0e07458212ced58b8bfb33cbebe23956295f7224212bbb", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38054, - "estimated_input_tokens": 9514, - "estimated_eval_tokens": 19284 + "serialized_chars": 38122, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers issues around loading/saving, config serialization, processor/tokenizer behavior, and a few unrelated training/runtime bugs. I don\u2019t see any soft pair that is clearly the same underlying defect, so no duplicate merges are justified.", - "confidence": 0.27, - "canonical_issue_reason": "If a single representative is needed, issue 44297 is the most central of the serialization-related subset: it is specific, reproducible, and closest to several save/load-related complaints. Still, the cluster is too heterogeneous for a true canonical duplicate.", + "summary": "These items are not duplicates of one another. They span many unrelated Transformers regressions and support issues: imports/install extras, trainer behavior, tokenizer/save_pretrained bugs, multimodal processor/config issues, quantization/offloading, and version-specific v5 regressions. Similarity is mostly superficial because many titles mention the same package, version, or API surface.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 44297 is the best standalone anchor because it is concrete and sits at the intersection of the strongest soft-similarity links, but it should be treated as a thematic representative rather than a confirmed duplicate hub.", + "best_issue_reason": "Issue 44297 is the cleanest anchor: it describes a concrete, self-contained regression in tokenizer.save_pretrained with a specific observable mismatch and likely a focused fix.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen-related, but one is a tied-weights warning and the other is a missing _tp_plan for tensor parallelism; different code paths and fixes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method vs remote-code checkpoint/meta-init incompatibility; not the same underlying bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "One is a dependency version bump problem, the other is cleanup of leftover dummy classes; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenization in v5, but one is a clean-up flag behavior change and the other is a DeepSeek tokenizer correctness bug." + }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both mention v5 output behavior changes, but one is tokenizer cleanup behavior and the other is Pegasus output drift; not the same code-path bug." + "reason": "Both report v5 output changes, but the symptoms and likely causes are model- and tokenizer-specific, not one shared defect." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Multimodal config initialization with None is unrelated to ModelOutput key assignment semantics." + "reason": "Multimodal config default initialization vs ModelOutput key assignment; completely different components." }, { "left": "issue:44188", "right": "issue:44964", "accept": false, - "reason": "Attention-kernel branching under torch.compile is unrelated to a Phi-4 multimodal loading failure." + "reason": "torch.compile attention-kernel divergence is unrelated to a Phi-4 multimodal load failure." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "A position_ids buffer read error is not the same as a double optimizer-step bug under deepspeed." - }, - { - "left": "issue:42898", - "right": "issue:43295", - "accept": false, - "reason": "Both are regressions, but cleanup_spaces and processor.tokenizer/image handling are different failure modes and code paths." + "reason": "Reading a registered buffer and a double optimizer-step under deepspeed are unrelated failures." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both touch exports/imports, but one is a missing image_utils import and the other is dummy PT stubs leaking into the public API." + "reason": "One is a missing import/export from image_utils; the other is stale dummy classes in dummy_pt_objects.py." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend packaging for pip extras is unrelated to an import-export issue in image_utils." + "reason": "Package extra/backend inclusion issue vs missing image_utils import; different problem and fix." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MoE model saving and the other is tokenizer config metadata; different artifacts and bugs." + "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other is tokenizer class metadata mismatch; not the same bug." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "A Python version compatibility issue is unrelated to a missing import from image_utils." + "reason": "Python-version compatibility regression is unrelated to a missing import from image_utils." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer config mismatch on save is unrelated to an optimizer-step duplication problem." + "reason": "Tokenizer serialization metadata vs deepspeed optimizer stepping; no shared underlying code path." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config defaults and Whisper word-timestamp decoding are unrelated." + "reason": "Phi4MultimodalConfig initialization issue vs Whisper word-timestamp decode crash; unrelated." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "A feature regression in LasrFeatureExtractor is unrelated to an auto-docstring crash from future annotations." + "reason": "Unsupported feature-extractor argument is unrelated to the auto_docstring annotations crash." }, { - "left": "issue:42831", + "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy issues and processor.save_pretrained missing files are different problems." + "reason": "FP8 MoE save_pretrained issue vs processor save_pretrained missing files; both serialization-related but different objects and symptoms." }, { - "left": "issue:44222", + "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Both mention saving, but model FP8 save_pretrained and processor.save_pretrained file omission are not the same bug." + "reason": "Accuracy regression in FineGrainedFP8 is not the same as missing files in processor.save_pretrained." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLFlow reporting on failed jobs is unrelated to a Trainer compute_loss signature regression." + "reason": "MLFlow reporting of failed jobs and an unexpected Trainer compute_loss kwarg are unrelated." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Missing AutoImageProcessor and missing is_offline_mode are separate import breakages in different modules." + "reason": "AutoImageProcessor import failure vs is_offline_mode import failure; different missing symbols and dependency breakage." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLFlow job reporting and Llama 3.2 model-loading breakage do not share a concrete code path." + "reason": "MLFlow status reporting and Llama 3.2 Vision model loading regression do not match." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata bug vs Qwen3.5 MoE from_pretrained error; different subsystem and failure mode." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are different subsystems." + "reason": "Tokenizer loading regression in v5 is unrelated to flash-attention generation issues." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "A missing PyTorch ImportError and MLFlow reporting for failed training jobs are unrelated." - }, - { - "left": "issue:44297", - "right": "issue:45310", - "accept": false, - "reason": "Both are serialization/load regressions, but tokenizer_class mismatch and Qwen3.5 MoE from_pretrained failure are not the same defect." + "reason": "Missing PyTorch for AutoModel import is unrelated to MLFlow job reporting." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Failed-job MLFlow reporting and embedding reinitialization in post_init are unrelated." + "reason": "Training-job reporting and embedding-resize reinitialization are different bugs." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 model save_pretrained behavior is unrelated to the max_shard_size default question." + "reason": "FP8 serialization bug vs save_pretrained shard-size default question; not duplicates." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "A torch.split return-value issue in one indexer is not the same as a missing ReLU in another." + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are different failures." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "An API request rejection in v5.3 is unrelated to Gemma4Processor missing _tokenizer during serve." + "reason": "Quantization offloading issue is not the same as pipeline-parallelism output corruption." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "A DSA indexer torch.split bug is unrelated to remote-code checkpoint incompatibility with meta init." + "reason": "GlmMoeDsaIndexer torch.split issue vs remote-code checkpoint/meta-init incompatibility; unrelated." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Quantization offloading behavior and pipeline-parallel output correctness are different runtime problems." + "reason": "Both mention DSA indexer, but one is about split return values and the other about a missing ReLU; distinct bugs." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "A docstring error for position_ids is not the same as a RoPE implementation issue." + "reason": "Batched chat-template crash and auto_docstring annotations crash are unrelated." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "A batched chat-template crash and an auto-docstring AttributeError are unrelated." + "reason": "Docstring correction for position_ids is not the same as GLM-5 RoPE implementation behavior." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Multimodal config default handling is unrelated to non-persistent buffer initialization junk." + "reason": "Default multimodal config initialization vs non-persistent buffer junk fill; different code paths." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Reading a registered buffer and missing processor save files are different serialization problems." - }, - { - "left": "issue:43723", - "right": "issue:44871", - "accept": false, - "reason": "Tokenizer loading in v5 and eos_token_id configuration inconsistency are not the same issue." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Remote-code meta-init incompatibility and incorrect visual encoder keys on save_pretrained are related only loosely by model loading, not by the same bug." + "reason": "position_ids buffer read error and missing processor save files are different bugs." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "A precision error from missing rms_norm_eps is unrelated to meta-init incompatibility for old checkpoints." - }, - { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "Both involve config persistence, but None-handling in a multimodal config and rotary_pct reset on reload are different fields and code paths." + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to remote-code checkpoint meta-init incompatibility." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "Sentence Transformers loading stalls and SIGLIP2 zero probabilities are unrelated model/runtime problems." + "reason": "Tokenizer loading regression in v5 is not the same as inconsistent eos_token_id configuration." } ] }, @@ -11457,18 +11541,20 @@ "component_index": 2, "component_count": 16, "review_unit_index": 36, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:22355", "issue:28282", "issue:30990", "issue:33357", + "issue:38175", + "issue:39401", "issue:41628", "issue:42371", "issue:42757", @@ -11477,11 +11563,9 @@ "issue:42907", "issue:42994", "issue:43066", - "issue:43116", "issue:43122", "issue:43232", - "issue:43408", - "issue:43475", + "issue:43479", "issue:43576", "issue:43723", "issue:43756", @@ -11491,42 +11575,45 @@ "issue:44038", "issue:44060", "issue:44117", - "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44360", "issue:44373", "issue:44442", - "issue:44485", "issue:44514", "issue:44521", + "issue:44568", "issue:44704", - "issue:44743", "issue:44779", + "issue:44913", "issue:44945", - "issue:45200", + "issue:45092", "issue:45245", "issue:45278", "issue:45290", "issue:45310", + "issue:45357", "issue:45593", "issue:45600", "issue:45753" ], "soft_pairs": [ + "issue:45092|issue:45357", + "issue:43479|issue:44913", + "issue:30990|issue:38175", "issue:22355|issue:28282", "issue:42886|issue:42994", "issue:41628|issue:43824", "issue:42831|issue:45310", + "issue:39401|issue:44568", "issue:44263|issue:44373", "issue:44945|issue:45753", "issue:42831|issue:44038", "issue:42757|issue:45278", "issue:43576|issue:43784", "issue:42886|issue:43066", - "issue:44117|issue:44704", "issue:43232|issue:45593", + "issue:44117|issue:44704", "issue:42371|issue:44263", "issue:43756|issue:44060", "issue:30990|issue:33357", @@ -11535,232 +11622,214 @@ "issue:43122|issue:44514", "issue:44295|issue:44297", "issue:43232|issue:45245", + "issue:43784|issue:45600", "issue:43723|issue:44779", "issue:43723|issue:44442", - "issue:43784|issue:45600", - "issue:43122|issue:44521", "issue:42907|issue:43937", - "issue:44261|issue:44373", - "issue:41628|issue:45278", - "issue:43408|issue:43475", - "issue:44360|issue:44485", - "issue:43232|issue:44743", - "issue:43116|issue:45200" + "issue:43122|issue:44521" ], - "prepared_review_unit_hash": "2bae3e6c3cce5a150a630b0ed494c7cafac813c167e8de5f00a86d26a518588c", + "prepared_review_unit_hash": "79e720d994e3b8a1e8e4a1c36af3f0b426b89b3fbc6755d36dc66c23b04976da", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36499, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35335, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of transformer v5-era regressions and import/tokenizer issues, but the soft pairs are still too heterogeneous to treat as duplicates. I would keep one broad tokenizer-loading regression as the representative issue, but reject all soft edges.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43723 is the best representative because it is a broad, concrete v5 tokenizer-loading failure centered on `AutoTokenizer.from_pretrained`, which sits near several of the other tokenizer/import regressions in this cluster.", + "summary": "This cluster is mostly a loose set of unrelated Transformers issues, with only weak topical similarity in a few tokenizer/import-regression reports. I do not see any true duplicate pairs among the soft edges.", + "confidence": 0.48, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set, covering multiple import regressions after upgrading to v5; it is the closest thing to a cluster representative, though the cluster is still heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the strongest cluster anchor: it is specific enough to be actionable, yet broad enough to cover the common tokenizer-loading regression theme better than the narrower one-off reports.", + "best_issue_reason": "Issue 45278 best represents the only recurring high-level theme here (v5 import failures), but it should be treated as a broad representative rather than a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a v5 meta-init incompatibility and the other is a save_pretrained key-mapping regression; different bugs." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different models and code paths: default multimodal config initialization vs GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated symptoms and subsystems: Sentence Transformers loading hang vs zero probabilities for a SigLIP2 model." + }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Different failure modes: missing `transformers.onnx` module vs missing PyTorch for `AutoModel`." + "reason": "Different import failures: missing transformers.onnx module vs AutoModel complaining PyTorch is absent." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are unrelated code paths." + "reason": "Offline cache loading for tokenizers is unrelated to quantized model saving failures." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different model APIs." + "reason": "Both are import errors, but for different missing symbols and different model families; not the same bug." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is unrelated to the Qwen3.5-Moe `from_pretrained` error." + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5-Moe from_pretrained errors." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers, but offset_mapping is a different failure mode from add_special_tokens/BOS-EOS behavior." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A runtime bug in `torch.split` is not the same as a wrong docstring." + "reason": "A runtime torch.split issue in a model component is unrelated to a docstring typo." }, { "left": "issue:44945", "right": "issue:45753", "accept": false, - "reason": "Pipeline parallelism output corruption and a Qwen3_5 image-specific loop are different bugs." + "reason": "Pipeline-parallel output corruption and a specific-image infinite loop are distinct inference bugs." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different models and symptoms: FP8 accuracy vs Qwen3-VL import/runtime bug." + "reason": "Different models and problems: FP8 accuracy vs Qwen3-VL-Moe v5 incompatibility." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "One is a specific missing import from `huggingface_hub`; the other is a broad post-upgrade import report." + "reason": "42757 is a single missing import from huggingface_hub; 45278 is a broad report about many import errors, not the same concrete bug." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "`transformers env` is broken, while the other is a `NameError` during sentence-transformers import." + "reason": "A broken CLI env command and a NameError during sentence-transformers import are different regressions." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizers, but cache/offline loading is not the same as wrong decoder type in v5." + "reason": "Offline tokenizer cache loading does not match a tokenizer decoder-type mismatch in v5." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "`TOKENIZER_MAPPING_NAMES` returning `None` and `AutoProcessor` not forwarding kwargs are different bugs." + "reason": "Generation kwargs synchronization and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES handling and AutoProcessor cached_file kwargs are different loader bugs." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 API guidance and a `torch.split` indexing bug do not match." + "reason": "TF32 settings guidance and a torch.split return-value issue have no overlap in code path." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Smollm3 RoPE-layer issue and Qwen3-Next tied-weights warning are different model-specific problems." + "reason": "Smollm3 RoPE-layer truncation and Qwen3-Next tied-weights warnings are unrelated model/config issues." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Sentence-transformers loading stall and a MacOS bus error with CLIP are not the same underlying bug." + "reason": "A loading hang and a macOS bus error on a CLIP community model are different failures." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "`AutoProcessor.from_pretrained` kwargs handling and chat-template tool-call crashes are separate code paths." + "reason": "AutoProcessor argument forwarding and chat-template crashes with tool calls are separate code paths." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Quantized model saving failure and pipeline-parallelism output errors are unrelated." + "reason": "Quantized/dequantized save issues are unrelated to incorrect outputs under pipeline parallelism." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenizer behavior changed between versions, but the batched chat-template crash is a different failure mode." + "reason": "Tokenizer-version output drift and batched apply_chat_template crashes are distinct problems." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "A buffer-read error on `position_ids` is distinct from a tokenizer class mismatch in saved config." + "reason": "Reading a registered buffer and save_pretrained writing the wrong tokenizer_class are different bugs." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation state update after `sync_gpus` has nothing to do with category-count limits." + "reason": "Generation after sync_gpus is unrelated to the 2^24 category-limit runtime error." }, { - "left": "issue:43723", - "right": "issue:44779", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "Both are v5 tokenizer regressions, but one is loading/import failure and the other is incorrect tokenization output." + "reason": "Missing nn during import and stale auto_mappings references are different breakages." }, { "left": "issue:43723", - "right": "issue:44442", - "accept": false, - "reason": "`AutoTokenizer` load failure and FastSpeech2Conformer tokenizer loading failure are different registration issues." - }, - { - "left": "issue:43784", - "right": "issue:45600", + "right": "issue:44779", "accept": false, - "reason": "Sentence-transformers import `NameError` and Sam3LiteText auto-mapping CI breakage are unrelated." + "reason": "Both concern tokenizer loading/regressions, but one is a load failure and the other is incorrect tokenization output; not the same concrete bug." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "Tokenization differences and zeroed assistant masks in multimodal chat templates are different bugs." + "reason": "These are separate AutoTokenizer failures affecting different tokenizer classes and symptoms." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Saving a dequantized model and invalid `GenerationConfig` validation are unrelated." - }, - { - "left": "issue:44261", - "right": "issue:44373", - "accept": false, - "reason": "Missing `rms_norm_eps` in MLA config and a wrong docstring for `position_ids` are not the same bug." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "A single missing import and a broad upgrade-wide import regression are not a duplicate pair." - }, - { - "left": "issue:43408", - "right": "issue:43475", - "accept": false, - "reason": "Same SAM 3 area, but different problems: model-type warning vs missing attribute on output object." - }, - { - "left": "issue:44360", - "right": "issue:44485", - "accept": false, - "reason": "DSA indexer activation choice and GLM-5 RoPE implementation are unrelated." - }, - { - "left": "issue:43232", - "right": "issue:44743", - "accept": false, - "reason": "Generation kwargs handling and recurrent-state reset in modular Qwen3.5 are different code paths." + "reason": "Model save failures and invalid GenerationConfig are unrelated." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Multi-label classification example behavior and Gemma 4 token-type defaults are unrelated." + "reason": "Tokenization drift and all-zero assistant masks in multimodal chat templates are different issues." } ] }, @@ -11776,13 +11845,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 37, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:22355", "issue:28218", @@ -11790,317 +11859,289 @@ "issue:30990", "issue:36296", "issue:39401", + "issue:41628", "issue:42222", "issue:42371", "issue:42757", - "issue:42831", "issue:42907", - "issue:43064", "issue:43066", "issue:43116", "issue:43122", + "issue:43232", + "issue:43408", "issue:43441", "issue:43452", - "issue:43493", - "issue:43673", + "issue:43475", "issue:43784", "issue:43824", - "issue:43825", "issue:43874", "issue:43937", "issue:43976", "issue:43992", "issue:44038", - "issue:44075", "issue:44222", + "issue:44261", "issue:44295", "issue:44297", "issue:44351", + "issue:44360", + "issue:44373", "issue:44485", "issue:44488", "issue:44521", "issue:44625", "issue:44704", + "issue:44743", "issue:44779", "issue:44829", - "issue:44936", "issue:44964", "issue:44977", - "issue:45083", + "issue:45200", "issue:45216", + "issue:45278", "issue:45446", - "issue:45478", - "issue:45563", - "issue:45753" + "issue:45478" ], "soft_pairs": [ + "issue:43408|issue:43475", + "issue:41628|issue:45278", + "issue:44261|issue:44373", + "issue:44360|issue:44485", + "issue:43232|issue:44743", + "issue:43116|issue:45200", "issue:44625|issue:44829", "issue:29127|issue:30990", - "issue:43122|issue:44779", "issue:42907|issue:44964", + "issue:43122|issue:44779", "issue:44038|issue:44297", - "issue:42907|issue:43452", "issue:44038|issue:44295", + "issue:42907|issue:43452", "issue:39401|issue:44488", "issue:36296|issue:43116", "issue:43824|issue:44351", "issue:44038|issue:44222", - "issue:43066|issue:44779", "issue:39401|issue:44521", - "issue:22355|issue:28218", "issue:45216|issue:45478", "issue:42757|issue:44351", + "issue:22355|issue:28218", + "issue:43066|issue:44779", "issue:43122|issue:44977", - "issue:43992|issue:44704", - "issue:43784|issue:45446", "issue:42907|issue:44222", + "issue:43784|issue:45446", + "issue:43992|issue:44704", "issue:43937|issue:44485", "issue:42222|issue:43441", "issue:43976|issue:45446", - "issue:42371|issue:43874", - "issue:44075|issue:44936", - "issue:43493|issue:45753", - "issue:42831|issue:45753", - "issue:43116|issue:43825", - "issue:44038|issue:45478", - "issue:44222|issue:45478", - "issue:43116|issue:43493", - "issue:43064|issue:43673", - "issue:45083|issue:45446", - "issue:43937|issue:45563" + "issue:42371|issue:43874" ], - "prepared_review_unit_hash": "b96dcd1d307b5698630cfa6f662cf9dbd5a22b3abf3a393be358a69349b2d2a5", + "prepared_review_unit_hash": "9672fe689458ff9cc908972b0592d52008cf1580e4d3d2eb5b6ebf8dcca241a9", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37417, - "estimated_input_tokens": 9355, - "estimated_eval_tokens": 18966 + "soft_pair_count": 30, + "serialized_chars": 36250, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of unrelated Transformers issues. The soft-similarity pairs mostly share broad themes like tokenization, loading, training, or import errors, but they do not look like the same concrete underlying bug/change.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue fits the cluster: the items span unrelated failures across tokenization, model loading, training, multimodal processing, and API/import regressions.", + "summary": "This cluster is mostly a heterogeneous mix of Transformers bug reports across tokenization, model loading/saving, generation, and import regressions. The soft-similarity pairs usually share a subsystem or model family, but not the same concrete underlying bug, so I would not merge them as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set: it describes multiple import failures after upgrading across versions, which makes it the best fit as a representative cluster anchor among these mostly import/model-regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44779 is the clearest concrete regression-style report among the set, but only as a representative issue; it is not a true duplicate hub for the whole cluster.", + "best_issue_reason": "Issue 45278 is the strongest global representative because it frames a broad, user-visible regression with upgrade impact and can subsume nearby import-related reports better than the more narrow model-specific or example-script issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 video related, but one is a model-type/config warning and the other is a missing attribute on encoder output; different code paths and fixes." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both concern imports after upgrade, but 41628 is a specific AutoImageProcessor import failure while 45278 is a broad multi-import regression; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config bug in MLA q_a_layernorm is unrelated to a docstring issue for position_ids." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation state handling, but one is sync_gpus/_update_model_kwargs_for_generation and the other is recurrent-state reset with cache; different concrete defects." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label classification output is unrelated to Gemma 4 mm_token_type_ids defaults." + }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "One is a Qwen3.5 num_labels propagation bug; the other is a flash_attention_3 training degeneration issue. Different code paths and symptoms." + "reason": "Qwen3.5 num_labels propagation is a config bug, while flash_attention_3 degenerate training is a training-kernel behavior bug." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Sentence-Transformers loading hang are unrelated problems." + "reason": "LayoutLMv3 box-clarity/error-message issue is unrelated to Sentence Transformers loading stalling." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is a general version-to-version tokenization difference and the other is a DeepSeek-specific regression. Too broad to call the same bug." + "reason": "Saving dequantized Ministral/Devstral checkpoints and loading Phi-4 multimodal-instruct are different model-specific failures." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models is a different failure from loading Phi-4 multimodal." + "reason": "Both are tokenizer regressions in v5, but one is generic tokenization drift and the other is Deepseek-specific incorrect results; not clearly the same bug." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe import/runtime issue versus tokenizer_class mismatch on save_pretrained; not the same failure." + "reason": "Qwen3-VL-Moe runtime bug and tokenizer_class metadata mismatch in save_pretrained are different issues." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Model save/dequantization failure and gguf_file load breakage are distinct loading/saving paths." + "reason": "Qwen3-VL-Moe behavior and position_ids buffer reading are unrelated code paths." }, { - "left": "issue:44038", - "right": "issue:44295", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Qwen3-VL-Moe bug and position_ids buffer read error are unrelated." + "reason": "Saving dequantized models and gguf_file loading via from_pretrained are both I/O-related, but they are not the same underlying failure." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug and loading cjvt/sleng-bert are different tokenizer/model-loading issues." + "reason": "Both are tokenizer-related, but one is Qwen3 offset_mapping and the other is loading cjvt/sleng-bert; different bugs." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and multi-label classification example failure are unrelated." + "reason": "Tensor-parallel training and example-script classification output are unrelated." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Qwen2.5-VL import failure and HybridCache import failure are separate missing-symbol regressions." + "reason": "Both are import errors, but they concern different symbols from different packages and different breakages." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe runtime issue versus FP8 save_pretrained moe issue; different subsystems." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Wrong tokenizer decoder type and DeepSeek tokenizer incorrect results are both tokenizer-related, but they target different concrete defects." + "reason": "Both mention Moe/Qwen3-VL-Moe, but one is a general model/version bug and the other is FP8 save_pretrained behavior; not the same change." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Wrong offset_mapping and all-zero assistant_masks are different tokenizer/template behaviors." - }, - { - "left": "issue:22355", - "right": "issue:28218", - "accept": false, - "reason": "Missing transformers.onnx module and added-token spacing bug are unrelated." + "reason": "Offset mapping for Qwen3 tokenizer and assistant_mask generation for multimodal chat templates are distinct tokenizer features." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Qwen3.5 save_pretrained checkpoint regression and Qwen3.5 Moe from_pretrained error are related to the same model family but not the same bug." + "reason": "Both involve Qwen3.5 and Transformers v5.x, but one is save_pretrained checkpoint corruption and the other is a from_pretrained loading error; different concrete bugs." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Import errors from different missing symbols in different libraries; no shared code-path." + "reason": "Missing is_offline_mode and missing HybridCache are separate import regressions." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx and extra space after added token are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong decoder type in v5 and Deepseek tokenization regression are both tokenizer-related but not the same underlying issue." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "General tokenizer regression in v5 versus Qwen3.5 flash-attention generation issue; different failures." + "reason": "Tokenization drift and Qwen3.5 flash-attention generation failure are unrelated." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:42907", + "right": "issue:44222", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor kwargs forwarding are unrelated loading bugs." + "reason": "Saving dequantized checkpoints and FP8 save_pretrained for moe are both saving-related, but they affect different models and failure modes." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-Transformers import NameError and flex_attention version-check bug are unrelated." + "reason": "Sentence-Transformers import NameError and flex_attention PyTorch version check are unrelated." }, { - "left": "issue:42907", - "right": "issue:44222", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Dequantized model save failure and FP8 moe save_pretrained bug are both saving-related, but not the same concrete problem." + "reason": "Missing embed_tokens.weight in UMT5Encoder loading and AutoProcessor kwargs not forwarded to cached_file are different API bugs." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig validation error and GLM-5 RoPE implementation discussion are different issues." + "reason": "GLM-5 generation-config validation and GLM-5 RoPE implementation are separate defects." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose import breakage and Ministral-3 FlashAttention failure are unrelated model-specific regressions." + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility report and flex_attention import/version check bug do not match." + "reason": "Python version compatibility and a PyTorch import/version check bug are different release/environment issues." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and missing get_number_of_image_patches are unrelated." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Optimizer SGD args ignored and trainer.evaluate() failing after train() are distinct training issues." - }, - { - "left": "issue:43493", - "right": "issue:45753", - "accept": false, - "reason": "SigLIP2 HF vs JAX discrepancy and Qwen3_5 infinite loop on a specific image are different model problems." - }, - { - "left": "issue:42831", - "right": "issue:45753", - "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3_5 image-specific infinite loop are unrelated." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "Example script multi-label output bug and pipeline translation-task error message bug are different example/API issues." - }, - { - "left": "issue:44038", - "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5/Qwen3.5-Moe, but one is a load/runtime bug and the other is a from_pretrained error; not clearly the same defect." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "FP8 save_pretrained moe and Qwen3.5 Moe from_pretrained error are separate failure modes." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Multi-label classification example failure and SigLIP2 implementation discrepancy are unrelated." - }, - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "Wrong optimizer states/params under FSDP2+PEFT and missing GenerationMixin cache in chunked_prefill are different training vs generation bugs." - }, - { - "left": "issue:45083", - "right": "issue:45446", - "accept": false, - "reason": "Helper length computation in qwen3_omni_moe and flex_attention import/version check are unrelated." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "GenerationConfig invalid and stale warning for num_return_sequences are different generation issues with different symptoms." + "reason": "TF32 API guidance and GLM46V image-patch counting are unrelated." } ] }, @@ -12116,13 +12157,13 @@ "component_index": 2, "component_count": 16, "review_unit_index": 38, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:22355", "issue:29127", @@ -12131,280 +12172,280 @@ "issue:39401", "issue:41628", "issue:42175", - "issue:42222", "issue:42673", - "issue:43012", - "issue:43066", - "issue:43122", + "issue:42831", + "issue:43064", + "issue:43116", "issue:43381", "issue:43408", "issue:43421", "issue:43450", - "issue:43577", + "issue:43493", + "issue:43673", "issue:43742", + "issue:43825", "issue:43827", "issue:43937", "issue:43986", + "issue:44038", "issue:44075", "issue:44117", - "issue:44220", + "issue:44222", "issue:44291", "issue:44410", - "issue:44483", - "issue:44484", - "issue:44496", "issue:44779", "issue:44829", + "issue:44936", "issue:44938", "issue:44945", - "issue:44964", "issue:44977", "issue:45071", "issue:45072", "issue:45081", + "issue:45083", "issue:45216", "issue:45278", "issue:45310", "issue:45405", "issue:45446", - "issue:45464", - "issue:45542", + "issue:45478", + "issue:45563", "issue:45588", - "issue:45656" + "issue:45753" ], "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43493|issue:45753", + "issue:42831|issue:45753", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:43116|issue:43493", + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:43937|issue:45563", "issue:42175|issue:44938", "issue:38617|issue:45278", "issue:33453|issue:39401", "issue:39401|issue:44779", - "issue:44117|issue:45588", "issue:22355|issue:29127", + "issue:44117|issue:45588", "issue:43827|issue:45446", "issue:43381|issue:44945", "issue:43937|issue:44977", "issue:45405|issue:45446", "issue:43450|issue:43986", - "issue:39401|issue:43421", - "issue:44117|issue:45081", "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:39401|issue:43421", "issue:38617|issue:41628", "issue:44829|issue:45216", "issue:44410|issue:45310", "issue:44291|issue:45071", - "issue:43408|issue:43742", - "issue:42222|issue:45542", - "issue:44484|issue:45310", - "issue:42175|issue:42222", - "issue:43937|issue:44496", - "issue:44483|issue:45464", - "issue:44075|issue:45656", - "issue:44964|issue:45278", - "issue:43012|issue:43577", - "issue:43066|issue:43122", - "issue:38617|issue:44220" + "issue:43408|issue:43742" ], - "prepared_review_unit_hash": "da2aab9401052791b8656bcadb5ced002e18ffc1ff965ef17eb2c7ab02c3e982", + "prepared_review_unit_hash": "b48511a64e9e44ca6b56674f0f7e1db092650ad39e90b2a5298ccb22565eb8de", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35653, - "estimated_input_tokens": 8914, - "estimated_eval_tokens": 18084 + "serialized_chars": 35579, + "estimated_input_tokens": 8895, + "estimated_eval_tokens": 18046 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is heterogeneous: it contains import regressions, tokenizer bugs, model-loading failures, dtype/backend issues, and docs/problems in unrelated subsystems. None of the soft pairs look like the same underlying bug, so I reject all merges.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits the cluster; the items span unrelated bug classes and should not be collapsed into one duplicate bucket.", + "summary": "These issues are mostly unrelated Transformers bugs across different subsystems; none of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45278 is the broadest representative of a regression-style import breakage after a version upgrade, and it is the most umbrella-like issue in the set.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick an umbrella, issue 45278 is the broadest import-error regression after upgrade, but it is still too general to serve as a safe duplicate canonical.", + "best_issue_reason": "issue:45278 is the most general issue and best fits as a cluster representative, even though the surrounding items are not true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs: optimizer argument handling vs. train/eval lifecycle failure." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and symptoms; one is SigLIP2 implementation drift, the other is a Qwen3.5 image-specific generation loop." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression is unrelated to a Qwen3.5 infinite-loop generation bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "One is a multi-label classification example bug; the other is a v5 pipeline error-message/docs issue." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is a broad v5 bug and the other is a specific from_pretrained error; not the same code-path." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 from_pretrained loading are different failures." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example output bug and SigLIP2 model discrepancy are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training optimizer-state corruption is unrelated to GenerationMixin cache handling during chunked prefill." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems: qwen3_omni_moe feature-length helper vs. flex_attention import/version check." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "One is invalid GenerationConfig, the other is a stale warning in paged generate()." + }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Both are import-related, but one is a missing TensorFlow backend in a torch install and the other is a Python 3.14 load failure." + "reason": "Backend dependency packaging issue is unrelated to a Python 3.14 import/load failure." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific missing-symbol import vs a broad report of many import errors after upgrade; not the same concrete bug." + "reason": "45278 is a broad import regression report, but 38617 is a specific missing symbol; too generic to treat as the same bug." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression and Qwen3 offset-mapping bug are different failure modes." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are different tokenizer failures." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenization, but they target different models and symptoms, so this is too broad to merge." + "reason": "Both are tokenizer regressions, but for different models and different symptoms." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and a flash-attention crash on s_aux=None are unrelated code paths." + "reason": "Module import failure and LayoutLMv3 error-message clarity issue are unrelated." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "ONNX import failure and a LayoutLMv3 error-message issue are unrelated." + "reason": "Tokenizer mapping fallback bug is unrelated to flash_attention handling of s_aux=None." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing removed pipeline APIs is unrelated to the flex_attention import version check bug." + "reason": "Docs/pipeline deprecation issue and flex_attention version-check bug are different changes." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Gradient-checkpointing in eval mode and incorrect output under pipeline parallelism are different problems." + "reason": "Gradient checkpointing eval-mode constraint is not the same as incorrect pipeline-parallel output." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen3.5-related, but invalid GenerationConfig and flash-attention generation failure are distinct bugs." + "reason": "Both affect generation, but one is config validation and the other is flash-attention generation failure." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "A PEFT version pin issue and a PyTorch version check bug are separate dependency problems." + "reason": "Missing PEFT release version and PyTorch import gating are unrelated packaging/version issues." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video-shape handling and missing torchvision during AutoProcessor loading are different failures." + "reason": "Batched video processor shape bug and torchvision-missing crash are different problems." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "Offset-mapping regression and runtime special-token post-processor updates are not the same issue." + "reason": "VRAM leak under multithreaded dataloading is unrelated to dtype mismatch in inference CI." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "A tokenizer mapping None bug and a Mistral regex patch crash are unrelated internals." + "reason": "Different tokenizer-related failures: mapping lookup vs. Mistral regex patch crashing on backend_tokenizer." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatches in inference are different bugs." + "reason": "Offset_mapping regression and runtime post-processor update bug are different tokenizer behaviors." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different root causes." + "reason": "Missing layer_type_validation import and missing AutoImageProcessor import are distinct import regressions." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention training degeneration and broken save_pretrained checkpoints are not the same concrete code path." + "reason": "Flash-attention-3 training degeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Both concern Qwen3.5/MoE loading, but one is missing layer projections and the other is a from_pretrained failure." + "reason": "Missing projections in qwen3next layer 0 is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights TypeError and PretrainedConfig type-checking breakage are distinct compatibility issues." + "reason": "init_empty_weights constructor argument breakage and PretrainedConfig type-checking regression are different code paths." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A model-type warning for sam3_* and a key error loading MobileLLM are unrelated model-loading issues." - }, - { - "left": "issue:42222", - "right": "issue:45542", - "accept": false, - "reason": "Vitpose breakage and tensorboard-without-TensorFlow backend errors are separate subsystems." - }, - { - "left": "issue:44484", - "right": "issue:45310", - "accept": false, - "reason": "Chat/completions request rejection and Qwen3.5 MoE from_pretrained loading error are different failures." - }, - { - "left": "issue:42175", - "right": "issue:42222", - "accept": false, - "reason": "TensorFlow backend installation and vitpose model breakage do not share a concrete bug." - }, - { - "left": "issue:43937", - "right": "issue:44496", - "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and unrecognized model/config loading for Olmo are different model-specific errors." - }, - { - "left": "issue:44483", - "right": "issue:45464", - "accept": false, - "reason": "Chat/completions API rejection and Qwen3.5 streaming inference failure are not the same underlying issue." - }, - { - "left": "issue:44075", - "right": "issue:45656", - "accept": false, - "reason": "SGD args being ignored and deepspeed calling optimizer.step() twice are different optimizer bugs." - }, - { - "left": "issue:44964", - "right": "issue:45278", - "accept": false, - "reason": "A Phi-4 multimodal load failure and a broad upgrade-related import-error report are not the same concrete bug." - }, - { - "left": "issue:43012", - "right": "issue:43577", - "accept": false, - "reason": "A PyTorch warning during bf16 compile and Blip2 dtype staying float32 are related only loosely by dtype, not by bug." - }, - { - "left": "issue:43066", - "right": "issue:43122", - "accept": false, - "reason": "Both are tokenizer regressions, but one is decoder-type handling in v5 and the other is a version-to-version tokenization change." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "Missing configuration import and fbank feature extraction are unrelated failures." + "reason": "SAM model-type warning and MobileLLM key error are unrelated loading issues." } ] }, @@ -12420,24 +12461,25 @@ "component_index": 2, "component_count": 16, "review_unit_index": 39, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ "issue:38617", "issue:41628", + "issue:42175", "issue:42222", "issue:42371", "issue:42673", - "issue:42757", "issue:42831", "issue:43012", - "issue:43064", + "issue:43066", "issue:43097", + "issue:43122", "issue:43335", "issue:43408", "issue:43441", @@ -12446,43 +12488,52 @@ "issue:43874", "issue:43906", "issue:43931", + "issue:43937", "issue:43976", "issue:43986", "issue:44038", - "issue:44062", + "issue:44075", "issue:44117", + "issue:44220", "issue:44261", "issue:44263", - "issue:44315", - "issue:44351", "issue:44368", "issue:44410", - "issue:44464", + "issue:44483", "issue:44484", "issue:44485", "issue:44493", - "issue:44704", + "issue:44496", "issue:44829", "issue:44945", "issue:44964", "issue:44977", "issue:44987", "issue:45071", - "issue:45103", - "issue:45245", - "issue:45341", - "issue:45375", + "issue:45278", + "issue:45310", "issue:45459", + "issue:45464", "issue:45478", "issue:45542", - "issue:45588" + "issue:45656" ], "soft_pairs": [ + "issue:42222|issue:45542", + "issue:44484|issue:45310", + "issue:42175|issue:42222", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:43012|issue:43577", + "issue:44964|issue:45278", + "issue:43066|issue:43122", "issue:42371|issue:44261", - "issue:43097|issue:44493", + "issue:38617|issue:44220", "issue:43874|issue:44261", - "issue:44484|issue:45478", + "issue:43097|issue:44493", "issue:44410|issue:45478", + "issue:44484|issue:45478", "issue:42222|issue:45459", "issue:44263|issue:44485", "issue:43441|issue:44829", @@ -12493,279 +12544,276 @@ "issue:42371|issue:42831", "issue:42673|issue:43906", "issue:44117|issue:44987", - "issue:43097|issue:43452", "issue:43986|issue:44484", - "issue:43335|issue:45071", + "issue:43097|issue:43452", "issue:43931|issue:44038", + "issue:43335|issue:45071", "issue:43976|issue:44945", "issue:43408|issue:44368", - "issue:43874|issue:44263", - "issue:44829|issue:45245", - "issue:38617|issue:42757", - "issue:43064|issue:44315", - "issue:44464|issue:45071", - "issue:43097|issue:45588", - "issue:44062|issue:44117", - "issue:44410|issue:45375", - "issue:38617|issue:44351", - "issue:42673|issue:43577", - "issue:44704|issue:45103", - "issue:44038|issue:44410", - "issue:44261|issue:44485", - "issue:44964|issue:45341", - "issue:43986|issue:44117", - "issue:43931|issue:44410" + "issue:43874|issue:44263" ], - "prepared_review_unit_hash": "0ee2530573861c0d660ef65316ef239599cfd141ff25d110e2a70e6419e8d31a", + "prepared_review_unit_hash": "f1ed28b3f7d8eb312e02435492145f0c4c63a98cb0ccf9921d2ad018cf939728", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38815, - "estimated_input_tokens": 9704, - "estimated_eval_tokens": 19664 + "soft_pair_count": 32, + "serialized_chars": 37125, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most pairs only share broad Transformers-v5/API similarity, not the same concrete bug or change. No soft edge looks safe to merge as a duplicate.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical issue cleanly subsumes this set; the items span unrelated import errors, model-specific loading bugs, config regressions, and training/runtime issues.", + "summary": "The cluster is mostly heterogeneous Transformers regressions and API/import breakages; there is no strong duplicate pair, so I reject all soft-edge merges. The most representative issue is the broad v5.5.0 import-regression report.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: \"Many import errors after update from 4.57.0 to 5.5.0,\" which best matches the cluster\u2019s general upgrade/import-breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best umbrella representative because it is a widely referenced version-wide breaking change with broader downstream impact than the others, though it still does not cover the whole cluster.", + "best_issue_reason": "issue:45278 has the clearest high-level symptom, widest scope, and strongest potential to represent the cluster\u2019s recurring v5 import regression pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: VitPose model loading vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated problems: shard-size configuration question vs Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend packaging issue vs a broken VitPose model path; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM-5 GenerationConfig validation failure is distinct from an unknown-model/config.json model_type error." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a general request-format rejection and the other is a Qwen3.5-0.8B streaming failure." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: SGD args ignored vs DeepSpeed causing optimizer.step() to run twice." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a PyTorch warning during compile and the other is incorrect dtype loading for Blip2." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Both are load/import regressions, but one is Phi-4 multimodal model loading and the other is a broad import-breakage report." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is decoder type selection and the other is changed tokenization output." + }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "Different bugs: TF32 API guidance vs a FineGrainedFP8/precision regression." + "reason": "TF32 settings guidance is unrelated to MLA layernorm epsilon precision drift." }, { - "left": "issue:43097", - "right": "issue:44493", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Different regressions: removed config flag vs unexpected position-id key warnings." + "reason": "Different import-time failure versus audio feature extraction bug." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Different code paths: missing image-patch helper vs RMS eps precision issue." + "reason": "Missing image-patch method in GLM46V is unrelated to MLA RMS norm epsilon precision issues." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "Unrelated: shard-size default question vs Qwen3.5 MoE loading error." + "reason": "Different regressions: removed tie_embeddings flag vs unexpected position-id keys across models." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Same broad model family, but different defects and fixes." + "reason": "Different Qwen-family loading bugs; one is missing projections in qwen3next, the other is Qwen3.5 MoE loading failure." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size default discussion is unrelated to Qwen3.5 MoE from_pretrained errors." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "VitPose breakage vs tokenizer protobuf error; no shared failure mode." + "reason": "VitPose model breakage is unrelated to tokenizer error masking when protobuf is absent." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Different GLM issues: torch.split handling vs RoPE implementation." + "reason": "Different GLM internals: torch.split return handling vs RoPE implementation." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both flash-attention related, but one is inference breakage and the other is training degeneration." + "reason": "Both mention flash attention, but one is Ministral-3 inference failure and the other is degenerate training in sequence classification." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Float16/bfloat16 warning vs SAM3 model-type warning; unrelated." + "reason": "Precision warning on bf16 compile is unrelated to a model-type mismatch warning." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Import error for AutoImageProcessor vs PretrainedConfig type-checking regression." + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking regression are different code paths." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Config type checking vs TensorFlow backend detection; different code paths." + "reason": "Type-checking regression is unrelated to undefined TensorFlow backend handling." }, { "left": "issue:42673", "right": "issue:44977", "accept": false, - "reason": "VRAM leak in dataloader threads vs flash-attention misgeneration." + "reason": "VRAM leak in multithreaded Qwen3ForCausalLM usage is not the same as flash-attention generation corruption in Qwen3.5." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 settings warning and FineGrainedFP8 accuracy are unrelated." + "reason": "TF32 control API discussion is unrelated to FineGrainedFP8 accuracy drift." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "Different reports: a Qwen VRAM leak vs an isolated reproduction of another issue." + "reason": "No evidence they describe the same underlying bug; one is a VRAM leak, the other a reproduction of another issue." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None handling vs a specific model loading failure." - }, - { - "left": "issue:43097", - "right": "issue:43452", - "accept": false, - "reason": "Config deprecation vs gguf_file loading breakage; not the same bug." + "reason": "Tokenizer mapping None handling is not the same as loading a specific model package failing in v5.1.0." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor/torchvision crash vs save_pretrained shard-size behavior." + "reason": "Video-model crash without torchvision is unrelated to a save_pretrained shard-size question." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "SwitchTransformers sparse-layer creation bug vs config type-checking regression." + "reason": "Removed tie_embeddings behavior does not match gguf_file breaking AutoTokenizer/AutoModel loading." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Different Qwen-VL failures: weight-shape mismatch vs Qwen3-VL-Moe incompatibility." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python version compatibility report vs pipeline-parallelism output bug." - }, - { - "left": "issue:43408", - "right": "issue:44368", - "accept": false, - "reason": "Model type mismatch warning vs tie_word_embeddings warning; separate issues." - }, - { - "left": "issue:43874", - "right": "issue:44263", - "accept": false, - "reason": "Different GLM failures: missing helper method vs torch.split semantics." - }, - { - "left": "issue:44829", - "right": "issue:45245", - "accept": false, - "reason": "FlashAttention-3 training regression vs a category-count runtime limit." - }, - { - "left": "issue:38617", - "right": "issue:42757", - "accept": false, - "reason": "Both are import errors, but they are different missing symbols with different causes." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "Distributed optimizer-state bug vs Liger Kernel not applied; unrelated." + "reason": "Both are Qwen3-VL related, but weight-shape mismatch and Moe loading failure are distinct defects." }, { - "left": "issue:44464", + "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "Chunked generation inconsistency under compiled forward vs config type-checking regression." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to PreTrainedConfig type-checking breakage." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Config removal vs flash_attention s_aux crash; different code paths." + "reason": "Python version compatibility issue is unrelated to incorrect outputs under pipeline parallelism." }, { - "left": "issue:44062", - "right": "issue:44117", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "AddedToken construction bug vs tokenizer mapping None handling." + "reason": "Two different config warnings; one is SAM3 model-type mismatch, the other is tie_word_embeddings guidance." }, { "left": "issue:44410", - "right": "issue:45375", - "accept": false, - "reason": "Qwen3Next missing projections vs a vision-config field being dropped; similar family, different bug." - }, - { - "left": "issue:38617", - "right": "issue:44351", + "right": "issue:45478", "accept": false, - "reason": "Separate import errors for different missing transformers symbols." + "reason": "Layer projection missing in qwen3next is not the same as Qwen3.5 MoE from_pretrained loading error." }, { - "left": "issue:42673", - "right": "issue:43577", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "VRAM leak vs BLIP2 dtype propagation bug." + "reason": "No overlap beyond both being Transformers issues; the symptoms and code paths differ completely." }, { - "left": "issue:44704", - "right": "issue:45103", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Kwargs forwarding bug vs auto-docstring crash from future annotations." + "reason": "Different failure modes: removed config flag vs gguf_file loading breakage." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Different Qwen failures: MoE loading issue vs missing attention projections." + "reason": "Shape mismatch on one model is not the same as a broader Qwen3-VL-Moe bug." }, { - "left": "issue:44261", - "right": "issue:44485", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "MLA q_a_layernorm precision issue vs GLM-5 RoPE implementation; unrelated." + "reason": "Sparse-layer creation bug and type-checking regression are unrelated." }, { - "left": "issue:44964", - "right": "issue:45341", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Model loading failure vs a testing_utils bug." + "reason": "Python support regression is unrelated to pipeline-parallel output corruption." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "AutoProcessor crash without torchvision vs tokenizer mapping None handling." + "reason": "These are distinct warnings with different triggers and fixes." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Qwen3-VL weight mismatch vs Qwen3Next missing projections; distinct bugs." + "reason": "Different model families and different internals; image-patch counting vs torch.split indexing." } ] }, @@ -12781,64 +12829,79 @@ "component_index": 2, "component_count": 16, "review_unit_index": 40, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ - "issue:36683", "issue:38617", "issue:42617", + "issue:42673", "issue:42757", "issue:42886", "issue:42907", - "issue:42994", "issue:43012", "issue:43064", "issue:43066", "issue:43097", "issue:43208", - "issue:43299", - "issue:43352", "issue:43381", - "issue:43475", "issue:43502", - "issue:43526", "issue:43531", "issue:43550", - "issue:43618", - "issue:43761", - "issue:43824", + "issue:43577", "issue:43825", - "issue:43867", "issue:43873", "issue:43901", "issue:43906", - "issue:43937", + "issue:43931", "issue:43986", "issue:43992", "issue:44038", - "issue:44230", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", "issue:44368", - "issue:44380", - "issue:44483", + "issue:44410", + "issue:44464", "issue:44484", - "issue:44514", + "issue:44485", "issue:44655", - "issue:44683", - "issue:45216", + "issue:44704", + "issue:44829", + "issue:44964", + "issue:45071", + "issue:45103", + "issue:45245", "issue:45290", "issue:45341", "issue:45372", - "issue:45381", + "issue:45375", "issue:45561", "issue:45588", "issue:45753" ], "soft_pairs": [ + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44464|issue:45071", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:38617|issue:44351", + "issue:42673|issue:43577", + "issue:44704|issue:45103", + "issue:44038|issue:44410", + "issue:44261|issue:44485", + "issue:43931|issue:44410", + "issue:44964|issue:45341", + "issue:43986|issue:44117", "issue:43502|issue:43992", "issue:43097|issue:43873", "issue:43066|issue:43906", @@ -12851,275 +12914,246 @@ "issue:42617|issue:45341", "issue:43992|issue:44484", "issue:45341|issue:45588", - "issue:42886|issue:43381", - "issue:43208|issue:43550", "issue:43012|issue:43550", + "issue:43208|issue:43550", + "issue:42886|issue:43381", "issue:43012|issue:44368", "issue:42907|issue:45753", "issue:42907|issue:44655", - "issue:43531|issue:45341", - "issue:43208|issue:43526", - "issue:44483|issue:44514", - "issue:42757|issue:43824", - "issue:43012|issue:44683", - "issue:44483|issue:45290", - "issue:44038|issue:44230", - "issue:43618|issue:43761", - "issue:43064|issue:44380", - "issue:38617|issue:43502", - "issue:44483|issue:45381", - "issue:43299|issue:43867", - "issue:43901|issue:44655", - "issue:36683|issue:43475", - "issue:43867|issue:45216", - "issue:42994|issue:44655", - "issue:43352|issue:43937", - "issue:43066|issue:45381" + "issue:43531|issue:45341" ], - "prepared_review_unit_hash": "4ee419f0bc2a8a144b8d2c841f72f633908cb67c63025d7ef42f3a97a03b2f5c", + "prepared_review_unit_hash": "62e9f4c12a443b13d5650bf2579e24c8e650f09f90ebab3269798dc3f4719bc7", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38197, - "estimated_input_tokens": 9550, - "estimated_eval_tokens": 19356 + "soft_pair_count": 34, + "serialized_chars": 37768, + "estimated_input_tokens": 9442, + "estimated_eval_tokens": 19140 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like the same underlying bug/change. The items mostly split into unrelated v5 regressions, model-specific crashes, saving/loading bugs, and test-utils issues. The most representative issue for the cluster is the broad v5 API regression around removed behavior.", - "confidence": 0.55, - "canonical_issue_reason": "issue:43097 is the broadest and most representative regression here: it\u2019s explicitly tied to v5.0.0, describes a removed public API without guidance, and has inbound references, making it a better cluster anchor than the model-specific crashes.", + "summary": "This cluster is very heterogeneous; the soft pairs are mostly same-subsystem but not the same underlying bug. No soft edge looks safe to merge as a duplicate, so I\u2019d anchor on the most broadly described user-facing regression rather than treating the set as one duplicate family.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43986 is the strongest standalone anchor here: it has a clear reproducible crash, broader user impact, and more discussion than the other narrowly scoped reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best single issue to surface because it captures a user-facing v5 breaking change with broader impact than the narrower model or pipeline-specific reports.", + "best_issue_reason": "43986 is the best issue candidate if one must be chosen, because it is concrete, well-scoped, and more representative than the one-off bug reports in this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "Local-files-only network leakage and missing embed_tokens.weight are different loading bugs." - }, - { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:44829", + "right": "issue:45245", "accept": false, - "reason": "Removed v5 API behavior vs quantized offloading failure; different code paths and symptoms." + "reason": "Different failures: SDPA/torch.compile training regression vs category-cardinality runtime error." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:38617", + "right": "issue:42757", "accept": false, - "reason": "Wrong tokenizer decoder type is unrelated to the unspecified isolated reproduction issue." + "reason": "Both are import errors, but for different symbols and different breakages." }, { - "left": "issue:43986", - "right": "issue:45290", + "left": "issue:43064", + "right": "issue:44315", "accept": false, - "reason": "AutoProcessor dependency crash vs chat-template tool-call crash are distinct failures." + "reason": "FSDP2 optimizer-state corruption and Liger application with model_init are unrelated code paths." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:44464", + "right": "issue:45071", "accept": false, - "reason": "Missing torchvision crash is unrelated to mistral_common import failure in Gemma 4 loading." + "reason": "Compiled chunked generation output mismatch is unrelated to PreTrainedConfig type-checking changes." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "Generic testing_utils bug vs xdist race on captured_info.txt are not the same defect." + "reason": "Model projection bug and missing config field are different issues, not the same defect." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:44062", + "right": "issue:44117", "accept": false, - "reason": "Processor loading crash and a testing_utils bug do not share the same underlying issue." + "reason": "AddedToken constructor misuse is separate from TOKENIZER_MAPPING_NAMES returning None." }, { "left": "issue:43097", - "right": "issue:43901", + "right": "issue:45588", "accept": false, - "reason": "Breaking API removal vs stale docs for return_all_scores are different problems." + "reason": "Deprecated embedding-tie API removal is unrelated to flash-attention sink-less crash." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "Pipeline task messaging issue and save_pretrained serialization failure are unrelated." + "reason": "Different missing imports from different modules; same general symptom only." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:42673", + "right": "issue:43577", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to a testing-utils report." + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to Blip2 dtype loading." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:44704", + "right": "issue:45103", "accept": false, - "reason": "Missing checkpoint key vs max_shard_size default question are different save/load concerns." + "reason": "AutoProcessor kwargs passthrough bug is unrelated to auto_docstring annotation handling." }, { - "left": "issue:45341", - "right": "issue:45588", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "Testing utils bug vs flash_attention AttributeError on sink-less models are unrelated." + "reason": "Different Qwen model families and different failure modes." }, { - "left": "issue:42886", - "right": "issue:43381", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Offline tokenizer cache loading and gradient-checkpointing eval-mode behavior are different code paths." + "reason": "RMS norm epsilon config bug and GLM-5 RoPE implementation issue are not the same bug." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "xLSTM training bugs are unrelated to Bamba torch.compile/SDPA failure." + "reason": "Weight-shape mismatch on Qwen3-VL-30B is distinct from missing Qwen3next projections." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:44964", + "right": "issue:45341", "accept": false, - "reason": "bf16 warning during compile is not the same as a compile-time SDPA crash." + "reason": "Model loading regression and a testing_utils bug are unrelated." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "PyTorch precision warning and tie_word_embeddings warning are different warnings with different causes." + "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping handling." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Quantized model save failure is unrelated to a Qwen3_5 image-generation infinite loop." + "reason": "Offline-mode API requests and UMT5Encoder missing embed_tokens are different loader bugs." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are different serialization problems." + "reason": "API removal warning and quantization offloading behavior are unrelated." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to testing_utils." + "reason": "Wrong decoder type and an isolated reproduction of another issue do not match concretely." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43986", + "right": "issue:45290", "accept": false, - "reason": "xLSTM training bugs do not match BeitImageProcessorFast reduce_labels behavior." + "reason": "AutoProcessor/torchvision crash is unrelated to chat-template tool-call handling." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "v1 chat/completions rejection and batched Qwen2.5-VL chat_template crash are different failures." + "reason": "Different import/dependency failures in different processor code paths." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Import errors for different symbols/modules are not duplicates." + "reason": "The titles suggest related testing utilities, but not the same specific defect." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "bfloat16 warning and compiled flex_attention failure are distinct issues." + "reason": "A processor-loading crash is not the same as a generic testing_utils bug." }, { - "left": "issue:44483", - "right": "issue:45290", + "left": "issue:43097", + "right": "issue:43901", "accept": false, - "reason": "Chat/completions endpoint rejection is unrelated to assistant tool-call template crashes." + "reason": "Embedding-tie API removal and return_all_scores documentation mismatch are unrelated." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Qwen3-VL-Moe regression and Qwen3.5 fp8 inference support are different requests." + "reason": "pipeline translation-task messaging and save_pretrained pipeline serialization are separate topics." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Missing attentions assignment and missing hidden_states are separate CLIP regressions." + "reason": "3d_parallel.py execution failure is unrelated to testing_utils." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "FSDP2 optimizer-state corruption and GPT2 attention scaling under SDPA are unrelated." + "reason": "Missing encoder weights on load is unrelated to the default shard-size question." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:45341", + "right": "issue:45588", "accept": false, - "reason": "ImportError in configuration_utils and network requests despite local_files_only are different bugs." + "reason": "Testing-utils race conditions and flash_attention sink handling are different code paths." }, { - "left": "issue:44483", - "right": "issue:45381", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Chat/completions API rejection and Qwen2.5-VL video position_ids are unrelated." + "reason": "Compilation warning and degenerate training under SDPA are not the same bug." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Qwen3VL loading breakage and sorted-state_dict load failure are not the same defect." + "reason": "xLSTM training blockers and Bamba SDPA compile failure are unrelated." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:42886", + "right": "issue:43381", "accept": false, - "reason": "Documentation mismatch and Pipeline save_pretrained failure are unrelated." + "reason": "Offline cache loading and gradient-checkpointing-in-eval are separate failures." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on SAM3 output are different attribute errors." + "reason": "Both involve warnings, but they stem from different mechanisms and fixes." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "State_dict sorting load error and incorrect Qwen3.5 checkpoint saving are distinct serialization issues." + "reason": "Saving dequantized models and Qwen3_5 image looping are unrelated." }, { - "left": "issue:42994", + "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure is not the same as saving Pipeline objects." - }, - { - "left": "issue:43352", - "right": "issue:43937", - "accept": false, - "reason": "FlashAttention support error and invalid GenerationConfig are unrelated." + "reason": "Both mention saving, but model dequantization and Pipeline serialization are different problems." }, { - "left": "issue:43066", - "right": "issue:45381", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Tokenizer decoder type regression and video position_ids bug are different problems." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." } ] }, @@ -13135,68 +13169,85 @@ "component_index": 2, "component_count": 16, "review_unit_index": 41, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ - "issue:28282", - "issue:33453", "issue:36010", - "issue:36296", "issue:36683", + "issue:38617", "issue:41669", "issue:42757", - "issue:42890", + "issue:42994", + "issue:43012", "issue:43064", - "issue:43097", + "issue:43066", + "issue:43208", "issue:43299", "issue:43352", "issue:43441", + "issue:43475", + "issue:43502", "issue:43525", - "issue:43575", + "issue:43526", "issue:43618", "issue:43756", + "issue:43761", + "issue:43824", "issue:43867", "issue:43881", + "issue:43901", "issue:43906", + "issue:43937", "issue:43976", "issue:43992", - "issue:44077", - "issue:44117", + "issue:44038", "issue:44220", + "issue:44230", "issue:44242", "issue:44246", "issue:44263", - "issue:44355", - "issue:44360", "issue:44380", - "issue:44484", + "issue:44483", "issue:44485", - "issue:44492", + "issue:44514", "issue:44655", - "issue:44855", - "issue:44857", - "issue:44938", + "issue:44683", "issue:45216", + "issue:45290", "issue:45310", - "issue:45357", "issue:45375", + "issue:45381", "issue:45440", - "issue:45478", "issue:45479", - "issue:45561", - "issue:45588", "issue:45753" ], "soft_pairs": [ + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:43012|issue:44683", + "issue:44483|issue:45290", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:44483|issue:45381", + "issue:43064|issue:44380", + "issue:43299|issue:43867", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43066|issue:45381", "issue:36010|issue:42757", "issue:44220|issue:44655", - "issue:44263|issue:45440", "issue:43756|issue:44485", + "issue:44263|issue:45440", "issue:36683|issue:43525", "issue:43618|issue:45216", "issue:43906|issue:45753", @@ -13209,270 +13260,246 @@ "issue:43992|issue:45310", "issue:44380|issue:45479", "issue:41669|issue:44246", - "issue:43867|issue:45375", - "issue:43064|issue:44492", - "issue:43618|issue:44380", - "issue:43352|issue:45478", - "issue:44355|issue:44855", - "issue:36683|issue:44117", - "issue:42890|issue:45561", - "issue:43097|issue:43352", - "issue:43867|issue:45357", - "issue:43976|issue:44938", - "issue:43992|issue:45478", - "issue:44360|issue:45440", - "issue:43064|issue:44655", - "issue:36296|issue:43575", - "issue:44077|issue:44380", - "issue:43618|issue:45588", - "issue:28282|issue:33453", - "issue:43867|issue:44484", - "issue:43618|issue:44857" + "issue:43867|issue:45375" ], - "prepared_review_unit_hash": "2b5fac5231b0b5bb7f9306640c1ab5f5f79e964e0d3e40aa312eb234c17e15f4", + "prepared_review_unit_hash": "e15974d79016ce190cb5009f1650cc04f0d9e50b4cf0d398091a3c86fc125daf", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37791, - "estimated_input_tokens": 9448, - "estimated_eval_tokens": 19152 + "soft_pair_count": 34, + "serialized_chars": 37522, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous model-specific bug reports and regressions. The only strong duplicate/soft-match is the import-time slowdown pair (`import transformers takes long sometimes` vs. the `import *` performance regression/fix); the rest are different code paths, models, or symptoms and should stay separate.", - "confidence": 0.89, - "canonical_issue_reason": "`issue:44246` is the broadest, most general issue in the set and best represents the import-performance theme; `issue:41669` reads as a specific cause/fix for that same slowdown.", + "summary": "This cluster is mostly heterogeneous transformer bugs, with only a couple of plausible duplicate pairs. The strongest match is the import-time slowdown pair; the CLIP vision output regressions also look related. Most other pairs are broad-similarity matches only and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 41669 is the most concrete root-cause report in the cluster and cleanly anchors the import-performance duplicate pair with 44246.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:44246` is the best representative issue because it describes the user-facing symptom without narrowing to one implementation detail or model.", + "best_issue_reason": "Issue 41669 is the best overall representative because it describes a specific, actionable regression rather than a vague symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols in different packages and different fixes." + "reason": "Both are chat-related failures, but one is API request validation and the other is batched chat templating; different code paths." }, { - "left": "issue:44220", - "right": "issue:44655", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Audio feature extraction bug vs. pipeline save_pretrained problem; unrelated code paths." + "reason": "Unrelated models/subsystems: xLSTM training bugs vs BeitImageProcessorFast label reduction." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Different model internals and failures; no shared underlying bug." + "reason": "Both are import errors, but for different symbols and different causes." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Both mention RoPE, but they target different models and different implementation issues." + "reason": "BF16 warning behavior and compiled flex_attention failure are different bugs." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Both are missing config attributes, but for different models and different fields." + "reason": "Both touch chat templating, but one is /v1/chat/completions request acceptance and the other is assistant tool-call templating crashes." }, { - "left": "issue:43618", - "right": "issue:45216", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "CLIP attentions assignment bug vs. Qwen save_pretrained regression; not the same issue." + "reason": "Same model family, but one is a loading bug and the other is fp8 support/inference request; not the same underlying issue." }, { - "left": "issue:43906", - "right": "issue:45753", - "accept": false, - "reason": "One is a reproduction of another issue; the other is an infinite-loop report on a specific image." + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both point to the same CLIP v5 regression class where model outputs are not populated correctly in forward return paths." }, { - "left": "issue:36683", - "right": "issue:44242", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Config attribute bug vs. MoE load-balancing-loss logic bug; different failures." + "reason": "Import error from configuration_utils and unwanted network access with local_files_only=True are unrelated." }, { - "left": "issue:36683", - "right": "issue:43881", + "left": "issue:44483", + "right": "issue:45381", "accept": false, - "reason": "Different model-loading failure and different missing field; not a duplicate." + "reason": "Chat API request rejection and Qwen2.5-VL video position-id mismatch are unrelated bugs." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Both are Qwen3.5-related, but one is MoE loading and the other is an image-specific generation loop." + "reason": "FSDP/optimizer-state corruption and GPT2 attention-scaling behavior are different problems." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "FlashAttention model-support issue vs. Python-version compatibility issue." + "reason": "Qwen3VL-Moe loading failure and sorted-state_dict load error do not appear to share the same root cause." }, { - "left": "issue:43441", - "right": "issue:44380", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "Both touch attention backends, but they concern different models and different bugs." + "reason": "Pipeline docs mismatch is documentation/behavior drift; save_pretrained pipeline persistence is a separate bug." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:36683", + "right": "issue:43475", "accept": false, - "reason": "Generic FlashAttention backend behavior vs. model-specific unsupported-feature error." + "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute regressions." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Different Qwen/UMT5 loading problems with no clear shared code-path." + "reason": "Both are checkpoint-related, but one is load failure from state_dict ordering and the other is incorrect save_pretrained output for Qwen3.5." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Attention scaling bug vs. classification loss degeneration; unrelated." - }, - { - "left": "issue:41669", - "right": "issue:44246", - "accept": true, - "reason": "These describe the same import-time slowdown: one identifies the `import *` cause, the other reports the user-visible slow import symptom." + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are separate serialization issues." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Both are load/config issues, but one is about state_dict ordering and the other is a missing vision config field." + "reason": "FlashAttention support issue for Nemotron and GLM-5 generation-config validation are unrelated." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43066", + "right": "issue:45381", "accept": false, - "reason": "Distributed training optimizer-state bug vs. a cache-strategy typo; unrelated." + "reason": "Tokenizer decoder-type regression and Qwen2.5-VL video position-id bug are different code paths." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Different attention/output bugs in different model families." + "reason": "Both are import errors, but for different missing symbols and different modules." }, { - "left": "issue:43352", - "right": "issue:45478", + "left": "issue:44220", + "right": "issue:44655", "accept": false, - "reason": "Same general FlashAttention theme, but different models and distinct breakage." + "reason": "Audio feature extraction and pipeline persistence are unrelated." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Compiled-Python import error vs. TorchScript parsing error; different root causes." + "reason": "RoPE-layer count mismatch in Smollm3 and GLM-5 RoPE implementation discussion are not the same concrete bug." }, { - "left": "issue:36683", - "right": "issue:44117", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "Missing config attribute vs. tokenizer mapping returning None; separate failures." + "reason": "Both concern MoE internals, but they are different models and different failure modes." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "Both are test-related, but one is missing set_seed and the other is an xdist file-write race." + "reason": "Missing config attributes in different model families are not duplicates." }, { - "left": "issue:43097", - "right": "issue:43352", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Tie-embeddings API removal vs. FlashAttention support error; not the same bug." + "reason": "CLIP output regression and Qwen3.5 checkpoint-saving regression are unrelated." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:43906", + "right": "issue:45753", "accept": false, - "reason": "Different Qwen3.5 save/load regressions with no shared underlying code-path." + "reason": "A reproduction of an earlier issue and a Qwen3_5 infinite-loop report are not the same bug." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:36683", + "right": "issue:44242", "accept": false, - "reason": "Python version compatibility issue vs. Python 3.14 import failure; related only loosely." + "reason": "Gemma3Config attribute absence and MoE load-balancing loss behavior are unrelated." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:36683", + "right": "issue:43881", "accept": false, - "reason": "Different Qwen3.5 loading failures; one is UMT5 encoder weights, the other is MoE from_pretrained." + "reason": "Different model load/attribute issues with no clear shared root cause." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "DSA indexer math bug vs. DeepseekV3MoE implementation divergence; not the same issue." + "reason": "Qwen3VL-Moe load failure and Qwen3_5 image infinite loop are separate model bugs." }, { - "left": "issue:43064", - "right": "issue:44655", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Optimizer-state corruption in training vs. pipeline save_pretrained failure; unrelated." + "reason": "FlashAttention support and Python version compatibility are unrelated." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:43441", + "right": "issue:44380", "accept": false, - "reason": "Tensor-parallel training bug vs. load-time OOM for a specific model." + "reason": "Both mention attention backends, but one is unsupported FlashAttention for a specific model and the other is GPT2 attention scaling being ignored." }, { - "left": "issue:44077", + "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Optional post_init restriction vs. attention scaling ignored; different functionality." + "reason": "Different attention-backend issues without a shared concrete code-path fix." }, { - "left": "issue:43618", - "right": "issue:45588", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "CLIP attentions assignment bug vs. flash_attention crash on sink-less models; different models and code paths." + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 Moe from_pretrained failure are separate loading bugs." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "PyTorch-missing ImportError vs. tokenizer loading regression; unrelated root causes." + "reason": "Attention scaling and zero-loss classification behavior are unrelated." }, { - "left": "issue:43867", - "right": "issue:44484", - "accept": false, - "reason": "State-dict loading issue vs. max_shard_size default question; not duplicates." + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-performance regression: import * in models makes importing transformers slow." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Different model-specific runtime errors with no shared underlying bug." + "reason": "Sorted state_dict load failure and missing deepstack_visual_indexes config field are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft edge (issue:41669 \u2194 issue:44246) is a conservative duplicate match based on the shared import-time slowdown theme. The remaining pairwise rejections are appropriately cautious and do not overclaim duplicates or shared root causes." + "feedback": "Grounded overall. The import-time slowdown pair is clearly supported by the packet, and the CLIP pair is a reasonable soft duplicate call without overclaiming. The rejected pairs stay conservative and mostly distinguish different subsystems or code paths." }, "evaluator_used": true, "retried": false, @@ -13485,64 +13512,82 @@ "component_index": 2, "component_count": 16, "review_unit_index": 42, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ - "issue:30333", + "issue:28282", "issue:30990", "issue:31795", "issue:33453", - "issue:34689", "issue:36296", + "issue:36683", "issue:42548", - "issue:42757", - "issue:42831", "issue:42890", "issue:43010", - "issue:43299", + "issue:43064", + "issue:43097", + "issue:43352", "issue:43502", - "issue:43576", + "issue:43575", "issue:43618", - "issue:43723", - "issue:43824", - "issue:43827", - "issue:43874", + "issue:43867", "issue:43901", + "issue:43976", + "issue:43992", "issue:44062", "issue:44075", + "issue:44077", "issue:44112", + "issue:44117", "issue:44222", - "issue:44230", - "issue:44315", "issue:44351", "issue:44355", "issue:44360", - "issue:44368", - "issue:44387", + "issue:44380", + "issue:44484", "issue:44485", - "issue:44556", + "issue:44492", "issue:44655", "issue:44749", + "issue:44855", + "issue:44857", "issue:44938", - "issue:44961", "issue:44964", "issue:44977", - "issue:45071", "issue:45125", - "issue:45278", "issue:45341", + "issue:45357", "issue:45375", - "issue:45468", + "issue:45440", "issue:45478", - "issue:45600", - "issue:45656" + "issue:45561", + "issue:45588", + "issue:45600" ], "soft_pairs": [ + "issue:43064|issue:44492", + "issue:43618|issue:44380", + "issue:44355|issue:44855", + "issue:43352|issue:45478", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:43064|issue:44655", + "issue:44360|issue:45440", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:45588", + "issue:43618|issue:44857", "issue:43618|issue:44977", "issue:43901|issue:44938", "issue:44655|issue:44938", @@ -13558,244 +13603,240 @@ "issue:44355|issue:44749", "issue:30990|issue:31795", "issue:45125|issue:45478", - "issue:45125|issue:45375", - "issue:44387|issue:44556", - "issue:43010|issue:45278", - "issue:30333|issue:33453", - "issue:43723|issue:44556", - "issue:43010|issue:44368", - "issue:43502|issue:44222", - "issue:43502|issue:44961", - "issue:44315|issue:44360", - "issue:42831|issue:43874", - "issue:30333|issue:36296", - "issue:44355|issue:44655", - "issue:44355|issue:45071", - "issue:44222|issue:44230", - "issue:43827|issue:44961", - "issue:43010|issue:45656", - "issue:33453|issue:34689", - "issue:43299|issue:44556", - "issue:42757|issue:43576", - "issue:33453|issue:36296", - "issue:43576|issue:45071", - "issue:43576|issue:43824", - "issue:44961|issue:45468" + "issue:45125|issue:45375" ], - "prepared_review_unit_hash": "c347ea7360e09f82d5c604cc106352e32a55a887a9531993145c9d6527cc7544", + "prepared_review_unit_hash": "26044eec5228f76ec484aba5e3b0ef8653b61b58e8c3fac59d30064ed48c48db", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 38503, - "estimated_input_tokens": 9626, - "estimated_eval_tokens": 19508 + "soft_pair_count": 34, + "serialized_chars": 37434, + "estimated_input_tokens": 9359, + "estimated_eval_tokens": 18974 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regressions, import/load failures, and a few docs/tests issues. The broadest representative is the open umbrella report about many import errors after upgrading to 5.5.0; the rest are not close enough to treat as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 45278 is the best umbrella for this cluster because it broadly captures the recurring theme of import/load regressions after upgrading to v5, while the other issues are mostly narrower variants or unrelated docs/test failures.", + "summary": "This cluster is heterogeneous: it mixes unrelated model-loading, tensor-parallel, flash-attention, test-flakiness, documentation, and Python-version issues. None of the soft pairs look like the same concrete bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No reliable canonical issue: the items span unrelated failures across different models, subsystems, and versions, so there is no clear duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most useful global representative: it is broad, current, and aligns with the dominant pattern in the cluster (v5 upgrade regressions causing import/load breakage).", + "best_issue_reason": "No strong representative issue for the cluster; the issues are too diverse to treat one as the global duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Different model families and symptoms: CLIP attentions assignment vs Qwen3.5 flash-attention generation." + "reason": "Different problems: FSDP2/PEFT optimizer-state corruption vs a cache-strategy typo." }, { - "left": "issue:43901", - "right": "issue:44938", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Docs behavior mismatch vs Python 3.14 load failure; unrelated problems." + "reason": "Both touch attention code, but one is a missing output field and the other is GPT-2 attention scaling under SDPA/FlashAttention." }, { - "left": "issue:44655", - "right": "issue:44938", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Pipeline save_pretrained issue is not the same as interpreter compatibility/loading failure." + "reason": "Separate import failures with different causes: compiled-file loading vs torch.jit parsing on Python 3.13." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43352", + "right": "issue:45478", "accept": false, - "reason": "Different model/test failure and a separate latest-transformers loading regression." + "reason": "Different model-specific issues: Nemotron Flash Attention 2 support vs Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:36683", + "right": "issue:44117", "accept": false, - "reason": "Both are CI/test failures, but on different models with different causes." + "reason": "One is a missing config attribute; the other is TOKENIZER_MAPPING_NAMES returning None during from_pretrained." }, { "left": "issue:42890", - "right": "issue:45600", + "right": "issue:45561", "accept": false, - "reason": "Different CI regressions: missing seeds in tests vs removed config references in auto_mappings." + "reason": "Both are test-related, but one is missing set_seed in model tests and the other is an xdist race on a captured-info file." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:43097", + "right": "issue:43352", "accept": false, - "reason": "local_files_only network leakage and AddedToken kwarg duplication are different code paths." + "reason": "Unrelated API removal vs flash-attention support error." }, { - "left": "issue:43010", - "right": "issue:44075", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Cache update no_grad behavior is unrelated to SGD optimizer argument handling." + "reason": "Different serialization/load bugs: state_dict sorting error vs incorrect visual encoder keys in save_pretrained." }, { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Test seeding flake vs a separate testing_utils bug; not the same issue." + "reason": "Both involve Python compatibility, but they affect different versions and failure modes." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different causes." + "reason": "UMT5Encoder missing embed_tokens.weight is a different load-path bug from the Qwen3.5 MoE from_pretrained error." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43064", + "right": "issue:44655", "accept": false, - "reason": "FP8 save_pretrained bug and missing tensor-parallel plan are different failures." + "reason": "Optimizer-state corruption during training is unrelated to saving Pipeline objects." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Tokenizer/network isolation bug vs GLM RoPE implementation discussion." + "reason": "Different code paths: DSA indexer ReLU omission vs DeepseekV3MoE implementation divergence." }, { - "left": "issue:44355", - "right": "issue:44749", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Compiled Python file errors are unrelated to the reported slowdown when filtering data." + "reason": "Tensor-parallel training bug vs OOM when loading a large Qwen2 model with tp; not the same defect." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:44077", + "right": "issue:44380", "accept": false, - "reason": "Loading hang and forward-argument documentation confusion are not duplicates." + "reason": "patchtsmixer post_init validation is unrelated to GPT-2 attention scaling under backend changes." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Same model family, but one is tensor-parallel metadata and the other is a from_pretrained regression; not one concrete bug." + "reason": "Different regressions: missing PyTorch dependency vs tokenizer loading regression." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43867", + "right": "issue:44484", "accept": false, - "reason": "Different missing config fields and different failure modes." + "reason": "Load error with sorted state_dict is unrelated to max_shard_size behavior in save_pretrained." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:43618", + "right": "issue:45588", "accept": false, - "reason": "Memory/OOM regression under int4 quantization is distinct from checkpoint reload compatibility after upgrading." + "reason": "Both mention attention, but one is CLIPOutput attentions missing and the other is a flash-attention crash on s_aux=None." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "Cache update semantics do not match the broad import-error regression report." + "reason": "Missing attentions output and a float16 AMP/CUDA crash are different bugs." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "MLflow job status reporting and tokenizer loading regression are unrelated." + "reason": "Attention-output issue is unrelated to Qwen3.5 generation problems with flash-attention." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:43901", + "right": "issue:44938", "accept": false, - "reason": "Tokenizer AutoTokenizer loading issue vs generic checkpoint reload breakage; different loaders." + "reason": "Docs mismatch for return_all_scores is unrelated to a Python 3.14 import/load failure." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:44655", + "right": "issue:44938", "accept": false, - "reason": "Compiled-file execution errors are unrelated to saving Pipeline objects." + "reason": "Saving Pipeline objects and importing transformers on Python 3.14 are different issues." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Runtime compiled-file issue and PretrainedConfig type-checking regression are different bugs." + "reason": "Test-seed flakiness is unrelated to the Phi-4 multimodal model loading error." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "FP8 save_pretrained and FP8 inference support are different change requests/issues." + "reason": "Both are CI/test problems, but one is missing set_seed and the other is a stale GraniteSpeech device-override test." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing set_seed in a model test is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Documentation cleanup after pipeline removals is unrelated to the placeholder issue." + "reason": "Local-files-only network leakage is unrelated to the AddedToken constructor argument error." }, { "left": "issue:43010", - "right": "issue:45656", + "right": "issue:44075", "accept": false, - "reason": "Cache update no_grad concern is not the same as optimizer stepping twice under deepspeed." + "reason": "Cache update no_grad decoration and unused SGD arguments are unrelated code paths." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Tokenizer loading regression and model loading regression are different concrete failures." + "reason": "A missing set_seed in SamHQ tests is not the same as a generic testing_utils bug." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Specific Qwen3VL MoE load breakage is not the same as generic checkpoint reload incompatibility." + "reason": "Both are import-name errors, but they concern different symbols and likely different export paths." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Dependency import error and the v5 env command breakage do not show the same code-path problem." + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different bugs." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Env command breakage and config type-checking are unrelated." + "reason": "local_files_only network requests have nothing to do with max_shard_size defaults." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Env command bug and Qwen2.5-VL import error are different failures." + "reason": "Compiled-file import errors are unrelated to the data-filtering slowdown regression." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-transformers loading hang is unrelated to model.forward documentation confusion." + }, + { + "left": "issue:45125", + "right": "issue:45478", "accept": false, - "reason": "No meaningful relation between the two issues." + "reason": "Both involve Qwen3.5 MoE, but one is a missing tensor-parallel plan and the other is a from_pretrained load error." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and a missing deepstack_visual_indexes field are different configuration/parallelism issues." } ] }, @@ -13811,70 +13852,92 @@ "component_index": 2, "component_count": 16, "review_unit_index": 43, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ + "issue:30333", "issue:31795", + "issue:33453", + "issue:34689", "issue:36296", "issue:38617", "issue:41628", - "issue:41669", "issue:42548", - "issue:42890", + "issue:42757", + "issue:42831", "issue:43010", "issue:43232", - "issue:43352", - "issue:43408", + "issue:43299", + "issue:43502", "issue:43526", "issue:43576", - "issue:43673", + "issue:43723", + "issue:43824", "issue:43827", + "issue:43874", "issue:43901", "issue:43976", "issue:44038", - "issue:44077", - "issue:44246", + "issue:44222", + "issue:44230", "issue:44261", "issue:44273", - "issue:44295", - "issue:44297", "issue:44315", "issue:44351", "issue:44355", "issue:44360", - "issue:44373", + "issue:44368", + "issue:44387", "issue:44393", - "issue:44492", "issue:44556", "issue:44623", - "issue:44704", - "issue:44829", - "issue:44861", + "issue:44655", "issue:44908", - "issue:44938", "issue:44961", "issue:45003", "issue:45071", - "issue:45092", "issue:45125", "issue:45230", - "issue:45341", - "issue:45478", + "issue:45278", + "issue:45468", "issue:45542", + "issue:45656", "issue:45753" ], "soft_pairs": [ - "issue:31795|issue:38617", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:30333|issue:33453", + "issue:43723|issue:44556", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:44315|issue:44360", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:44222|issue:44230", + "issue:43827|issue:44961", + "issue:43010|issue:45656", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43299|issue:44556", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:44961|issue:45468", "issue:43010|issue:43976", + "issue:31795|issue:38617", "issue:41628|issue:42548", "issue:38617|issue:43576", + "issue:43576|issue:44351", "issue:44908|issue:44961", - "issue:43576|issue:44938", "issue:43010|issue:43232", "issue:36296|issue:43901", "issue:41628|issue:44355", @@ -13886,291 +13949,276 @@ "issue:44393|issue:45753", "issue:43576|issue:44556", "issue:44393|issue:45071", - "issue:44038|issue:45125", - "issue:41669|issue:43673", - "issue:44556|issue:45092", - "issue:44373|issue:44961", - "issue:44704|issue:44908", - "issue:42890|issue:44908", - "issue:44246|issue:44273", - "issue:43408|issue:44315", - "issue:43976|issue:44393", - "issue:43352|issue:44393", - "issue:44297|issue:45230", - "issue:43576|issue:44908", - "issue:44908|issue:45071", - "issue:44295|issue:45230", - "issue:43673|issue:44492", - "issue:41669|issue:44351", - "issue:41669|issue:45341", - "issue:41669|issue:44492", - "issue:44393|issue:45478", - "issue:44315|issue:44829", - "issue:44077|issue:44861", - "issue:43827|issue:44908" + "issue:44038|issue:45125" ], - "prepared_review_unit_hash": "fbab0301503245c833b30e8d235e2d597de5a6ad5a62b741b93e3a7ff3073e85", + "prepared_review_unit_hash": "3c9e8f1c6d014bbe350d2401f72e1d3f38aa849299208d33552111cc5e465578", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 38756, - "estimated_input_tokens": 9689, - "estimated_eval_tokens": 19634 + "soft_pair_count": 40, + "serialized_chars": 39001, + "estimated_input_tokens": 9751, + "estimated_eval_tokens": 19758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab bag of unrelated bug reports; the soft-similarity pairs are not strong enough to treat as duplicates. I rejected all soft edges and picked the most central import/performance report as the best issue representative.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44246 is the clearest broad import-performance report in this set and best represents the import/loading theme shared by several nearby issues.", + "summary": "This cluster is mostly a loose collection of Transformers v5 regression reports, especially import/load/runtime breakages, but the individual issues are too varied to treat as duplicates of one another. No PRs are present.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45278 is the broadest representative of the dominant theme: many import/runtime breakages after upgrading to v5. It best captures the cluster\u2019s shared regression pattern without being tied to a single narrow subsystem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44246 has the strongest signal and widest relevance among the issues here; it is the most suitable overall issue representative.", + "best_issue_reason": "issue:45278 is the strongest single issue to anchor the cluster because it is open, version-upgrade focused, and broad enough to subsume several of the nearby import/loading complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Documentation confusion vs an ImportError for a different symbol; unrelated bugs." + "reason": "Different problems: int4 quantization memory regression vs checkpoint reload compatibility after upgrading." }, { "left": "issue:43010", - "right": "issue:43976", + "right": "issue:45278", "accept": false, - "reason": "Cache/no_grad behavior is unrelated to Python version compatibility." + "reason": "Cache update no_grad behavior is unrelated to the broad import-error regression report." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Both are import errors, but for different classes/symbols and likely different causes." + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading." }, { - "left": "issue:38617", - "right": "issue:43576", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "ImportError for layer_type_validation is unrelated to the v5 env command breakage." + "reason": "Both involve loading, but one is tokenizer loading in v5 and the other is checkpoint reload after version upgrade; not the same concrete bug." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:43010", + "right": "issue:44368", "accept": false, - "reason": "Scheduler kwargs bug has nothing to do with the unrelated 'racoon' issue." + "reason": "Cache update decoration and a tie_word_embeddings warning are different code paths and symptoms." }, { - "left": "issue:43576", - "right": "issue:44938", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "Broken env command and Python 3.14 load failure are different failure modes." + "reason": "local_files_only network leakage is unrelated to FP8 save_pretrained behavior." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "Both touch generation internals, but one is no_grad decoration and the other is sync_gpus state update; not the same bug." + "reason": "The second item is not a real matching bug report; no shared underlying issue." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Tensor parallel training bug and docs mentioning return_all_scores are unrelated." + "reason": "Liger Kernel application in model_init is unrelated to the DSA indexer ReLU complaint." }, { - "left": "issue:41628", - "right": "issue:44355", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Importing AutoImageProcessor and running compiled Python files are different issues." + "reason": "FP8 accuracy drift and a missing image-patch helper are different model/image-processing bugs." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." + "reason": "MLflow failed-job reporting does not match a tensor-parallel training bug." }, { - "left": "issue:44261", - "right": "issue:44360", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Different model/math bugs with no shared concrete code path." + "reason": "Compiled-file import/runtime errors and save_pretrained behavior are distinct failures." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:44355", + "right": "issue:45071", "accept": false, - "reason": "Lazy loading is broad; sys.modules access is a separate implementation bug." + "reason": "Compiled Python file errors are unrelated to PretrainedConfig type checking." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Processor save_pretrained file output bug and an unspecified bug report are not the same issue." + "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are separate changes." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Lazy loading problems are unrelated to the TensorFlow backend error." + "reason": "Docs mentioning pipeline() and the unrelated racoon issue do not describe the same bug." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43010", + "right": "issue:45656", "accept": false, - "reason": "Two different Qwen3 image-model symptoms; not enough evidence of the same root cause." + "reason": "A no_grad cache/update fix is not the same as double optimizer stepping under deepspeed." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Different v5 regressions: env command vs checkpoint reload compatibility." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading are different model-load failures." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "Qwen3-VL output issue and PretrainedConfig type checking are unrelated." + "reason": "Missing is_offline_mode import and a broken env command are related to v5 packaging, but not the same concrete defect." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Qwen3-VL bug and missing tensor-parallel plan for Qwen3_5Moe are different problems." + "reason": "Qwen3-VL-Moe loading and reloading old checkpoints after upgrade are distinct model-loading issues." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "Import star performance regression and missing GenerationMixin cache are different code paths." + "reason": "Tokenizer loading regression is unrelated to tensor-parallel training behavior." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Both concern v5 checkpoint loading, but for different models and distinct failure causes." + "reason": "Broken env command and PretrainedConfig type checking are separate regressions." }, { - "left": "issue:44373", - "right": "issue:44961", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Docstring typo and unrelated placeholder issue." + "reason": "A broken env command is not the same as a missing Qwen2_5_VLForConditionalGeneration import." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Passing kwargs to cached_file and scheduler kwargs are unrelated bugs." + "reason": "Racoon is not a meaningful issue match for Gemma4AudioRelPositionalEncoding." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Missing set_seed in tests is unrelated to scheduler behavior." + "reason": "Cache no_grad behavior is unrelated to Python-version compatibility." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Import slowness and lazy loading malfunction are related at a high level, but not the same concrete bug." + "reason": "Documentation confusion around forward args is unrelated to an import error for layer_type_validation." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Model-type warning and Liger Kernel model_init behavior are unrelated." + "reason": "AutoImageProcessor and PreTrainedModel import failures are different missing symbols." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:38617", + "right": "issue:43576", "accept": false, - "reason": "Python support issue and Qwen3-VL visual output bug are unrelated." + "reason": "A missing utility import and a broken env command are not the same bug." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:43576", + "right": "issue:44351", "accept": false, - "reason": "Flash Attention support warning is unrelated to Qwen3-VL hallucination/output errors." + "reason": "Broken env command and missing HybridCache import are separate import/export issues." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Tokenizer class mismatch on save is not the same as a generic bug report." + "reason": "Scheduler kwargs handling is unrelated to the racoon issue." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "CLI env breakage and scheduler kwargs handling are unrelated." + "reason": "Both touch generation internals, but they describe different code paths and symptoms." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are unrelated." + "reason": "Tensor-parallel training bug and a docs mismatch for return_all_scores are unrelated." }, { - "left": "issue:44295", - "right": "issue:45230", + "left": "issue:41628", + "right": "issue:44355", "accept": false, - "reason": "position_ids buffer access error does not match an unspecified bug report." + "reason": "Missing AutoImageProcessor import is not the same as compiled Python file errors." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "Missing cache during generation and a typo in cache strategies are different issues." + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:44261", + "right": "issue:44360", "accept": false, - "reason": "Import-star performance problem and missing HybridCache import are different symptoms with different fixes." + "reason": "MLA layernorm precision issue and DSA indexer ReLU omission are different bugs." }, { - "left": "issue:41669", - "right": "issue:45341", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "Import performance regression and a testing_utils bug are unrelated." + "reason": "Lazy loading failure and unsafe sys.modules access are related at a high level but not the same concrete defect." }, { - "left": "issue:41669", - "right": "issue:44492", + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files is specific; the other item is too generic to match." + }, + { + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Import-star slowdown and a cache-strategy typo are unrelated." + "reason": "Lazy loading behavior and an undefined tf backend error are unrelated." }, { "left": "issue:44393", - "right": "issue:45478", + "right": "issue:45753", "accept": false, - "reason": "Different Qwen3.5/Qwen3-VL issues with no shared concrete failure path." + "reason": "2D bbox hallucination and infinite-loop generation are different Qwen3-VL symptoms." }, { - "left": "issue:44315", - "right": "issue:44829", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Liger Kernel application in model_init and flash_attention_3 training degeneration are unrelated." + "reason": "Broken env command and checkpoint reload incompatibility are distinct regression reports." }, { - "left": "issue:44077", - "right": "issue:44861", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Optional post_init policy and tied-weight-key AttributeError are different model-internals bugs." + "reason": "Qwen3-VL output quality issue and PretrainedConfig type checking are unrelated." }, { - "left": "issue:43827", - "right": "issue:44908", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Docs still mentioning pipeline() and scheduler kwargs handling are unrelated." + "reason": "Qwen3-VL-Moe loading and missing _tp_plan for tensor parallelism are not the same underlying bug." } ] }, @@ -14186,56 +14234,85 @@ "component_index": 2, "component_count": 16, "review_unit_index": 44, - "review_unit_count": 44, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-387", + "cluster_id": "cluster-15354-388", "nodes": [ - "issue:30333", - "issue:31515", "issue:31795", "issue:33453", "issue:34689", - "issue:36296", "issue:37428", - "issue:38617", "issue:41669", "issue:42371", + "issue:42890", "issue:42913", "issue:43066", - "issue:43298", + "issue:43352", + "issue:43408", "issue:43502", "issue:43519", - "issue:43525", - "issue:43572", "issue:43576", "issue:43606", + "issue:43673", "issue:43704", "issue:43827", - "issue:44230", + "issue:43976", + "issue:44077", + "issue:44246", "issue:44261", "issue:44263", "issue:44273", + "issue:44295", + "issue:44297", "issue:44315", + "issue:44351", "issue:44360", + "issue:44373", + "issue:44393", "issue:44485", "issue:44492", + "issue:44556", "issue:44623", "issue:44655", + "issue:44704", + "issue:44829", "issue:44861", "issue:44908", - "issue:44998", + "issue:44961", + "issue:45071", "issue:45092", "issue:45230", - "issue:45290", "issue:45310", "issue:45341", - "issue:45468" + "issue:45468", + "issue:45478" ], "soft_pairs": [ + "issue:41669|issue:43673", + "issue:44373|issue:44961", + "issue:44556|issue:45092", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:43673|issue:44492", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:41669|issue:44492", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:44077|issue:44861", + "issue:43827|issue:44908", "issue:31795|issue:33453", "issue:41669|issue:44908", "issue:42371|issue:44492", @@ -14261,304 +14338,474 @@ "issue:43606|issue:45468", "issue:44261|issue:45468", "issue:43704|issue:45341", - "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:44360|issue:44998", - "issue:44230|issue:44623", - "issue:30333|issue:31515", - "issue:31515|issue:36296", - "issue:31515|issue:31795", - "issue:44230|issue:45310", - "issue:31515|issue:33453", - "issue:43298|issue:44230" + "issue:42913|issue:43066" ], - "prepared_review_unit_hash": "568487fc00857f754cbd0b5a58bc54212cfdd0bd2cd4a7021b536d64b79ece3a", + "prepared_review_unit_hash": "7389be6608bd87627a5852c867fdfaac9843b305252fb1e347d940798d5c8b2b", "component_budget": { - "node_count": 387, - "item_count": 387, - "soft_pair_count": 1455, - "serialized_chars": 749544, - "estimated_input_tokens": 187386, - "estimated_eval_tokens": 375028 + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 }, "budget": { - "node_count": 40, - "item_count": 40, - "soft_pair_count": 42, - "serialized_chars": 34970, - "estimated_input_tokens": 8743, - "estimated_eval_tokens": 17742 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 41100, + "estimated_input_tokens": 10275, + "estimated_eval_tokens": 20806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft-edge pair looks like the same underlying bug/change; they mostly share only broad subsystem words. No PRs were provided, so issue triage is the only meaningful choice here.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43502 is the clearest, most concrete user-facing bug: `local_files_only=True` still triggering API requests. It is narrowly scoped, reproducible, and broadly useful as the representative issue.", + "summary": "The cluster is thematically related around Transformers v5 regressions, tokenizer/model loading, and import/lazy-loading behavior, but the soft pairs do not look like true duplicates of the same concrete bug/change. No PRs are present.", + "confidence": 0.35, + "canonical_issue_reason": "issue:41669 is the broadest and most central issue here: it targets import-time/lazy-loading behavior and has the strongest linkage to several other candidates in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43502 is the best overall candidate because it describes a specific, high-signal loading/networking regression with an unambiguous expected behavior.", + "best_issue_reason": "issue:41669 is the best representative issue because it is the clearest hub for the cluster\u2019s import/lazy-loading performance theme and is more central than the narrower model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time/lazy-loading performance vs chunked-prefill cache availability; different bug paths." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Docstring typo/clarification vs unrelated placeholder issue." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 loading regressions, but one is generic checkpoint reload and the other is remote-code/meta-init incompatibility; not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs forwarding vs scheduler keyword handling; unrelated subsystems." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seed vs scheduler kwarg bug; no shared code path." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdowns vs lazy loading malfunction; related theme, but not the same concrete defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning mismatch vs Liger Kernel/model_init application; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility vs Qwen3-VL bounding-box behavior; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support guard vs multimodal bbox output issue; different model paths." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata bug vs generic bug report; insufficient and unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer read error vs generic bug report; not the same issue." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored vs PretrainedConfig type checking; different code paths." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache missing in generation vs cache-strategy typo; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance vs missing HybridCache export; related import surface but different defects." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance vs testing_utils bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-time performance vs cache-strategy typo; not duplicate." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-VL/Qwen3.5 MoE problems and different symptoms." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel model-init integration vs flash-attention training degeneration; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy vs tied-weights-key AttributeError; different implementation issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mention pipeline() vs scheduler kwargs handling; unrelated." + }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Different problems: documentation confusion for forward inputs vs a tokenizer loading regression." + "reason": "Forward-doc confusion vs tokenizer loading regression; unrelated." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Unrelated topics: import-star performance overhead vs scheduler kwargs being ignored." + "reason": "Import/lazy-loading performance vs scheduler kwarg bug; no shared bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "Different bugs: TF32 API guidance vs a typo in cache strategies." + "reason": "TF32 API settings vs cache-strategy typo; unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Both involve saving/model internals, but one is pipeline save_pretrained failure and the other is a tied-weights helper AttributeError." + "reason": "Pipeline save_pretrained missing files vs tied-weights-key crash; different save/load paths." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Different features: v5 `transformers env` command breakage vs lazy loading malfunction." + "reason": "env command breakage vs lazy loading problem; only broad v5 theme overlaps." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Distinct code paths and model components; not the same bug." + "reason": "DSA indexer behavior vs Gemma-4 audio positional encoding; unrelated model/code path." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained failure; too vague to be the same issue." + "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained error; not enough to be same bug." }, { "left": "issue:43827", "right": "issue:44492", "accept": false, - "reason": "Docs still mentioning removed pipeline APIs is unrelated to a cache strategy typo." + "reason": "Docs referencing pipeline() vs cache-strategy typo; unrelated." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Lazy loading malfunction vs scheduler kwargs bug; different areas." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different model-specific bugs: Qwen3VL timestamp math vs GLM-5 RoPE implementation." + "reason": "Qwen3VL timestamp math vs GLM-5 RoPE implementation; different model-specific logic." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star performance issue is unrelated to VRAM leakage in multi-threaded dataloading." + "reason": "Import performance vs VRAM leak in dataloader threads; unrelated." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Different subsystems: processor timestamp calculation vs learning-rate scheduler config handling." + "reason": "Processor timestamp calculation vs scheduler kwargs; unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation wording issue vs model-loading regression for Llama 3.2 Vision." + "reason": "Doc confusion vs model loading regression; unrelated." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Forward-argument docs confusion is unrelated to a flash-attention import error." + "reason": "Doc confusion vs flash-attention import error; unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger Kernel application in model_init is not the same as remote-code checkpoint incompatibility with meta init." + "reason": "Liger Kernel/model_init integration vs v5 checkpoint incompatibility; different bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "Different model/runtime bugs: VRAM leak vs RoPE implementation." + "reason": "VRAM leak vs RoPE implementation; unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Separate model components and failures; not a single concrete bug." - }, - { - "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 configuration guidance is unrelated to the dataloader-thread VRAM leak." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "Network access during loading vs Qwen3VL timestamp calculation are different bugs." - }, - { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Processor timestamp math and missing files in processor.save_pretrained are distinct issues." + "reason": "Different model implementation bugs with no shared code path." }, { - "left": "issue:43519", - "right": "issue:43704", + "left": "issue:44261", + "right": "issue:45468", "accept": false, - "reason": "Different areas: processor timestamp computation vs VRAM leakage in threaded loading." + "reason": "MLA q_a_layernorm epsilon precision issue vs Gemma-4 audio positional encoding; unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return handling in a DSA indexer is unrelated to Gemma4 audio positional encoding." + "reason": "torch.split return semantics in DSA indexer vs Gemma-4 audio encoding; unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch has no clear relation to Gemma4 audio positional encoding." + "reason": "CPU offload device mismatch vs Gemma-4 audio positional encoding; unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different numerical bug than Gemma4 audio positional encoding." - }, - { - "left": "issue:43704", - "right": "issue:45341", - "accept": false, - "reason": "VRAM leak in multi-threaded dataloading is unrelated to a testing_utils bug." - }, - { - "left": "issue:42913", - "right": "issue:43066", - "accept": false, - "reason": "Both are tokenizer/v5 related, but one is a broad behavior difference and the other is a specific wrong decoder type bug." - }, + "reason": "Same as above: 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": 2, + "component_count": 16, + "review_unit_index": 45, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:43066", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43704", + "issue:44230", + "issue:44360", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310" + ], + "soft_pairs": [ + "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:44360|issue:44998", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "cc0023c3561622a78a0f644ea6f469f4a40889b14a7d1772197afb953edf98e8", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 20, + "item_count": 20, + "soft_pair_count": 16, + "serialized_chars": 16034, + "estimated_input_tokens": 4009, + "estimated_eval_tokens": 8274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated standalone reports; none of the proposed soft edges look like true duplicates. The clearest representative issue is the tokenizer-loading regression report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:33453 is a concrete, high-activity regression report with a well-scoped failure mode, making it the best issue representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 has the strongest signal of a real, actionable bug and the broadest representative value among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue." + "reason": "Inverse-sqrt scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue title and body." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weights helper crash is unrelated to chat template tool-call handling." + "reason": "Different code paths: tied-weight key handling versus chat template tool-call serialization." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a different config bug than tied-weights handling." + "reason": "Config attribute missing versus tied-weight key crash; not the same underlying defect." }, { "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "VRAM leak bug and the unrelated issue titled 'Unemployment' are clearly not the same." + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "Import-star performance issue is unrelated to the unrelated issue titled 'Unemployment'." + "reason": "Import-star performance cleanup is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx removal issue is unrelated to tied-weights AttributeError." + "reason": "Missing pad_token_idx in StableLmConfig is a different config bug from _get_tied_weight_keys crashing." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Wrong tokenizer decoder type is unrelated to the unrelated issue titled 'Unemployment'." + "reason": "Wrong tokenizer decoder type is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading and an ImportError from configuration_utils are different failure modes." + "reason": "Slow checkpoint loading and ImportError for layer_type_validation are different failure modes and code paths." }, { "left": "issue:44360", "right": "issue:44998", "accept": false, - "reason": "DSA indexer functionality issue is unrelated to the unrelated issue titled 'Unemployment'." + "reason": "DSA indexer/ReLU discussion is unrelated to the unrelated 'Unemployment' issue." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen models is unrelated to processor.save_pretrained missing files." + "reason": "FP8 model support and processor.save_pretrained missing files are different problems." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to slow from_pretrained checkpoint loading." + "reason": "MLFlow job-status reporting and slow checkpoint loading are unrelated bugs." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance is unrelated to a tensor parallel training bug." + "reason": "Checkpoint loading slowness is unrelated to tensor parallel training behavior." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading and forward-argument documentation confusion are unrelated." + "reason": "Loading speed issue and documentation confusion are different issues." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request and a Qwen3.5 MoE from_pretrained error are different issues." + "reason": "Both mention Qwen3.5 MoE, but one is FP8 inference support and the other is a from_pretrained error; not the same concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Checkpoint loading slowness is not the same as the tokenizer loading regression." + "reason": "Slow from_pretrained checkpoint loading is not the same as a tokenizer-loading regression." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and FP8 inference support are different feature gaps, not the same bug." + "reason": "Continuous batching audio-model support and FP8 Qwen3-VL/MoE support are distinct feature gaps." } ] }, @@ -14588,7 +14835,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "010abed66cc8c1d5a28f2876a9b7a7d8dc8445c25b6616c5d45cf08051f29b41", + "prepared_review_unit_hash": "f20b8e9877cd8ae04064e9d87ee43f27a13c4cd1899c9bc5220c8c0c86f895cf", "component_budget": { "node_count": 2, "item_count": 2, @@ -14610,18 +14857,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated community contribution issues: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They do not describe the same underlying bug or change.", + "summary": "These are both broad community-contribution tracker issues, but they target different features and code paths: Flash Attention 2 support vs GGUF support. They are not duplicates.", "confidence": 0.97, - "canonical_issue_reason": null, + "canonical_issue_reason": "No single canonical issue: the two issues track different architecture-support efforts with different implementation work.", "canonical_pr_reason": null, - "best_issue_reason": "No canonical issue exists here because the requests target different features; if one had to be picked as a representative issue, #26350 is the older and more discussed feature request.", + "best_issue_reason": "Neither issue is a better canonical duplicate of the other; both are separate umbrella requests with distinct scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests with no shared code path or explicit linkage: Flash Attention 2 support vs GGUF support." + "reason": "Same general phrasing, but the underlying requests are different (Flash Attention 2 support vs GGUF support) and would not be merged into one issue/PR." } ] }, @@ -14658,7 +14905,7 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "2f2d8e8a2ec10bccf707ea15462303fc48908d959146f7e0b89e4ca9dd1da267", + "prepared_review_unit_hash": "3797dcb49cf83fa760cabfe063568eafc58f5560eaf607756a0aae5c97e0b70d", "component_budget": { "node_count": 4, "item_count": 4, @@ -14680,48 +14927,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four items are translation-tracking issues for docs, but they are not the same underlying request: one is Turkish-specific and the others are generic placeholder issues for different languages. No PRs are present.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific report ([i18n-TR] Turkish); the others are template-style placeholders and not a better canonical anchor.", + "summary": "These are not duplicates: they are separate docs-translation requests for different language targets, and several titles are just placeholder variants of the same template. The only concrete request is the Turkish one, so it is the best representative issue if a canonical item is needed.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request ([i18n-TR] Turkish) and is more representative than the placeholder-language template issues.", "canonical_pr_reason": null, - "best_issue_reason": "27088 is the most specific and actionable issue, while the others are generic duplicates/templates rather than a concrete unique request.", + "best_issue_reason": "Issue 27088 is the most actionable and specific item in the cluster; the others are generic placeholder variants rather than distinct, mergeable duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same broad translation-tracking template, but not the same language/request; different underlying issue." + "reason": "Different translation targets: Turkish vs a placeholder language template. Same topic area, but not the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "These are different translation targets, so they are not duplicates of the same bug/request." + "reason": "Different translation targets: Turkish vs a placeholder language template. Not a duplicate request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific issue vs a generic language placeholder; related topic but not the same underlying issue." + "reason": "Different translation targets: Turkish vs a placeholder language template. Same theme, different issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are generic translation placeholders, but they do not identify the same concrete language or request." + "reason": "Both are placeholder/template-style translation issues, but they are not the same concrete language request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Template similarity only; the issues are for different language translations, not one shared request." + "reason": "Template-like translation issues for different language values; not the same underlying task." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "They share the same template wording, but no evidence they refer to the same translation target or change." + "reason": "Template-like translation issues for different language values; not duplicates." } ] }, @@ -14790,7 +15037,7 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "7ab19ac4bf0378c06c5dae49fbf63d38d86575ae7e6d809da951d59571ca8159", + "prepared_review_unit_hash": "8ed9e51206fc7f368e6d45558aaf38da253fc8d223df39563d6890c834705fe3", "component_budget": { "node_count": 14, "item_count": 14, @@ -14812,132 +15059,138 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of separate model-addition requests, not duplicate reports of the same bug/change. The soft edges are mostly name-similarity across different model families or modalities (text, audio, vision), so none should be merged.", + "summary": "This cluster is a heterogeneous set of model-request issues across unrelated model families and modalities (BERT variants, audio/ASR/TTS, OCR, vision encoders, sparse transformers). The soft similarities are mostly superficial naming overlap, not duplicate bug/change reports.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits the cluster: these are distinct model requests for different architectures and modalities, not one underlying defect or feature.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No single issue is a good global representative; any choice would omit unrelated requests in other model families/modalities.", - "best_pr_reason": "No PRs are present in this cluster.", + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "EuroBert config support and DEIMv2 are unrelated model additions." + "reason": "EuroBert config support and DEIMv2 are different model requests with no shared underlying change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert is a text-model config request; Qwen3-TTS is an audio generation request." + "reason": "EuroBert configuration support and Qwen3-TTS support target different model families and modalities." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different model families and different tasks." + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions: text encoder vs speech recognition." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT and circuit-sparsity/OpenAI weight-sparse transformer are unrelated model requests." + "reason": "NeoBERT and the weight-sparse transformer request concern different architectures and code paths." }, { "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 distinct model additions, not the same implementation work." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different model architectures, not the same change." + "reason": "NeoBERT and ModernVBERT are separate model families; no common duplicate bug/change." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS support are unrelated model additions." + "reason": "NeoBERT and Voxtral-4B-TTS are different model requests in different audio/text paths." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different concrete changes." + "reason": "MiniCPM3 and Qwen3-ASR are different model additions with different interfaces." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and the weight-sparse transformer request are not the same model or code path." + "reason": "MiniCPM3 support and the sparse-transformer request are unrelated model-architecture additions." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model additions." + "reason": "MiniCPM3 and ModernVBERT are distinct models; the requests do not describe the same change." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 support and Voxtral TTS support are distinct requests." + "reason": "MiniCPM3 and Voxtral-4B-TTS are separate model requests, not one duplicate." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model families with different implementations." + "reason": "DEIMv2 and Qwen3-TTS are different models and likely different code surfaces." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models and different tasks." + "reason": "ModernVBERT and Qwen3-ASR are unrelated requests across different modalities." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are unrelated additions." + "reason": "ModernVBERT and Qwen3-TTS are separate model additions with no shared underlying fix." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like RoPE support are not the same concrete model change." + "reason": "ModernVBERT and BERT-like models with RoPE overlap only broadly on BERT naming, not on the same concrete implementation." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support address different model classes." + "reason": "BERT-like models with RoPE and Voxtral-4B-TTS are unrelated model families and behaviors." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "TTS and ASR are related audio domains but separate model requests and code paths." + "reason": "Qwen3-TTS and Qwen3-ASR are different speech tasks; not the same model support." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Both are TTS-related, but they request different models and likely different integrations." + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS model requests." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and unrelated changes." + "reason": "Qwen3-TTS and DeepSeek-OCR2 target different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse-transformer request are not the same underlying change." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE (a perception encoder) are not the same model addition." + "reason": "Qwen3-ASR and EUPE are unrelated speech-recognition vs encoder-model requests." }, { "left": "issue:43837", @@ -14949,37 +15202,37 @@ "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are different model requests with no shared underlying bug." + "reason": "LFM2.5 Audio and SAM3-LiteText are distinct model additions in different domains." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model integrations." + "reason": "Qwen3-TTS and LFM2.5 Audio are separate speech-model requests, not duplicates." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are unrelated model requests." + "reason": "The sparse-transformer request and EUPE request are different architectures and changes." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and the weight-sparse transformer request are different concrete code changes." + "reason": "Qwen3-ASR and the sparse-transformer request do not share the same concrete implementation problem." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio tasks and integrations." + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech tasks and model families." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "ASR support and DeepSeek-OCR2 are different modalities and model families." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated speech vs OCR model requests." } ] }, @@ -15020,12 +15273,12 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "3a21da2f46fbef8e76b79c47ec7b9c8b2646d1585ebe7dc1bf347aeffa8541a8", + "prepared_review_unit_hash": "ea7f69455ee3cbb178a470b5c47e36308cda7338aec09ebe34489c434e21706a", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6291, + "serialized_chars": 6290, "estimated_input_tokens": 1573, "estimated_eval_tokens": 3402 }, @@ -15033,7 +15286,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6291, + "serialized_chars": 6290, "estimated_input_tokens": 1573, "estimated_eval_tokens": 3402 }, @@ -15042,60 +15295,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates; they span unrelated bugs across different models, config typing, tokenizer warnings, and a typo. All soft edges should be rejected.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the cluster is heterogeneous, with unrelated topics such as normalization semantics, loss-plumbing, config type hints, a typo, and tokenizer warnings.", + "summary": "These items are not duplicates of one another; they span unrelated bugs in different models/configs/utilities, with only superficial textual similarity. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "There is no true canonical issue for this cluster because the reports concern different subsystems and different failure modes. If a representative must be chosen, issue 43668 is the cleanest self-contained bug report.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong cluster representative; 44031 is the broadest title, but it is still unrelated to the other reports.", + "best_issue_reason": "Issue 43668 is the most precise and narrowly scoped of the set: a specific type-hint bug in ModernBERTConfig with a clear, isolated fix path.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Both mention normalization-related terms, but one is about Llama4TextL2Norm semantics while the other is a ModernBERTConfig type hint; different bug classes." + "reason": "Different concerns: Llama4TextL2Norm normalization semantics vs. ModernBERTConfig type annotation. No shared code-path bug." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value handling and loss kwargs plumbing are different code paths and different failure modes." + "reason": "Mask2Former ignore_value handling and missing kwargs propagation are unrelated model-loss issues." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "A model loss-argument bug and a tokenizer regex warning after 4.57.3 are unrelated." + "reason": "A Mask2Former loss-parameter bug is unrelated to tokenizer regex warning behavior." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Ignore_value usage in Mask2former is not the same underlying issue as a quantization-attribute typo." + "reason": "Different modules and bug types: model loss parameter usage vs. a typo in quantization naming." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "One is a functional bug in Mask2former loss handling; the other is an incorrect type hint in a config class." + "reason": "One is a model runtime bug; the other is a config type-hint mistake. Not the same underlying defect." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Passing kwargs into a loss function and fixing a config type hint are unrelated changes." + "reason": "Passing kwargs to a loss function and correcting a config annotation are unrelated changes." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A ModernBERTConfig annotation error and a tokenizer regex warning are different subsystems and different fixes." + "reason": "ModernBERTConfig type hint issue does not overlap with tokenizer regex warning regression." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Incorrect type hints and a typo in orig_conversion.quantization_operation are distinct issues." + "reason": "A type-hint typo and a quantization attribute typo are different files/features and not one fix." } ] }, @@ -15125,7 +15378,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "4be7d4c65e5d2f7b80f1a57a96bd17fa29b8d56328e91c23d5ffb197dbee0c76", + "prepared_review_unit_hash": "3bc951fc9ad5cfb3a17180bdd4eacd1aa04fe738e49514f1fb17f0117826f30b", "component_budget": { "node_count": 2, "item_count": 2, @@ -15147,18 +15400,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a low-level block decoding request, while the other is a model-specific DeepSeek v3.2 support request.", - "confidence": 0.97, - "canonical_issue_reason": "Neither issue is a clear canonical duplicate target for the other; they describe different problem types and different expected changes.", + "summary": "The two issues do not look like duplicates: one is about block decoding mechanics, while the other is a request for DeepSeek v3.2 model support. They may both touch model/inference functionality, but they describe different underlying changes.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 43037 is the better standalone tracking issue because it is more specific and actionable than the vague 'Set Block Decoding' request.", + "best_issue_reason": "Issue 43037 is the more specific, user-facing request and is better defined as a standalone tracking issue; issue 41084 is broader and less clearly tied to the DeepSeek support request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "The titles and likely scopes differ substantially: one concerns block decoding mechanics, the other concerns adding support for a specific model version. They do not appear to describe the same underlying bug or change." + "reason": "Different underlying requests: block decoding implementation vs adding DeepSeek v3.2 support. Shared broad inference context is not enough to treat them as duplicates." } ] }, @@ -15188,12 +15441,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "df977e7412363678a5c4d3a2f4b760f1e1c75ee16ed995b979db0031df6fc483", + "prepared_review_unit_hash": "8f35b320ccc397c40a666b4c6dfd01c84821345b2cb1b400fb42911d87c6f105", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15201,7 +15454,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15210,18 +15463,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related to Trainer customization, but they describe different problems: one is about `remove_unused_column` being too rigid, the other is about FLOPS estimation for custom trainers. They are not duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43598 is the broader, more central Trainer customizability request; 43600 is a separate FLOPS-estimation edge case.", + "summary": "These are related to Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about estimating FLOPS for custom trainers. I do not consider them duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43598 is the clearer representative of the cluster because it focuses on a concrete Trainer customization limitation, while 43600 is a separate FLOPS-estimation concern.", "canonical_pr_reason": null, - "best_issue_reason": "43598 is the better representative issue for this cluster because it captures the broader customization concern and is less narrowly scoped than 43600.", + "best_issue_reason": "Issue 43598 is the best single issue to keep if one must be chosen, since it has the more direct and actionable customization request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying bugs: one changes how Trainer drops unused columns, the other concerns FLOPS accounting for custom trainers. Shared theme only, not the same fix." + "reason": "They involve different code paths and outcomes: `remove_unused_column` customization versus FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same underlying bug." } ] }, @@ -15251,7 +15504,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "45a4006c06bab89496ef3cc59191cc57f9b29428dee00755a44cf3ea26366afa", + "prepared_review_unit_hash": "f75b90561a47ccfed928cff0a69d05d4ef78538a3397584fade29e8487ff9bf0", "component_budget": { "node_count": 2, "item_count": 2, @@ -15273,18 +15526,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different Qwen variants and different AutoModel heads, so they are not duplicates and should not be merged.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The two issues are about different Qwen model families and different AutoModel capabilities, so they do not look like duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43684 is the more general registration request and is the best representative of the cluster, but it is not the same underlying task as #44405.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the broader registration request, but it does not represent the same bug/feature as 44405; there is no true canonical issue here.", + "best_issue_reason": "#43684 is the clearest standalone issue in the set; #44405 targets sequence classification support for a different config/model family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model families and different heads: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence-classification support. Not the same underlying change." + "reason": "Different model families (Qwen3-Omni vs Qwen3.5) and different API targets (AutoModel/AutoModelForConditionalGeneration vs AutoModelForSequenceClassification); not the same bug/change." } ] }, @@ -15321,76 +15574,76 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "8e38dbeff14c4affdcb488e1c9d23498e08297ab0fd021c4e3b8c3c5041653ea", + "prepared_review_unit_hash": "166e7e4b6a44f738df76e34f8b91d124a4286a158959e69239aa02e89bfcd6d8", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three closed issues share the exact title \"huggingface \" and look like duplicates; the \"Fett\" issue does not look related from the available metadata.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 43845 is the earliest of the identical-title cluster \"huggingface \" and is a clean representative for the duplicate set.", + "summary": "Three issues share the same near-empty title/body pattern around \u201chuggingface \u201d and are likely duplicates of the same report; \u201cFett\u201d looks unrelated. No pull requests are present.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \u201chuggingface \u201d reports and is the best representative of that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the best overall issue candidate because it is part of the clear duplicate cluster and was created first; 43859 has slightly more discussion but no stronger signal of being distinct.", + "best_issue_reason": "43845 is the strongest global representative because it matches the other two \u201chuggingface \u201d issues closely and was created first.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different title and no shared targets/files or body detail to indicate the same underlying issue." + "reason": "Different titles and no evidence they describe the same underlying problem." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no concrete evidence that this is the same bug report." + "reason": "Different titles and no concrete signal of the same bug or request." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title with no supporting metadata tying it to the huggingface duplicates." + "reason": "Different title and no clear shared underlying issue." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Exact same title, very close creation times, and no evidence of distinct scope." + "reason": "Same title pattern and very similar sparse issue content; likely duplicate reports." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Exact same title and strong duplicate signal from the repeated report pattern." + "reason": "Same near-identical title/body pattern; likely the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Exact same title and same apparent issue report as the other huggingface entries." + "reason": "All three \u201chuggingface \u201d issues appear to be the same minimal report, so this pair is likely duplicate." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: 43845/43846/43859 all share the exact title \"huggingface \", while 43835 is clearly different. The issue-order and canonical choice are also supported by the timestamps. The soft-edge accepts are based on limited metadata, but they do not overstate beyond title/timing similarity." + "feedback": "The summary is grounded in the packet: the three 'huggingface ' issues have identical titles and similar sparse metadata, while 'Fett' is distinct by title. The soft-edge verdicts are conservative overall, and choosing 43845 as the earliest representative is supported by the timestamps. No PRs are present." }, "evaluator_used": true, "retried": false, @@ -15428,88 +15681,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "fa113db7967fa440bbc1575ba422726461f06ac3a2c10b53d727cf97d195ba35", + "prepared_review_unit_hash": "b570d69da9e7946ac886837edc223689ce4490ff45d3ab5c12f89178e1fa0fae", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "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 appears to be a set of unrelated low-quality/spam issues with superficial title similarity. No pair has enough substantive content to justify duplicate merging as the same underlying bug/change.", + "summary": "These are all low-information/spam-like closed issues with placeholder or unrelated titles; there is no evidence they describe the same underlying bug or change. The cluster is best treated as noise rather than a duplicate set.", "confidence": 0.97, - "canonical_issue_reason": "Issue 44371 is the earliest of the clearly spam/placeholder issues and is the best available anchor for this cluster, though it is not a meaningful product bug report.", + "canonical_issue_reason": "issue:44371 is the cleanest canonical placeholder because it is the earliest obvious spam/placeholder report and is representative of the cluster's low-signal content.", "canonical_pr_reason": null, - "best_issue_reason": "44371 is the most suitable issue anchor because it is an early exact-match placeholder spam item; the rest are similarly non-substantive and do not provide a better canonical signal.", + "best_issue_reason": "issue:44371 is the best issue to anchor the cluster if one must be chosen, because it is an archetypal spam placeholder and the earliest of the identical entries.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just '' placeholders; there is no concrete bug or change description to establish the same underlying issue." + "reason": "Both are generic spam placeholders, but there is no concrete shared bug or change to indicate duplication." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are just '' placeholders; identical titles alone are not enough to confirm a real duplicate bug/change." + "reason": "Same placeholder title class, but no substantive description or target makes them distinct noisy issues rather than duplicates." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam and the other is a generic documentation suggestion; the overlap is only superficial wording, not the same underlying issue." + "reason": "One is a spam placeholder and the other is a generic documentation-suggestion title; they do not appear to be the same issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated spam-like phrases and do not indicate the same concrete bug or request." + "reason": "The titles are unrelated and there is no supporting detail tying them to one underlying report." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic docs-suggestion wording does not match a placeholder spam report well enough to call them the same issue." + "reason": "A documentation suggestion is not the same as a spam placeholder; no shared problem statement is evident." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic docs-suggestion wording does not match a placeholder spam report well enough to call them the same issue." + "reason": "The titles and apparent intent differ, with no concrete overlap beyond low-signal content." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Although both are '', there is no substantive report content to confirm they describe the same underlying bug/change." + "reason": "Both are spam placeholders, but there is still no evidence of one underlying bug or change; they look like separate noise reports." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "A placeholder spam title and a specific promotional title are not evidence of the same underlying issue." + "reason": "A spam placeholder and a specific quoted-name title are unrelated without any shared technical context." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "A placeholder spam title and a specific promotional title are not evidence of the same underlying issue." + "reason": "No common concrete issue is visible; the reports are different low-information entries." } ] }, @@ -15539,12 +15792,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "c87c66c34e215718d3d6c1e4eacb20c2cfc1241fdbc8fdd809ce4a9ff21272bf", + "prepared_review_unit_hash": "e38b9e28c62f4279f508c9e5b35880186a814df554adb59a8b2f31380118142e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -15552,7 +15805,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -15561,24 +15814,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two closed issues are strong near-duplicates: they share the same title, have substantial soft similarity, and #45145 is earlier with an inbound reference, making it the best canonical representative.", - "confidence": 0.92, - "canonical_issue_reason": "#45145 is the better canonical issue because it was created first and already has an inbound reference, while #45151 appears to be a later duplicate with no stronger distinguishing signal.", + "summary": "The two closed issues are likely duplicates: they have the same title, very similar body lengths, and #45145 is earlier with one inbound reference. The evidence is suggestive rather than definitive because the bodies are not included and the only pair signal is soft similarity.", + "confidence": 0.77, + "canonical_issue_reason": "#45145 is the better provisional canonical issue because it was created earlier and already has an inbound reference.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the strongest issue for the cluster: it is the earliest instance, has the same title as #45151, and has the only inbound reference activity.", + "best_issue_reason": "#45145 is the best issue candidate on the available evidence: it appears to be the earlier copy of the same report and has slightly more traceability.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Accept as a near-duplicate: the titles match exactly and the soft-similarity signal is strong, with #45145 also predating #45151 and carrying the only inbound reference. We do not have body text here, so the judgment is based on title and available similarity signals rather than body-level evidence." + "reason": "Accept as a likely duplicate issue pair: the titles are identical, the body lengths are very close, and there is no evidence of different targets or scope. The evidence is not definitive, so this is a conservative duplicate call." } ] }, "evaluator_result": { "accept": false, - "feedback": "The overall duplicate/near-duplicate conclusion is plausible, but the soft-edge rationale overstates what is in the packet: we do not have the issue bodies, so \"highly similar bodies\" is not directly grounded, and \"same closed issue type\" is not a meaningful distinction here. The verdict should be phrased more conservatively based on same title plus soft similarity evidence and earlier timestamp/inbound reference, without claiming stronger body-level evidence than provided." + "feedback": "The summary is a bit overconfident for the evidence in the packet. What is grounded: the two issues have the same title, similar body lengths, and #45145 is earlier with one inbound reference. What is not fully supported: claims like \u201cessentially the same report content,\u201d \u201cno differentiating targets or filenames,\u201d and a 0.98 confidence level, since the packet does not include the bodies and the pair only has soft_similarity evidence with deterministic_accept=false. A more conservative conclusion would be that they are likely duplicates, with #45145 as the provisional canonical issue." }, "evaluator_used": true, "retried": true, @@ -15659,7 +15912,7 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "19b5752beca17e4e02fb32bbef0c5c56e57bd37c447436c2a8168588232d9592", + "prepared_review_unit_hash": "3c0c4627d22a3787327662766fb0a577b5be701bc471675d4ce3bb41afecf085", "component_budget": { "node_count": 2, "item_count": 2, @@ -15681,18 +15934,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different 4-bit inference bugs: one in Gemma4/audio-module handling with uint8 weights and torch.finfo(), the other in BitsAndBytesConfig skip-module handling clearing the default lm_head exclusion. They are related by quantized inference but not the same underlying defect.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits both reports; they describe separate failure modes. If forced to pick the clearer representative of its own bug, issue #45674 is the more general BitsAndBytesConfig regression report.", + "summary": "These are two distinct 4-bit inference bugs: one specific to Gemma4 audio modules hitting a torch.finfo() TypeError on uint8 weights, and one in BitsAndBytesConfig where llm_int8_skip_modules removes the default lm_head exclusion and triggers an AssertionError. They are related only at a broad subsystem level, not the same underlying defect.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45674 is the better representative because it describes a clearer, more general configuration regression with a concrete failing path and broader reuse across 4-bit inference setups.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is the stronger standalone issue: it names the exact configuration regression, states the observed AssertionError, and has a clearer path to reproduction/fix than the Gemma4-specific torch.finfo() error.", + "best_issue_reason": "issue #45674 is the strongest standalone report: it has a precise root-cause description (default lm_head exclusion being cleared) and a direct, actionable failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different bugs and code paths: Gemma4/audio uint8 torch.finfo() TypeError vs. BitsAndBytesConfig llm_int8_skip_modules clearing lm_head exclusion and triggering an AssertionError. They are not mergeable as one fix." + "reason": "Both concern 4-bit inference, but the failure mechanisms differ: Gemma4 audio uint8/torch.finfo TypeError vs. BitsAndBytesConfig lm_head exclusion AssertionError. Not the same bug." } ] }, @@ -15722,7 +15975,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "25fba1d63b8fab9cd7d84219496f61f159fc149e6e4640904ae244d4c18fbba1", + "prepared_review_unit_hash": "59562361351efadc15cb4488a7f61f51d51af8c1bec75eb1bb9f952af88819b2", "component_budget": { "node_count": 2, "item_count": 2, @@ -15744,8 +15997,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues look like unrelated name-and-date entries with no shared description, references, or code context. They should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "The two closed issues are just person-name/date entries with no body or links and no evidence of a shared bug/report. They do not look like duplicates or related issue reports.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -15755,7 +16008,7 @@ "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles only share a surname and date-like text; there is no evidence of the same underlying bug, request, or actionable issue." + "reason": "Different names and birth dates, no description, no shared targets, and no issue-specific evidence of the same underlying problem." } ] }, @@ -15785,7 +16038,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "fe409b76adca8244431eda270b257edc5801e5988bc6364f3a25952ac74ae71c", + "prepared_review_unit_hash": "5a8e2b645ef367042a7b0468c5866b26d779b7bd4e5890377c064b0c3269e18d", "component_budget": { "node_count": 2, "item_count": 2, @@ -15807,18 +16060,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues appear to be unrelated name/date entries rather than the same bug or request, so this is not a duplicate cluster.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "The two issues are not duplicates: they only share a surname and date-like text, with no body, context, or shared problem statement. They should remain separate.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not describe the same underlying bug or request.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a good canonical choice; each appears to be a distinct, unrelated ticket.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "Titles only contain different personal names and dates with no shared problem statement, code path, or explicit linkage; they do not look like duplicates." + "reason": "Same surname is not enough to infer duplication; the titles refer to different people and different dates, with no shared problem context." } ] }, @@ -15877,12 +16130,12 @@ "pull_request:43823|pull_request:45795", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "335bfacae392884c7a669f7690c251829a1be6d44468f0d7f741390a8612b531", + "prepared_review_unit_hash": "c7cc38b8e80ec24d8c74e644a8a1d7d994429d69ffea37e8ef88a3faba640932", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35199, + "serialized_chars": 35200, "estimated_input_tokens": 8800, "estimated_eval_tokens": 17856 }, @@ -15890,7 +16143,7 @@ "node_count": 13, "item_count": 13, "soft_pair_count": 19, - "serialized_chars": 35199, + "serialized_chars": 35200, "estimated_input_tokens": 8800, "estimated_eval_tokens": 17856 }, @@ -15899,132 +16152,138 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is mostly heterogeneous and the soft similarities are superficial. The only clear duplicate-like pair is the two fixed_cross_entropy PRs, which address the same loss-wrapper bug and could plausibly be merged into one change.", - "confidence": 0.97, + "summary": "This cluster is mostly unrelated PRs. The only clear duplicate pair is the two loss_utils changes (43251 and 43254), which both add supported kwargs to fixed_cross_entropy / pass them through to nn.functional.cross_entropy. All other soft-edge candidates touch different models, docs, tests, or refactors and should not be merged together.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the better canonical representative: it directly fixes the reported issue, has the explicit issue link, and implements the kwargs forwarding in the loss wrapper in a complete way.", + "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate loss-utils fix: it directly addresses issue 43240 and makes the core cross-entropy kwargs plumbing change cleanly. PR 43254 is the same underlying fix but is less clearly framed.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best global representative because it is the clearest standalone bug fix in the cluster and the only one with an explicit issue target; 43254 is a narrower variant of the same change.", + "best_pr_reason": "PR 43251 is the best single representative because it is the most explicit and concrete version of the shared fixed_cross_entropy fix; PR 43254 is effectively the same change.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated model-addition vs export test changes; same broad ecosystem only, not the same bug/change." + "reason": "VideoPrism model addition vs an Executorch dynamic-shape export test; different code paths and different goals." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API additions and export-shape testing are unrelated changes." + "reason": "Mistral tokenizer method additions vs Executorch export tests; unrelated functionality." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different models and different workstreams; no shared concrete code-path problem." + "reason": "Tokenizer API patch vs adding a new MobileLLM model; not the same change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor robustness fixes for existing models versus adding a new model; not the same underlying change." + "reason": "Processor auto-loading robustness changes vs a new model implementation; different underlying work." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs fix is unrelated to adding MobileLLM." + "reason": "Loss utility kwargs plumbing vs adding MobileLLM; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss wrapper kwargs handling is unrelated to Mistral4 test/model changes." + "reason": "Loss utility change vs Mistral4 test fixes; not the same bug or change." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape test coverage is unrelated to Mistral4 fixes." + "reason": "Executorch dynamic-shape test vs Mistral4 test fixes; unrelated test areas and code paths." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Different functionality and code paths; only both are framework PRs." + "reason": "Executorch export testing vs new MobileLLM model code; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition and class config resolution order fix do not share the same underlying bug/change." + "reason": "New MobileLLM model addition vs config-resolution order fix; different subsystems and different defects." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition versus Falcon refactoring; different targets and problems." + "reason": "New model addition vs Falcon output-collection refactor; unrelated." }, { - "left": "pull_request:43995", + "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Falcon output-interface refactor and a model-creation skill are not the same change." + "reason": "New MobileLLM model vs docs/skill scaffolding for model creation; different change types." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "New MobileLLM model vs docs for audio/video processors; unrelated docs work." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Different models and different issues; no mergeable shared fix." + "reason": "Falcon refactor vs Mistral4 tests; not the same concrete code-path problem." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and CLIP-style layernorm renaming are unrelated." + "reason": "Mistral4 test fixes vs layrnorm/layernorm rename across CLIP-like models; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 test fixes and docs for audio/video processors are unrelated." + "reason": "Mistral4 tests vs audio/video processor docs; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Different code paths: model tests versus config-resolution behavior." + "reason": "Mistral4 tests vs config-resolution fix; different issues." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Only a shared auto/modeling file appears in a broad cluster sense; the actual changes are unrelated." + "reason": "Mistral4 tests vs model-creation skill docs; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding a model and adding an internal creation skill are not the same underlying change." + "reason": "MobileLLM model code vs model-creation skill docs; not the same underlying bug/change." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "Model addition versus docs-only processor guide; not the same change." + "reason": "MobileLLM model addition vs docs for audio/video processors; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch the same fixed_cross_entropy wrapper to support passing through cross-entropy kwargs, so they address the same concrete bug in the same code path and could be merged into one PR." + "reason": "Both PRs implement the same fixed_cross_entropy update: threading supported kwargs such as weight and label_smoothing into nn.functional.cross_entropy for issue 43240." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: PR 43251 and PR 43254 share the same file and explicit issue target, and the change in both is the same fixed_cross_entropy kwargs support. The other pair verdicts stay conservative by rejecting broad ecosystem similarity without claiming a shared bugfix. " + "feedback": "The summary is grounded in the packet: 43251 and 43254 are the same loss_utils bugfix targeting issue 43240, and the other pairwise rejections are conservative given the different files/subsystems. No overstatement detected, and the accepted pair looks mergeable as a single PR for the same fix." }, "evaluator_used": true, "retried": false, @@ -16051,7 +16310,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "48e29c877547d507c890160961185154419cd433d2329b245c04ffb9b850f5bb", + "prepared_review_unit_hash": "0a26441d7da20ff1a22b5e246afaf4d1d08de15a29df6102e060a31c57b48613", "component_budget": { "node_count": 2, "item_count": 2, @@ -16073,18 +16332,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are related but not duplicates: PR 40546 adds the base VibeVoice model integration, while PR 42781 extends the family with VibeVoice Realtime and an acoustic tokenizer. They share several VibeVoice files, but the change goals and code paths are not the same.", - "confidence": 0.94, + "summary": "Both items are open VibeVoice PRs, but they target different scopes: PR 40546 is the base VibeVoice implementation, while PR 42781 adds VibeVoice Realtime plus the acoustic tokenizer and related generation changes. They overlap on shared model plumbing, but they are not the same change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the better canonical representative because it introduces the core VibeVoice implementation and broad Transformers integration; PR 42781 is a later, narrower realtime extension with additional tokenizer and generation changes.", + "canonical_pr_reason": "PR 40546 is the broader foundational VibeVoice implementation, covering the main model, configs, auto-mapping, generation, processing, docs, and pipeline integration.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best single representative of the cluster because it is the original base VibeVoice PR and covers the main model import/integration work rather than the later realtime variant.", + "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the core VibeVoice implementation rather than a narrower follow-up variant.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: they overlap on shared VibeVoice scaffolding, but 42781 is a distinct realtime/tokenizer extension rather than the same underlying bug or one mergeable change set." + "reason": "Shared filenames reflect a common VibeVoice codebase, but 42781 adds Realtime-specific functionality and an acoustic tokenizer; this is a related extension, not the same concrete bug/change." } ] }, @@ -16114,7 +16373,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "a4f0dd266deaf10ea8b584c35b2e4d4bdc9f4b1b34c671751053549431a5fa2d", + "prepared_review_unit_hash": "6047127cbbbfa17a86cb2ec105c51394bb9ce83797b9eb5ea531eb191c4ab24f", "component_budget": { "node_count": 2, "item_count": 2, @@ -16136,18 +16395,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs DINOv3 image classification support. They do not describe the same bug or change.", + "summary": "These PRs are unrelated feature additions: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not fix the same underlying issue or change the same code path.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models, different APIs, and different files, so they are not duplicates of the same change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "Neither PR is a true cluster representative because the pair is unrelated; if forced, 41224 is the more self-contained single-feature change, but it is not comparable to 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different code paths and domains: one adds TimesFM covariate forecasting utilities/docs/tests, the other adds DINOv3 image classification support and related auto/model changes. They are not the same underlying change." + "reason": "Different features and code paths: TimesFM covariate forecasting vs DINOv3 image classification. They are not plausibly mergeable into one PR as the same change." } ] }, @@ -16242,7 +16501,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "565e46cba748ec0ccc128fc81d8213c1930f227e3cfdd2973297dc84f2da1457", + "prepared_review_unit_hash": "4979cbca2160bcb11557cc7f8d74335382ae5f0bc0525f8ed0f95ed758662e1b", "component_budget": { "node_count": 3, "item_count": 3, @@ -16264,24 +16523,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three distinct model-addition pull requests (DeepSeek OCR, Isaac, and Kimi2-6). They share framework plumbing and docs/auto-registration patterns, but they do not fix the same concrete code path or represent the same change.", + "summary": "All three pull requests are separate new-model additions (DeepSeekOCR, Isaac, Kimi2-6). They share the same Transformers integration pattern and some autogenerated registry/docs files, but they target different model families and code paths, so this cluster does not look like a duplicate set.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: each changes a different model integration, with different files, configs, and model-specific implementations.", + "canonical_pr_reason": "No canonical PR: the items are distinct feature additions for different models, not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "PR 45186 is the most representative of the shared pattern (a new model integration), but it is still not a duplicate of the others.", + "best_pr_reason": "No single best PR for deduplication; each PR is a separate model integration with different implementation and test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and codepaths: DeepSeek OCR vs Isaac. Shared registration/docs scaffolding is not enough to treat them as the same change." + "reason": "Different model additions (DeepSeekOCR vs Isaac) with different configs, processors, and model files; shared registry/docs edits are generic boilerplate, not the same bug/change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different models and integrations: Isaac vs Kimi2-6. Similar onboarding pattern, but not the same underlying bug or feature." + "reason": "Different model additions (Isaac vs Kimi2-6) and different concrete code paths; they are not plausibly mergeable into one PR." } ] }, @@ -16311,7 +16570,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "86b0f308da69d8582d76e0bbb3b9e0b24ca7192adfe20e25b5e6f15b35eb6f66", + "prepared_review_unit_hash": "26b4c278104e2aa9b36ad8d25c3daee184fa6d9e71ec766a13e7d8a5f1d49d3e", "component_budget": { "node_count": 2, "item_count": 2, @@ -16333,18 +16592,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are broad GitHub Actions dependency bumps, but they fix different things: #42975 upgrades several workflow actions for Node 24 compatibility, while #42976 mainly bumps docker/build-push-action in Docker image workflows. They overlap in files, but not in underlying change or failure mode.", - "confidence": 0.95, + "summary": "These two PRs are both workflow dependency bumps, but they target different GitHub Actions and different code paths: one is a Node 24 compatibility sweep across several actions, the other is a docker/build-push-action upgrade. They are related in theme, not duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better canonical representative because it is the broader, explicitly stated Node 24 compatibility upgrade across many workflows.", + "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it is the broader, more clearly scoped GitHub Actions compatibility update across multiple workflow actions.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the strongest overall representative of the cluster: it has the clearer problem statement and broader workflow-action modernization scope.", + "best_pr_reason": "PR 42975 is the strongest standalone PR here: it has a concrete compatibility goal (Node 24) and touches a coherent set of workflow action upgrades.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "They are related workflow maintenance changes, but not the same concrete bug/change. #42975 upgrades assorted GitHub Actions for Node 24 compatibility; #42976 specifically updates docker/build-push-action versions in Docker build workflows. Different actions, different code-path risk, so do not merge as duplicates." + "reason": "Different underlying changes: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 only bumps docker/build-push-action in docker workflows. They share workflow files but not the same code-path fix and would not naturally be merged as one PR." } ] }, @@ -16381,7 +16640,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "2770b640ce9fae6d15117d28f3fd7fae7902094fee9d82c798399bbdc54c133f", + "prepared_review_unit_hash": "4f6e41ebd6bf1372a149f451b6ceb979f821ac9a8eef98acfdef2b9d15036bd4", "component_budget": { "node_count": 4, "item_count": 4, @@ -16403,48 +16662,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, and CTSM) that only overlap at the pattern level: docs, auto-registration, and model scaffolding. They do not appear to fix the same bug or implement the same change, so no soft-duplicate edges should be accepted.", + "summary": "All four pull requests are separate model-addition PRs for different architectures (ViT NEPA, Molmo, Molmo2, CTSM). The overlap is only in shared registry/docs files, so this is not a duplicate cluster.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43451 (Molmo2) is the most substantial and best-documented representative of the cluster, with the broadest set of files and the highest review activity, but it is still a distinct model addition rather than a duplicate of the others.", + "canonical_pr_reason": "No canonical PR: each item introduces a different model and code path, so they should not be merged as duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the strongest stand-alone PR in the set: it adds a full Molmo2 stack including model, processors, video processing, auto mappings, docs, and tests.", + "best_pr_reason": "No single PR is a best duplicate representative because the PRs are unrelated model additions rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families and code paths: ViT NEPA vs Molmo. Shared docs/auto files are just boilerplate for adding a new model." + "reason": "ViT NEPA and Molmo are different models with separate implementations; shared auto/docs files are incidental registry updates." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different implementations for different models (ViT NEPA vs Molmo2); overlap is only in generic integration files like docs and auto registration." + "reason": "ViT NEPA and Molmo2 are different model additions, not the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "CTSM is a separate time-series model addition, not the same bug/change as ViT NEPA." + "reason": "ViT NEPA and CTSM are unrelated model implementations; overlapping docs/auto-registration does not make them duplicates." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by naming but are distinct model releases with different files, processors, and model code; not the same concrete change." + "reason": "Molmo and Molmo2 are distinct PRs for different architectures/code paths; they are not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions; similarity is limited to scaffolding and documentation." + "reason": "Molmo and CTSM add different models and cannot plausibly be merged into one PR as a duplicate." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM touch different model stacks and solve different integration tasks, so they are not duplicates." + "reason": "Molmo2 and CTSM are separate model additions with different files and behavior, not a shared fix or feature." } ] }, @@ -16477,7 +16736,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "92f252785ab5953aa569048892289f192753151ab51023b67ad90ee2add91997", + "prepared_review_unit_hash": "febb0e419cf3b89d250b9aa3903f0b75034f7495058a090abd0ff2171f6d8c2a", "component_budget": { "node_count": 3, "item_count": 3, @@ -16499,30 +16758,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are unrelated: two are test-only changes for different models, and one is a substantial FP8/dequantization fix across loading/quantization code. None look like duplicates of the same underlying bug or change.", - "confidence": 0.95, + "summary": "These are three unrelated pull requests despite superficial similarity. The Whisper PR fixes decode behavior/tests, the CLIP/ViT PR appears to be test-only noise, and the FP8/dequant PR changes a separate loading/quantization path.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:44815 is the only substantive code-fix PR; it targets FP8 dequant/padding/loading behavior across core loading and finegrained FP8 code, unlike the other two test-only PRs.", + "canonical_pr_reason": "No clear canonical duplicate PR exists in this set; if one must be chosen as the best representative, #44815 is the most substantive and self-contained change with a clear fix scope.", "best_issue_reason": null, - "best_pr_reason": "pull_request:44815 is the best representative PR because it addresses a concrete implementation bug and has the broadest real code impact; the others are not comparable as change candidates.", + "best_pr_reason": "#44815 is the strongest representative of the cluster overall because it has the clearest technical scope and the most complete fix surface, while #43291 is narrow and #43665 is test-noise rather than a real bug fix.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Both are test-focused, but they touch different models (Whisper vs CLIP/ViT) and do not describe the same bug or code-path fix." + "reason": "Different code paths and intents: Whisper tokenization/decode fix vs. CLIP/ViT test edits. The shared similarity is only superficial and they are not the same underlying change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenization/test cleanup is unrelated to the FP8 dequant/loading fix in 44815; they do not share a concrete underlying issue." + "reason": "Whisper decode logic is unrelated to FP8 model loading/dequantization. They touch different subsystems and fix different problems." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "43665 is just noisy test edits for CLIP/ViT, while 44815 is a real FP8 quantization/dequantization fix; no same-bug overlap." + "reason": "Test-only CLIP/ViT changes are not the same as the FP8/dequant loading fix, and there is no concrete shared bug or mergeable combined PR here." } ] }, @@ -16552,7 +16811,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "23b02b32c3859e2edf7cd896c98172c5aa0fbab223c1cc6d8ed403b12551559f", + "prepared_review_unit_hash": "130cfd24620138d4e51ea76cf0d55d77fb63f662506f6c44c22484b69b5c17ad", "component_budget": { "node_count": 2, "item_count": 2, @@ -16574,18 +16833,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: #43488 is a small packaging/version-bump and test-bot check, while #43532 is a CI/workflow and testing-utils refactor. The only overlap is a shared test file, but the underlying changes are different.", - "confidence": 0.97, + "summary": "Two open PRs are grouped only by a weak shared test filename; they address different concerns and are not duplicates. One is a small repo-bot/version/dependency tweak, the other rewires CI/workflow behavior and test utilities.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: #43488 and #43532 do not address the same code-path problem, and their shared filename is incidental rather than evidence of duplication.", + "canonical_pr_reason": "Use pull_request:43532 as the cluster anchor if needed: it is the more substantive PR, while pull_request:43488 is a tiny bot/check tweak and not the same change.", "best_issue_reason": null, - "best_pr_reason": "#43532 is the more substantial and representative PR in this cluster, but only as a cluster representative\u2014not because it duplicates #43488.", + "best_pr_reason": "pull_request:43532 is the better representative because it contains the broader functional/workflow changes; pull_request:43488 is narrowly about repo-bot validation and dependency/version metadata.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the overlap is only a shared test file. #43488 changes setup/versioning and a dependency table; #43532 changes GitHub workflows, testing utilities, and related test behavior. They are not the same underlying bug or change." + "reason": "They do not fix the same concrete code-path problem. 43488 changes setup/version/dependency and a test, while 43532 changes GitHub workflow logic and related test utilities; shared test filename alone is not enough." } ] }, @@ -16615,7 +16874,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "44e9e754f2f01dbcc382f42f9207e83aeb8a0979a3dbf0e6e35d09c0cf0d0221", + "prepared_review_unit_hash": "8df3dd62bb72ed77d79a16aabe3ccc2a0b2fd2fd6f4236cb84256acae859d653", "component_budget": { "node_count": 2, "item_count": 2, @@ -16637,18 +16896,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline plumbing, but they target different tasks and model integrations, so they are not duplicates.", + "summary": "These are related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline scaffolding, but target different tasks/model integrations and are not duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No duplicate PR exists here. If a single representative is needed, PR 43613 is the broader integration, but it is still a different feature from PR 43612.", + "canonical_pr_reason": "No canonical duplicate PR: the two changes implement different segmentation tasks with different supported model paths and docs.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the better standalone representative because it covers the broader visual segmentation stack and more related integrations/tests, while PR 43612 is a separate concept-segmentation feature.", + "best_pr_reason": "Neither PR is a duplicate candidate; if one must be picked as the broader reference, PR #43613 is slightly more expansive, but it still solves a different task than #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Shared docs and pipeline scaffolding do not make these the same change. They implement different segmentation pipelines with different targets and supporting model/test files, so they should not be merged as duplicates." + "reason": "Different underlying features/tasks (concept vs visual segmentation). Shared pipeline/doc plumbing is not enough to treat them as the same fix or merge into one PR." } ] }, @@ -16678,12 +16937,12 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "379982c43366d9f992a3139f94113da4913e4e668bfc6c291405d06a324add00", + "prepared_review_unit_hash": "2d29e43997743b2ff3cdd83e140ab245de5782a3b356fa26619b27da7aba4114", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4291, + "serialized_chars": 4292, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -16691,7 +16950,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4291, + "serialized_chars": 4292, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -16700,18 +16959,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/trainer.py` and add customization hooks, but they address different trainer behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are not the same underlying change.", - "confidence": 0.95, + "summary": "These are two separate trainer extensibility PRs touching the same file but different code paths: one changes gradient-accumulation loss scaling, the other factors out signature-column filtering for custom trainers/PEFT models. They are related in area, not the same change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No duplicate PR here. If one must be named as representative, #43651 is slightly more central because it changes the core training_step loss-scaling behavior and introduces the new hook used there.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the cleaner representative of the cluster because it makes a specific training-step behavior change with a clear code-path impact, while #43663 is a separate override hook for dataset column filtering.", + "best_pr_reason": "#43651 is the more representative PR for the cluster because it has the more direct behavioral change in training_step and clearer standalone impact; #43663 is a separate refactor/extensibility hook for column filtering.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "They only share the same file and general Trainer customization theme. One changes gradient accumulation loss scaling in `training_step`, the other extracts signature-column logic for feature filtering. These are different code paths and not plausibly a single merged fix/change." + "reason": "Different enhancements in the same trainer module: #43651 adjusts gradient-accumulation loss scaling, while #43663 extracts signature-column filtering. They do not fix the same concrete bug and would not plausibly merge into one PR as duplicates." } ] }, @@ -16743,55 +17002,55 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "be7c77d81a19ce46f69580ae4a1a1e7b79143bfbc777eef0f74401e5f901aed7", + "prepared_review_unit_hash": "704d5ada3347f0c31729560d99980faef400af6c8461a8d285f819474e0f63ee", "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": "Two PRs appear to target the same TypeAdapter import/annotation NameError in `src/transformers/cli/serve.py`; the third PR is a broader typing cleanup that is not the same concrete fix.", - "confidence": 0.73, + "summary": "PR 43842 is the best canonical representative for the cluster because it directly fixes the `TypeAdapter` NameError in the CLI serve path with a minimal, focused change. PR 43836 looks like the same underlying bug fix in the same file and code path, but with more surrounding typing cleanup. PR 43656 is only loosely related via broader annotation/runtime-typing adjustments and is not strong enough to treat as the same concrete `TypeAdapter` fix.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the most focused and explicit fix: it directly addresses the `TypeAdapter` NameError when `pydantic` is absent by moving the import under `TYPE_CHECKING` and quoting the annotation.", + "canonical_pr_reason": "PR 43842 is the most focused fix: it explicitly makes `TypeAdapter` safe in the `serve.py` validation path when pydantic is absent, with the smallest direct change set.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best representative because it is narrowly scoped to the runtime NameError and is less speculative than the broader typing changes in the other PRs.", + "best_pr_reason": "PR 43842 best represents the cluster because it targets the concrete `TypeAdapter` NameError directly and avoids the broader annotation churn present in the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both touch `serve.py` and mention `TypeAdapter`, but #43656 looks like a broader annotation/type-hint cleanup, while #43842 specifically fixes the `TypeAdapter` import-time NameError when `pydantic` is not installed. Different concrete fixes, so not a duplicate pair." + "reason": "43656 shows general annotation cleanup and `from __future__ import annotations`, but the diff preview does not show a `TypeAdapter`-specific runtime fix. That is not enough evidence that it is the same concrete bug as 43842." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs are working around the same `TypeAdapter` NameError in the CLI serve path, with overlapping changes to quoting/type-checking annotations in the same file. They look like two versions of the same underlying fix and could plausibly be merged into one PR." + "reason": "Both PRs address the same `serve.py` `TypeAdapter` import/runtime issue on the same code path, and 43836 appears to be a broader implementation of the same fix rather than a different bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: #43842 is the most focused fix for the `TypeAdapter` NameError, #43656 is broader annotation cleanup in the same file, and #43836 shares the same issue target and file with #43842. The soft-edge verdicts are conservative overall: rejecting #43656 vs #43842 is justified by the broader/different-looking change, and accepting #43836 vs #43842 is reasonable because they appear to be two implementations of the same underlying `TypeAdapter` bugfix in `src/transformers/cli/serve.py`." + "accept": false, + "feedback": "The writeup is mostly grounded for PR 43842 and PR 43836, but it overreaches on PR 43656. The packet only shows 43656 adding `from __future__ import annotations` and changing some `PreTrainedModel`/`ProcessorMixin` annotations; it does not show a `TypeAdapter`-specific change or enough evidence to conclude it is the same `TypeAdapter NameError` fix. So the 43656\u219443842 soft-edge acceptance is too strong, and the summary should not claim all three PRs are overlapping fixes for the same exact TypeAdapter issue. A more conservative cluster would keep 43842 and 43836 together, while treating 43656 as only possibly related via broader annotation/runtime typing cleanup." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16978,20 +17237,20 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "f2efc4714add0223714f7bdae4365e9624d6f01c309f19753206e571ae5cc251", + "prepared_review_unit_hash": "5dde28b339b30d513ed869d1a04d81f0919c0e9700237ba27b1abc0adbeaf2ec", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84508, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76940, + "serialized_chars": 76938, "estimated_input_tokens": 19235, "estimated_eval_tokens": 38726 }, @@ -17000,414 +17259,378 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a wave of model-specific PRs migrating output tracing to `capture_outputs`/`can_return_tuple`. Only the same-model GPT-Neo and GPT-J pairs look like true duplicates; most other pairs are parallel refactors across different architectures and should stay separate.", - "confidence": 0.82, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44007 is the broadest, clearest representative of the initiative: it has an explicit issue link, touches multiple related vision backbones, and shows the standardized output-tracing refactor in a concrete, reusable form.", - "best_issue_reason": null, - "best_pr_reason": "PR 44007 is the best single anchor for the cluster because it is issue-linked, relatively broad, and most representative of the model-by-model output-tracing migration pattern.", + "summary": "This cluster is mostly a wave of model-specific output-tracing refactors tied to the same tracking issue (#43979). Most pairs are not duplicates because they target different model implementations; the only clear duplicate-like overlaps are within GPT-J/CodeGen and GPT-Neo.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #43979 is the shared tracker explicitly linked by many PRs and matches the common goal: standardized output-tracing/refactoring across model families.", + "canonical_pr_reason": "PR #44722 is the strongest representative of the true duplicate line: it targets the shared issue, covers the GPT-J/CodeGen code paths, and looks like a later consolidated revision of the same refactor.", + "best_issue_reason": "#43979 is the best global issue anchor because it is the explicit umbrella ticket for this refactoring effort across models.", + "best_pr_reason": "#44722 is the best global PR anchor because it is the broadest concrete implementation among the near-duplicate GPT-J/CodeGen refactors and most directly matches the shared initiative.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same umbrella refactor theme only." + "reason": "Different model families; same umbrella issue is not enough to treat them as the same change." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different architectures (FNet/CVT vs DeBERTa); not the same concrete change." + "reason": "CVT/FNet refactor vs DeBERTa refactor: same theme, different concrete code paths." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same model file; these look like overlapping versions of the same change." + "reason": "Both are GPT-J output-tracing refactors in the same file and could be merged into one PR." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Both are output-tracing migrations, but for different vision models and code paths." + "reason": "RegNet and EfficientNet are separate model implementations, not one duplicate fix." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations; same initiative is not enough." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations despite both being output-tracing refactors." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are separate model refactors, not one duplicate bug fix." + "reason": "GPT-J/CodeGen vs EfficientNet: different code paths and different model families." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are different model stacks with unrelated output-tracing code." + "reason": "MobileNetV2 and DeBERTa are unrelated concrete changes." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different code paths; same pattern only." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; only the broad pattern matches." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are distinct model implementations, so not duplicates." + "reason": "GPT-J/CodeGen and MPT are different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo file and same decorator-based output-tracing migration; one is effectively a rewrite of the other." + "reason": "Same GPT-Neo output-tracing refactor on the same model/file family." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are different model families and should not be merged." + "reason": "GPT-J/CodeGen and GPT-Neo are separate model-specific changes." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Both are output-tracing refactors, but for different models (GPT-Neo vs GPT-J/CodeGen)." + "reason": "Different models and different concrete code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." + "reason": "ResNet and GPT-J/CodeGen are unrelated model families." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations." + "reason": "MGP-STR and GPT-J/CodeGen are different implementations; same refactor pattern is too broad." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are different model families; not a duplicate change." + "reason": "ResNet refactor is not the same underlying change as GPT-J output tracing." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated; only the refactor style overlaps." + "reason": "GPT-Neo vs ResNet; same umbrella effort, not the same bug/change." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are different code paths with no shared bug/change." + "reason": "ResNet and MPT are separate model-specific changes." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are separate model refactors, not one mergeable PR." + "reason": "GPT-Neo and Flaubert are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model families despite similar output-tracing mechanics." + "reason": "GPT-Neo refactor is distinct from GPT-J/CodeGen refactor." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated model implementations." + "reason": "MPT and GPT-J/CodeGen are different concrete implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are different models; no same concrete code-path problem." + "reason": "GPT-Neo and Flaubert are separate model changes." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different model refactors." + "reason": "GPT-Neo vs MGP-STR; same broad initiative only." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are distinct model families." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated implementations." - }, - { - "left": "pull_request:44098", - "right": "pull_request:44101", - "accept": false, - "reason": "ViLT and Flaubert are different architectures; same output-handling theme only." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate refactors with different code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are unrelated model families." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44722", - "accept": false, - "reason": "Segformer and GPT-J/CodeGen are different models; not one duplicate change." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44161", - "accept": false, - "reason": "Segformer and LongT5 are separate output-tracing migrations." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "Segformer and VisualBert are different model code paths." + "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MPT are unrelated despite similar decorator usage." + "reason": "MPT and MGP-STR are separate model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet and VisualBert are different model implementations." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44018", - "accept": false, - "reason": "Segformer and GPT-Neo are different architectures." + "reason": "RegNet and VisualBert are different model families." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert and Flaubert are different model stacks." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 and MPT are unrelated code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT-2 and GPT-Neo are different model families; same refactor style is not enough." + "reason": "VisualBert and Flaubert are separate concrete changes." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert are different models with separate output-tracing code." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBert and LongT5 are unrelated model refactors." + "reason": "MPNet refactor vs Flaubert refactor; not the same underlying fix." }, { - "left": "pull_request:44101", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert and LongT5 are different model families." + "reason": "MPNet and LongT5 are unrelated implementations." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different vision backbones; not the same change." + "reason": "RegNet and Segformer are separate model-specific refactors." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are different model code paths." + "reason": "RegNet vs MPNet; different code paths." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are separate model implementations." + "reason": "MPT and ImageGPT are unrelated models." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert are unrelated refactors." + "reason": "TextNet and Flaubert are different implementations." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are different models; same initiative only." + "reason": "MPNet and LongT5 are separate model changes." }, { "left": "pull_request:43997", "right": "pull_request:44018", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet and LongT5 are different model families." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet and LongT5 are different model implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44071", - "accept": false, - "reason": "RegNet and MPT are unrelated models." + "reason": "RegNet and GPT-Neo are unrelated concrete changes." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different architectures." + "reason": "SqueezeBert and MPT are separate model families." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are separate model refactors." + "reason": "SqueezeBert and VisualBert are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different code paths." + "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44074", "accept": false, - "reason": "RegNet and TextNet are unrelated model families." + "reason": "RegNet and TextNet are separate refactors." }, { "left": "pull_request:43997", "right": "pull_request:44129", "accept": false, - "reason": "RegNet and SpeechT5 are different implementations." + "reason": "RegNet and SpeechT5 are unrelated." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44059", + "right": "pull_request:44086", "accept": false, - "reason": "MPT and SpeechT5 are unrelated code paths." + "reason": "GPT-2 and MGP-STR are different model families." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:44085", + "right": "pull_request:44086", "accept": false, - "reason": "FNet/CVT and LongT5 are different model families." + "reason": "GPT-J and MGP-STR do not share the same concrete code path." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "FNet/CVT and Segformer are separate vision model refactors." + "reason": "ViLT and Flaubert/XLM are separate model-specific changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "SqueezeBert and DeBERTa are different model code paths." + "reason": "GPT-2 output tracing and GPT-J/CodeGen output tracing are distinct changes." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44018", + "right": "pull_request:44071", "accept": false, - "reason": "DeBERTa and TextNet are unrelated refactors." + "reason": "GPT-Neo and MPT are unrelated model implementations." }, { - "left": "pull_request:44066", + "left": "pull_request:44017", "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; 44722 looks like the broader follow-on version." + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are unrelated concrete changes." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both target GPT-J output tracing in the same file, so they are likely overlapping variants of the same change." + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are separate model refactors." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "GPT-J and SpeechT5 are different model families." + "reason": "Segformer and VisualBert are different model families." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "FNet/CVT and RegNet/ResNet/RT-DETR are different model refactors." + "reason": "GPT-Neo and MPT are unrelated concrete changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44071", + "right": "pull_request:44076", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated implementations." + "reason": "MPT and ImageGPT are different code paths." }, { - "left": "pull_request:44044", + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are not the same underlying bug/change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are separate changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated." + }, + { + "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are different model code paths." + "reason": "GPT-Neo and SpeechT5 are different model-specific refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are separate concrete changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated concrete changes." }, { "left": "pull_request:44044", - "right": "pull_request:44154", + "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and VITS are separate refactors." + "reason": "DeBERTa and TextNet are separate model-specific refactors." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model families; same output-tracing style only." + "reason": "FocalNet and ImageGPT are different code paths; same theme only." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly characterizes this as a broad output-tracing migration wave and avoids claiming cross-architecture pairs are duplicates. The two accepted soft edges are also conservative because they involve the same model/file family and look like overlapping implementations of the same refactor, while the rejected pairs are mostly different architectures or unrelated code paths." + "feedback": "The summary is grounded in the packet: #43979 is clearly the umbrella issue, and #44722 is a reasonable canonical PR anchor because it covers the GPT-J/CodeGen path and shares the issue target. The soft-edge verdicts are conservative, and the two accepted pairs (#44066/#44085 and #44018/#44068) are the only ones that clearly look mergeable as the same bugfix within the same model/file family." }, "evaluator_used": true, "retried": false, @@ -17442,20 +17665,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "e4e07bf558766a13c786a35a4daed48b3e2eb9b0576517dc5f570736d88125e0", + "prepared_review_unit_hash": "db0e8c72f854fb4b9fda3436cf05724bb299dc92802d114f0c9a0c00619f26ed", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84508, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13068, + "serialized_chars": 13066, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -17464,42 +17687,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are all model-specific refactors toward standardized output tracing/capture, but they target different architectures and code paths. They are similar in style, not duplicates of the same fix, so the soft edges should be rejected.", - "confidence": 0.95, + "summary": "These PRs are all model-specific migrations to the same output-capture infrastructure, but they touch different code paths and should not be treated as duplicates. The cluster is a thematic similarity group, not one underlying bug/change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the cleanest representative of the shared refactor pattern: it introduces the standardized tracing helpers in a single model file with a focused change set.", + "canonical_pr_reason": "No issue artifact exists here; if a PR must anchor the cluster, 44129 is the strongest representative because it has an explicit issue target and a concrete standardized output-capture refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the best cluster representative because it is self-contained, clearly about the standardized output-tracing migration, and is not entangled with unrelated model changes.", + "best_pr_reason": "44129 is the best representative PR: it is explicitly tied to an issue and shows a substantive, model-specific output-tracing refactor rather than just a title-level similarity.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing migrations, but for different models (VisualBert vs TextNet). They touch different concrete code paths and are not mergeable as one fix." + "reason": "Both refactor output tracing, but in different models (VisualBert vs TextNet). Same pattern, not the same underlying code-path change, and they would not naturally merge into one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same general refactor theme, but MPNet and VisualBert are separate implementations with different tracing hooks and output paths." + "reason": "Both are standardized output-tracing refactors, but they affect different model implementations (MPNet vs VisualBert). Similar theme only; not a duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Both migrate output capture, but they are model-specific refactors in different files with different layer types and behaviors." + "reason": "MPNet and TextNet are separate model code paths. The shared capture_outputs refactor is broad infrastructure work, not one concrete bug/change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations; this is only a shared refactoring pattern, not the same underlying bug or change." + "reason": "RegNet and SqueezeBert each migrate their own forward logic to the new tracing helpers, but they are distinct model-specific edits and not the same fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 both adjust output tracing, but they address different model code paths and SpeechT5 has its own explicit issue context." + "reason": "Both concern output tracing, but SqueezeBert and SpeechT5 are unrelated model paths and the SpeechT5 PR also has an explicit issue target, indicating a separate change." } ] }, @@ -17579,274 +17802,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "e37b764106e27d2d7955ac1b6ff583f46ea3a8b926ae1e28b5fbe76e06bd880b", + "prepared_review_unit_hash": "ca0407193162629b353a7db16557785254aa406f8da6ea00d5a75541440433f7", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40164, - "estimated_input_tokens": 10041, - "estimated_eval_tokens": 20338 + "serialized_chars": 40168, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40164, - "estimated_input_tokens": 10041, - "estimated_eval_tokens": 20338 + "serialized_chars": 40168, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of similarly named, model-specific output-tracing refactors. They share implementation patterns, but each PR targets a different architecture and code path, so they are not duplicates of the same underlying change.", - "confidence": 0.93, + "summary": "This cluster is a set of similarly named but model-specific output-tracing refactors. They share a common theme, but they do not look like duplicates or one mergeable PR across the same concrete code path.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44025 is the strongest representative: it spans two closely related files in the same family and clearly implements the newer tuple-capture/output-tracing pattern, making it the most central example in this loose cluster.", + "canonical_pr_reason": "PR 44025 is the broadest representative in the set, touching two closely related depth models and reflecting the shared output-tracing refactor pattern.", "best_issue_reason": null, - "best_pr_reason": "44025 is the best single PR to represent the cluster, but only as a theme anchor; it is not a safe duplicate target for the others because the actual model code paths differ.", + "best_pr_reason": "PR 44025 is the clearest exemplar of this cluster\u2019s theme because it is broader than the single-model refactors and still concrete enough to represent the group.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model families and forward paths." + "reason": "Same refactor wording, but timm_backbone and upernet are different model implementations and code paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures; the similarity is only in the output-tracing refactor pattern." + "reason": "Both are output-tracing refactors, but they target unrelated model architectures and forward paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model code paths, not the same concrete bug or change." + "reason": "Different models and different forward logic; only the refactor theme is shared." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model implementations; too broad to treat as one mergeable PR." + "reason": "Separate model families with distinct output handling; not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model families despite similar tracing cleanup." + "reason": "Different architectures and code paths; similarity is only at the refactor pattern level." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both are output-tracing refactors, but for different models and call stacks." + "reason": "MobileNetV1 and UnivNet are unrelated models; these are not the same bug or fix." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different architecture-specific implementations; not the same change." + "reason": "Shared tracing refactor theme, but different model-specific implementations." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; only the refactor style matches." + "reason": "Depth models only; MobileNetV1 is a different architecture and forward path." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate encoder/decoder code paths; similarity is superficial." + "reason": "Different model families and code paths; no concrete duplicate change." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model-specific tracing refactors, not one concrete fix." + "reason": "Different architectures and output semantics; not mergeable as one PR." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Same broad refactor theme, but distinct model code paths." + "reason": "Vision-text dual encoder and UnivNet are unrelated; shared title language is not enough." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and outputs; not a duplicate change." + "reason": "Different models and forward signatures; only the refactor motif overlaps." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Too broad; these are separate model implementations." + "reason": "Different code paths in different model families; not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; no shared concrete bug." + "reason": "Different tasks and architectures; this is not one shared bug fix." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Same tracing-refactor pattern, but unrelated model code." + "reason": "UnivNet and UperNet are unrelated models, so these are separate refactors." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different forward paths and modules; not mergeable as one PR." + "reason": "Different model stacks and output-capturing changes; not a duplicate fix." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different architectures; only the refactor motif is shared." + "reason": "Different models and separate implementation details; only the high-level theme matches." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different subsystems and model code paths." + "reason": "UperNet and RWKV have unrelated forward paths and output handling." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Separate model families; same theme is not enough." + "reason": "Distinct model families and concrete changes; not the same PR in disguise." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different architectures and output formats; not the same bug/change." + "reason": "Falcon/Mamba output tracing and SuperPoint tracing are different model-specific changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different concrete code paths; one is Mamba-related, the other CodeGen." + "reason": "Both are refactors, but CodeGen and Mamba fix different code paths and output shapes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Unrelated models; only broad refactoring similarity." + "reason": "Timm backbone and CodeGen are unrelated architectures; not one mergeable fix." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths and behavior." + "reason": "UnivNet and CodeGen have different forward contracts and output handling." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different implementations; no shared underlying defect." + "reason": "UperNet and CodeGen are different models with unrelated output-tracing changes." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Both touch tracing/output handling, but in different models." + "reason": "Vision-text dual encoder and CodeGen do not share the same concrete bug." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families; not the same concrete fix." + "reason": "Depth Anything and Vision-Encoder-Decoder are separate model families with different forward paths." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Separate encoder-decoder and depth-model changes; too broad." + "reason": "Depth Anything and Speech-Encoder-Decoder are unrelated implementations despite the same refactor label." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different architectures and output contracts." + "reason": "Depth Anything and SuperPoint are different vision models; not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths." + "reason": "Different model families and output-capture logic; no single shared fix." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different models; similar refactor wording only." + "reason": "Depth Anything and DPR are unrelated code paths, so these are not duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model implementations and tracing logic." + "reason": "Vision-Encoder-Decoder and RWKV are different architectures with separate output tracing behavior." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Separate model families; no single underlying bug." + "reason": "Encoder-decoder variants, but different modalities and implementations; not one concrete bug." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different architectures and output handling." + "reason": "Different model families and output contracts; only the theme is shared." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths; not mergeable as one PR." + "reason": "Vision-Encoder-Decoder and DPR are unrelated changes in different code paths." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model-specific refactors, not duplicates." + "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated models; not mergeable as one fix." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Separate architectures and output contracts." + "reason": "Different architectures and output semantics; no duplicate underlying issue." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different code paths; only the tracing refactor theme matches." + "reason": "Speech-Encoder-Decoder and DPR are separate model-specific refactors." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and behavior." + "reason": "SuperPoint and RWKV are unrelated code paths; shared title language is too broad." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Separate models; no shared concrete bug or change." + "reason": "SuperPoint and DPR are different models with different output-tracing details." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations; too broad for a duplicate." + "reason": "RWKV and DPR are separate model implementations; not the same concrete change." } ] }, @@ -17879,12 +18102,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "2ba87f1db6b33bae991de182f8e5ac8815bbf8e9e34da8034b4d5b349e639d43", + "prepared_review_unit_hash": "ab76a03da229f5d4ef0ba3fb14d87b3e4a5953db6d4c79c333a003c749143087", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10911, + "serialized_chars": 10912, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -17892,7 +18115,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10911, + "serialized_chars": 10912, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -17901,30 +18124,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests add different model integrations (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share boilerplate files because model additions in Transformers follow the same template, but they are not the same underlying change and should not be merged as duplicates.", - "confidence": 0.97, + "summary": "These are three separate model-addition PRs for different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are separate model-addition PRs for different architectures and codepaths, not duplicate fixes or the same feature work.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the most mature/active implementation PR, but it only represents DeepSeek-OCR-2 and does not subsume the other model additions.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and different implementation targets (PenguinVL vs Voxtral TTS); shared framework files are expected boilerplate, not evidence of the same change." + "reason": "Different models and implementations: PenguinVL vs Voxtral TTS. Shared auto-registration/docs are generic integration scaffolding, not the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Both are model-add PRs, but for different architectures and codepaths (PenguinVL vs DeepSeek-OCR-2). Similar auto-registry/docs edits are generic template overlap." + "reason": "Different model families and file sets: PenguinVL vs DeepSeek-OCR-2. Both add model support, but they do not fix the same bug or change the same code path." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Distinct model integrations for DeepSeek-OCR-2 and Voxtral TTS; they do not fix the same concrete bug or implement the same feature." + "reason": "Different tasks and subsystems: OCR model support vs TTS support. The overlap is only in common Transformers registration files, which is not enough to merge them as duplicates." } ] }, @@ -17954,7 +18177,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "06ec9e1a76dfbf95b769f72b6cb1bb318068b04ca92ed9ef03727052eb02cd61", + "prepared_review_unit_hash": "317bdceca16ff6f5fca07a85279edfdc6ff99bc277859ea439dab9c411ca5bb0", "component_budget": { "node_count": 2, "item_count": 2, @@ -17976,18 +18199,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are related only at a broad theme level (module/kernel fusion) but they do not look like the same underlying change. PR #44979 proposes a general Module Fusion API with a new `module_fusion.py` abstraction, while PR #45363 implements n-to-1 kernel fusion through `KernelConfig` and runtime integration points. They could coexist rather than be merged as duplicates.", - "confidence": 0.93, + "summary": "Both PRs are about model/module fusion, but they implement different layers of the feature: #44979 adds a generic `Module Fusion API`, while #45363 adds `KernelConfig`-driven n-to-1 kernel fusion and related integration points. They are related but not the same underlying change, so this should not be treated as a duplicate pair.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45363 is the better canonical PR for this cluster because it presents a concrete end-to-end fusion mechanism with integration into model loading/execution, whereas #44979 is a more generic API proposal with a narrower, earlier-looking abstraction.", + "canonical_pr_reason": "#45363 is the more concrete, user-facing fusion implementation: it wires `KernelConfig` into modeling/integrations and includes an example, whereas #44979 is an API foundation for module fusion.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the strongest standalone candidate: it has a specific feature goal, multiple integration files, and a clearer implementation path. PR #44979 is more of a foundational API sketch and does not appear to target the same concrete code path.", + "best_pr_reason": "#45363 is the best representative of the cluster because it captures the actual kernel-fusion feature and code-path integration; #44979 is a broader precursor/API scaffold rather than the same change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Do not merge as duplicates: they address different fusion designs and different code paths. #44979 introduces a generic module-fusion API, while #45363 adds kernel-fusion via `KernelConfig` and related integration hooks." + "reason": "Related fusion work, but different concrete changes: #44979 defines a generic module-fusion API, while #45363 implements `KernelConfig`-based kernel fusion integration. They do not appear mergeable as one PR fixing the same code-path problem." } ] }, @@ -18017,7 +18240,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "2d118832712d15e2e1c24bf44c0540ee85adc704eea035846db7f0c9f9dc3922", + "prepared_review_unit_hash": "8345cccf00045c70f9581f3ff52c7530368a10f7490388b5eb722d4155636aa7", "component_budget": { "node_count": 2, "item_count": 2, @@ -18039,18 +18262,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests implement the same Mistral regex fix in the same code path; the second PR adds test coverage, so they are duplicates with the later PR being the better canonical representative.", - "confidence": 0.98, + "summary": "Both PRs fix the same Mistral regex AttributeError in the same code path and target the same issue; 45317 is the more complete version with tests, so it is the better canonical PR.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus a test file, making it the more complete and verifiable change.", + "canonical_pr_reason": "Pick PR 45317 as canonical: it makes the same fix as 45086 but also includes test coverage, making it the more complete representative of this bugfix.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest representative: same underlying AttributeError fix, same target issue, and additional tests for validation.", + "best_pr_reason": "PR 45317 is the best representative because it addresses the same concrete AttributeError in _patch_mistral_regex and includes validation/tests, whereas 45086 is the smaller preliminary patch.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug fix in _patch_mistral_regex, same file, same issue target, and the later PR is just the fix plus tests." + "reason": "Accept: same underlying AttributeError fix in src/transformers/tokenization_utils_tokenizers.py for _patch_mistral_regex, same issue target, and 45317 is an expanded version with tests rather than a different change." } ] }, @@ -18080,7 +18303,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "a010488c94232a807cc2392fd56dca7dbcb9256503b4b633df6289ce3ff60fd8", + "prepared_review_unit_hash": "42d693cbf17f9c3824b94095ad3fd85f9babcf6b14070454a6659aec6378dd63", "component_budget": { "node_count": 2, "item_count": 2, @@ -18102,18 +18325,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH refactors, but they are not the same change: one is a conversion-mapping/model-inheritance refactor, the other is a broader model split with docs, auto-mapping, and tests. They should not be merged as duplicates.", - "confidence": 0.88, + "summary": "These two PRs are related to Nemotron-H model support, but they do not look like duplicates: one is a narrow refactor/conversion-mapping update for inheriting GraniteMoeHybrid-compatible structure, while the other splits Nemotron H into dense/sparse variants and adds docs, auto-mapping, and tests. They touch some of the same core files, but address different concrete changes.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45569 is the better canonical PR because it is the broader, more complete NemotronH architecture change, covering the new dense/sparse model split, auto mappings, docs, and tests; pull_request:45115 is a narrower conversion/mapping refactor.", + "canonical_pr_reason": "PR #45569 is the broader, more complete implementation of Nemotron-H model support: it adds the new dense/sparse model packages, updates auto mappings and docs, and includes tests. PR #45115 is a narrower internal refactor around inheritance/conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45569 is the best representative of the cluster since it touches the core model packaging and registration changes rather than only checkpoint conversion mappings.", + "best_pr_reason": "PR #45569 is the better representative of the cluster because it covers the main end-to-end productization work, whereas #45115 is a smaller structural refactor focused on checkpoint conversion and model inheritance.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both are about NemotronH, but 45115 is mainly conversion-mapping and inheritance refactoring, while 45569 is a broader model split into dense/sparse variants with docs, auto-mapping, and tests. They do not appear to fix the same concrete code-path problem and would not plausibly merge into one PR." + "reason": "Shared Nemotron-H files and subsystem, but the changes are not the same underlying fix: #45115 is a conversion/inheritance refactor, while #45569 introduces dense/sparse model variants plus docs and tests. They would not plausibly be merged as one PR." } ] }, @@ -18143,7 +18366,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "29d3bbe9ff0ca8230d72b8b8cedc208dfddbfdc9543a96ba9220ac7b1d82c809", + "prepared_review_unit_hash": "f006308c692f9a3220babab1d3479b8adcd7bd21fa1c38006e9e761885fa200d", "component_budget": { "node_count": 2, "item_count": 2, @@ -18165,18 +18388,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related pieces of the same heterogeneous-model feature, but they are not duplicates: one adds per-layer config plumbing, while the other extends that plumbing into cache/masking/modeling paths.", - "confidence": 0.91, + "summary": "Both pull requests are about heterogeneous-layer support in Transformers, but they are not duplicates: one is a config-plumbing PR and the other is a broader modeling/cache implementation PR. They look sequential/complementary rather than the same mergeable change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader umbrella change: it implements heterogeneous model support across cache/masking/modeling and can incorporate the narrower per-layer config groundwork from 45333.", + "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader umbrella change: it adds heterogeneous model support across cache/modeling paths, whereas #45333 is narrower config-layer plumbing that appears to enable or support the larger implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best representative of the cluster because it covers the end-to-end feature rather than only the config layer, making it the more comprehensive change to keep.", + "best_pr_reason": "PR #45332 is the strongest standalone representative of the cluster since it covers the actual runtime code paths and tests for heterogeneous models, not just config serialization/definition.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject as a duplicate pair: 45333 adds per-layer configuration support, while 45332 uses that groundwork to change cache/modeling behavior. They are adjacent feature PRs, not the same concrete bug or change, and would not plausibly be merged into one PR without becoming a broader umbrella feature." + "reason": "Related but distinct scope: #45333 adds per-layer config support in configuration_utils, while #45332 implements heterogeneous modeling/cache behavior across several runtime files. They share a subsystem, but not the same concrete bug/change and would not plausibly be merged as one duplicate PR." } ] }, @@ -18206,12 +18429,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "2ce4e6e36b81f041833bcaa1d30aef7a849fb0424cef41e080136cf23179395c", + "prepared_review_unit_hash": "8f20fc05b870ae8b7eaecb79db4f75881f6e2bbdc20527f1d9d9d771d452d5f0", "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 }, @@ -18219,7 +18442,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -18228,18 +18451,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two typing-related pull requests, but they are different changes: one is a broad type-checking sweep across many transformers files, the other adds/adjusts typing protocols and helpers for specific models and integrations.", - "confidence": 0.87, + "summary": "The two PRs are both typing-related, but they are not the same change: #45415 is a broad type-checking sweep across many modules, while #45425 is a focused typing-compatibility refactor centered on `_typing.py` and a few related integrations. I would not merge them as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45415 is the clearest cluster anchor: it is a broad, repo-wide type-checking cleanup with many affected files and an explicit pyproject type-checking config change.", + "canonical_pr_reason": "No clear canonical PR for duplication: #45415 is a broad repository-wide type-checking pass, whereas #45425 introduces specific protocol/alias definitions to unblock typing in a smaller set of code paths.", "best_issue_reason": null, - "best_pr_reason": "PR #45415 is the strongest representative of the cluster overall because it is the most comprehensive and clearly scoped typing-focused change.", + "best_pr_reason": "#45425 is the better representative PR if one must be chosen: it is more concrete and self-contained, while #45415 is a much broader typing sweep with many unrelated file edits.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but they address different work: #45415 is a large type-checking pass, while #45425 adds specific typing protocols/helpers for modeling_utils and related code paths. They are not the same underlying bug/change and would not naturally merge into one duplicate PR." + "reason": "Different underlying changes. #45415 is a broad enforcement/configuration pass for type checking across many files; #45425 adds specific typing protocol/alias support and related code adjustments. Same subsystem, but not the same concrete fix." } ] }, @@ -18269,12 +18492,12 @@ "soft_pairs": [ "pull_request:45487|pull_request:45615" ], - "prepared_review_unit_hash": "52320edc30d152c884e1300110e352c4bb91f510be95feb3909f2886c0ea9dee", + "prepared_review_unit_hash": "84c87dbf6f7c79a39efcdcbf3534a8acfaadf8410c96b747c3d921b7d07d52d0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5157, + "serialized_chars": 5159, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -18282,7 +18505,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5157, + "serialized_chars": 5159, "estimated_input_tokens": 1290, "estimated_eval_tokens": 2836 }, @@ -18291,18 +18514,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "45487 is a substantive cross-model device-placement bug fix; 45615 is only test expectation updates for XPU in qianfan_ocr. They are not the same underlying change.", - "confidence": 0.95, + "summary": "These are unrelated pull requests: one fixes a device placement bug in model parallel code for AltCLIP/ChineseCLIP, while the other only updates Qianfan OCR XPU test expectations. They do not describe the same underlying change and should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "45487 fixes the concrete code-path bug: buffered token_type_ids are moved to the position_ids device before gather, addressing model-parallel/device mismatch across several text-embedding paths. It is the substantive implementation change here.", + "canonical_pr_reason": "PR 45487 is the stronger canonical PR because it makes a concrete runtime fix in model code across multiple affected models, with matching test coverage.", "best_issue_reason": null, - "best_pr_reason": "45487 is the best PR candidate because it contains the actual bug fix in model code, while 45615 only adjusts integration test expectations and does not fix the underlying runtime issue.", + "best_pr_reason": "PR 45487 is the best representative of the cluster since it addresses a substantive bug in the implementation rather than just adjusting expected test outputs.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45615", "accept": false, - "reason": "Different artifacts and problems: 45487 changes model code to fix a device-placement bug in AltCLIP/related models, while 45615 only updates qianfan_ocr test outputs for XPU. They would not plausibly merge into one PR." + "reason": "Different problems: 45487 fixes token_type_ids device handling in model parallel execution, while 45615 only adds XPU-specific expected outputs for Qianfan OCR tests. They are not the same code-path bug or change." } ] }, @@ -18332,12 +18555,12 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "3d4f19c0aaf88280f68877fdeeaaef1367a375f817d5dbef8716321c05cab30d", + "prepared_review_unit_hash": "b8d5a3fa39092c019b4edb83a1b7dcaa1a5c4f4885579a7a801d218124fc60a6", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -18345,7 +18568,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4508, + "serialized_chars": 4507, "estimated_input_tokens": 1127, "estimated_eval_tokens": 2510 }, @@ -18354,18 +18577,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs touch expert-parallel/modeling_utils, but they fix different loading failures: one is config serialization and EP detection for accelerate+ZeRO-3, the other is expert parameters being overwritten during FSDP2 loading.", - "confidence": 0.89, + "summary": "Both PRs are about expert parallelism, but they fix different bugs: #45548 targets config serialization and an `has_ep` helper for accelerate/ZeRO-3 loading, while #45662 fixes expert parameters being overwritten during distributed/FSDP2 loading. Shared subsystem only, not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear duplicate relationship between the PRs; if one must anchor the cluster, 45662 is the more concrete code-path fix for distributed expert loading, while 45548 is a narrower compatibility patch.", + "canonical_pr_reason": "#45662 is the broader, more central EP-loading fix and touches the actual parameter-loading path; #45548 is narrower and mainly addresses config cleanup plus an EP flag helper.", "best_issue_reason": null, - "best_pr_reason": "45662 is the stronger representative because it addresses a specific runtime bug in expert parameter loading/wrapping across distributed execution, with broader code-path coverage.", + "best_pr_reason": "#45662 best represents the cluster because it addresses the concrete distributed loading failure mode with multiple code-path changes; #45548 is a smaller adjacent fix, not the core bug here.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Different underlying bugs and fixes: 45548 removes distributed_config from serialization and adds has_ep for accelerate/ZeRO-3 compatibility, while 45662 fixes expert tensors being overwritten by rank-0 broadcast during FSDP2 loading. Shared EP context is too broad to treat as the same change." + "reason": "Both are EP-related, but #45548 is about config serialization/EP detection for accelerate+ZeRO-3, while #45662 fixes expert parameters being overwritten during distributed loading. Different bug, different patch shape, not mergeable into one PR." } ] }, @@ -18395,12 +18618,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "0b1a21c859ca0ae2e186591cca9b0b123c87c74e43762a5ccbd60a3b4186a745", + "prepared_review_unit_hash": "f1f9d6b6f493a88c895daa1df649c57d2e47a240743ef7c8fa89dec35d73d019", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -18408,7 +18631,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -18417,18 +18640,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging problem in testing_utils, but 45645 is the broader, more complete change set because it also updates CI handling of multiple log artifacts. 45639 looks like a narrower precursor/slice of the same fix.", - "confidence": 0.87, + "summary": "Both PRs target the same xdist-related captured_info logging problem, with PR #45645 appearing to subsume the narrower fix in #45639 and add CI log-handling updates.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical representative because it contains the core xdist-safe testing_utils fix and the additional workflow changes needed to consume multiple captured_info files in CI, making it the more complete implementation.", + "canonical_pr_reason": "#45645 is the better canonical PR because it covers the same core xdist-safe captured_info fix as #45639 and additionally updates CI/report collection paths to preserve and aggregate the logs.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the strongest overall candidate: it directly targets the xdist collision problem, includes the shared testing_utils change, and extends the fix to downstream CI/debug-log handling.", + "best_pr_reason": "#45645 is the strongest representative of the cluster since it contains the underlying fix plus the surrounding workflow changes needed to keep captured_info artifacts visible in CI.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying xdist captured_info bug/change, with 45645 effectively subsuming 45639 by carrying the same testing_utils fix plus related CI artifact handling." + "reason": "Same underlying xdist collision bug for captured_info artifacts; #45645 looks like a superset of #45639 rather than a different change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index a4787f0a41a627523863d3c7ced3082c3d9cddd7..632e60cedb0380b648f37307681433dad26550f7 100644 --- a/analysis/current/manifest.json +++ 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One is about Tapas tokenization, while the other two are model-loading/authentication reports, and even those two appear to be different failure modes.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 16618 is the broadest and most representative of the cluster\u2019s model-loading complaints, so it is the best single issue to anchor the cluster even though it is not a true duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the most central and generally phrased report in the set, making it the best candidate for a cluster representative; however, the cluster is heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization differences are unrelated to a 'can't load bert-base-uncased' model-loading failure; they do not share the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention loading/downloading models, but 15980 is specifically about a private-model login error and 16618 is a general inability to load a public model; the concrete failure modes differ." + } + ] + }, + "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": 16, + "review_unit_index": 1, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762" + ], + "prepared_review_unit_hash": "3bbbc868a01b6aa7a53bffdc3be94b29debcb4058767fe457369dd7244bf2697", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 68, + "serialized_chars": 47979, + "estimated_input_tokens": 11995, + "estimated_eval_tokens": 24246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous set of model-specific runtime bugs, shape/dtype errors, and a couple of v5 documentation regressions. There is one clear duplicate-like pair around DeepSpeed ZeRO-3/BERT init failures; most other soft links are only superficially similar.", + "confidence": 0.81, + "canonical_issue_reason": "issue:44805 is the most central representative of the cluster's recurring tensor-shape/runtime-failure reports and has the broadest overlap with other size/mask mismatch issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44805 is the best overall representative because it sits closest to multiple related failure reports and summarizes the repeated shape-mismatch class better than the more niche model-specific issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Same model family, but different failures and code paths: config attribute lookup vs streaming chat/completions inference." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Both are backend-specific failures, but the models, hardware targets, and root causes are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Image-preprocessor dtype mismatch for Mistral-3 is unrelated to GPT-OSS AMD GPU execution failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch and AMD GPU failure are different bugs with no shared code path." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime error and AMD GPU compatibility issue are separate problems." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch during training is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export failure and Qwen3Moe FP8 failure do not share the same concrete code path." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Export-to-ONNX and auto device mapping cuda assert are different failures." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but they affect different stale references and would be separate fixes." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to ModernBERT export issues." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape-related, but one is DeepSpeed ZeRO-3 zero-size index failure and the other is a mask/index size mismatch; not clearly the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad DeepSpeed training area, but the reported failure signatures are different enough to avoid merging." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/index size mismatch is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping failure in add-new-model-like is a different code path from the tensor mask mismatch." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but collective mismatch and zero-sized index errors are distinct issues." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Both describe the same DeepSpeed ZeRO-3 / BERT index-0-out-of-bounds failure during initialization or training; only the model phrasing differs." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy being called is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Incorrect detokenization and LoRA merge/save/reload mismatch are different bugs." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "NVFP4 runtime failure and LoRA weight merge inconsistency do not share a root cause." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are tensor-shape related, but activation-checkpointing/FSDP recompute mismatch is a different scenario from a mask/index length error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the runtime error and collective mismatch are separate training failures." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BERT init error is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing size mismatch and custom compute_loss signature breakage are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and GraniteMoEHybrid invalid method are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding-window attribute error is unrelated to the Mistral tokenizer regex crash." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different failures; both are dtype/runtime issues only at a very broad level." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version incompatibility is not the same as the Qwen-3 NVFP4 runtime problem." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 embedding unpacking with TRL is unrelated to GPT-OSS tensor parallelism." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and Bert ZeRO-3 loading are similar in theme but not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but one is about removed pipeline tasks and the other about the removed run command." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram_int limitation are different backend-specific issues." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video processing StopIteration and MPS histogram failure do not share a code path." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy invocation is unrelated to Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and compute_loss kwarg incompatibility are separate training problems." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP/activation-checkpointing size mismatch is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel behavior and mask/index length mismatch are unrelated failures." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3-related, but Gemma3 loading and BERT init errors are not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs and transformers run-command docs are separate stale references." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device-map assert 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:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis checkpoint and NemotronH checkpoint loading failure are different root causes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model load failure for GLM-4.7-Flash and Ovis checkpoint corruption are not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Qwen3-MoE sliding_window issue are different model/config bugs." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-shape mismatch and ZeRO-3 zero-sized index failure are related only superficially." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility and pydantic PretrainedConfig field breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3 BERT init failure and torch 2.4.1 / transformers 5.8.0 incompatibility are different problems." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming inference API failure are different issues." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the pydantic model regression." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ovis checkpoint corruption are unrelated." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming inference and MPS MoE histogram failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "torch dynamo grouped_mm tracing failure and MPS histogram limitation are different backend issues." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing error and autocast dtype mismatch are not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 config attribute error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template-node compilation error are different code paths." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are shape-style errors, but one is mask/index mismatch and the other is ZeRO-3 zero-size load failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly characterizes the cluster as mostly heterogeneous, identifies the one clearly duplicate-like DeepSpeed ZeRO-3/BERT pair conservatively, and treats the remaining soft links as superficial rather than overclaiming shared root causes. The canonical issue choice is also supported by the strongest overlap signals in the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 2, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43742", + "issue:43828", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45800" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:45020|issue:45800", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:39290|issue:43742", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "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", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928" + ], + "prepared_review_unit_hash": "77b7b92670b26046e8b215f7552f5ade8ddd6d747e015883fdf4a39646370835", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37554, + "estimated_input_tokens": 9389, + "estimated_eval_tokens": 19034 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct model/configuration regressions rather than duplicates. The only clear duplicate set is the Transformers v5 non-persistent-buffer corruption reports; the SigLIP2 pair is a plausible but less certain duplicate on the same underlying inference pathology.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43950 is the most specific and actionable report for the v5 non-persistent-buffer regression, with a clear `from_pretrained()` reproduction and explicit diagnosis of `register_buffer(persistent=False)` corruption.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 best represents the cluster because it precisely describes the shared regression and is broad enough to subsume the other buffer-corruption reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different failures: PaddleOCR-VL load/vLLM compatibility versus GGUF gpt-oss architecture support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Unrelated config regressions: missing `pad_token_idx` in StableLmConfig vs pydantic `PretrainedConfig` field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both mention model behavior changes in v5, but one is int4 OOM and the other is tied-weights handling for translation models; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different code paths: torch-dynamo/grouped_mm tracing error versus GPT-OSS tensor-parallel support issue." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in model forward pass is unrelated to a chat/completions streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` unexpected argument error is a separate loading-path incompatibility from the pydantic model-field regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage and torch/transformers version incompatibility are different failure modes with no shared concrete bug." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss architecture support is unrelated to Qwen3.5 streaming API failures." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is a model-specific config issue, not the pydantic `PretrainedConfig` regression." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Gemma3TextConfig missing `sliding_window_pattern` and MobileLLM key-error loading are distinct model-specific issues." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Different runtime errors: grouped_mm tracing on Mixtral versus missing Float8 storage object." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-length mismatch and zero3 init index error are unrelated tensor-shape/initialization bugs." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both describe SigLIP2 producing degraded or nonsensical outputs, likely the same underlying model/processor inference issue." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Both involve multimodal/Qwen-family usage, but the reported failures are different: image-preprocessor dtype mismatch versus SFT embedding unpacking." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and an MPS histogram kernel limitation are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Cache-path collision for local models is a different bug from loading the wrong custom module after save/load." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied-weights bug in Mistral3 multimodal generation is not the same concrete issue as translation-model tied weights in v5." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage is unrelated to flash-attn2 fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and the GLM5 issue are different model-specific behavior reports." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights regression are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as flash-attn2 fallback blocking." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion and docs-about-removed-command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is not the same bug as translation-model tied weights." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to tied-weights handling." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality error is unrelated to Qwen3.5 input-embedding unpacking." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache strategy typo and removed CLI docs are unrelated documentation issues." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "SFT input embedding unpacking and GraniteMoEHybrid invalid-method calls are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and Qwen-3-8B-NVFP4 runtime failure are different model-specific issues." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 regression where non-persistent buffers are corrupted/fill with junk during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying Transformers v5 non-persistent-buffer corruption bug; 43950 is the more precise reproduction." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs/example errors are about example mismatches and quantization, not the same issue as degraded text embeddings." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 RLHF NaN/position_ids issue are distinct failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The non-persistent-buffer regression cluster around 43644/43950/44534 is well supported, and the summary keeps the SigLIP2 pair appropriately hedged as less certain. No obvious overstatement in the accepted soft-edge verdicts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 3, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45701", + "issue:45800" + ], + "soft_pairs": [ + "issue:43866|issue:44403", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:41553|issue:43883", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43881", + "issue:43828|issue:45800", + "issue:43054|issue:45701", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43881|issue:43883", + "issue:43643|issue:45020", + "issue:43054|issue:43493", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:43824|issue:43872", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:45020|issue:45356", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:41553|issue:44991", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291" + ], + "prepared_review_unit_hash": "56d11504772233f935cdd96dd00ee34693c33ea4f897c8ef028757d14d30173f", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38718, + "estimated_input_tokens": 9680, + "estimated_eval_tokens": 19616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer loading/compatibility regressions plus one docs cleanup thread. Only the two v5 pipeline-removal documentation issues look like the same underlying bug/change.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s dominant theme: recent-version loading regressions around remote_code/model loading. It\u2019s the best umbrella issue, though most other items are still distinct.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 best captures the most recurring user-facing class here (transformers-version loading breakages), and it is active/open, making it the most useful representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Different defects: a corrupted checkpoint versus generic loading noise. Same general area, not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Training API kwarg mismatch vs DeepSpeed ZeRO-3 loading failure; unrelated code paths and symptoms." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import/export issue for AutoImageProcessor vs broad torch/transformers version incompatibility; too general to merge." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Voxtral tokenizer error message vs Molmo tied-weights attribute error; different model-specific failures." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility vs missing Float8 storage type; both dependency errors, but not the same failure." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but one reports zero probabilities while the other reports worse embeddings; not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading problems for different models and error messages." + }, + { + "left": "issue:43828", + "right": "issue:45800", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-MoE versus a general torch/transformers incompatibility report; not the same code-path issue." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Embedding quality regression vs tokenization changes across versions; related theme, but different defect." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/LoRA behavior is distinct from int4 memory reservation/OOM." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise vs a specific model load failure; same broad area, different bugs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b load failure and Molmo missing attribute are different failures in different models." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "AutoConfig missing fields with trust_remote_code=True is narrower and different from the broader remote_code breakage report." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both concern SigLIP2, but one is a behavioral quality discrepancy and the other is an implementation mismatch with JAX." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Tokenizer detokenization bug vs a Python 3.13 flash_attn import KeyError; unrelated subsystems." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer regression is unrelated to AMD GPU runtime support." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "One is about loading noise, the other is a specific model that still fails to load; not the same defect." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient-checkpointing issue vs MoE training memory inefficiency; both performance-related but distinct." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A LoRA/qwen3_moe compatibility break is not the same as a tie_word_embeddings warning." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model families and different ZeRO-3/load failures; too broad to consider duplicates." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer detokenization bug vs a model-loading failure for ScandiBERT; different user-visible problems." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import error for Qwen2.5-VL versus bitsandbytes init incompatibility; unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Registry/add-new-model-like failure is a different issue from remote_code model loading breakage." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression for a specific model vs flash-attn fallback selection logic; no shared concrete bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code breakage and a Kimi-K2.5 tokenizer codec regression are different root causes." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific issues." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex crash versus flash-attn fallback blocking; different code paths." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs problem: both report stale pipeline task references removed in v5." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper model runtime failure and a specific fbank helper issue may be related, but the evidence is not strong enough to treat them as the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tie-weight bug in a model class versus from_pretrained corrupting non-persistent buffers; different regressions." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback logic are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE ZeRO-3 weight loading failure is separate from the broader remote_code regression report." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weights not converted under accelerate+deepspeed and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Voxtral tokenizer error message and est-roberta tokenizer loading failure are different model-specific issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "MobileLLM key error is a specific model-loading bug, not the same as the broader remote_code regression." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3 load failures, but they affect different Qwen3 variants and likely different failure modes." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Similar `_is_hf_initialized`/init-empty-weights theme, but one is bitsandbytes-specific while the other is a generic init_empty_weights TypeError; not identical." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly heterogeneous loading/compatibility regressions, with the docs-pipeline pair as the only clear same-bug match. The representative issue choice is defensible, and the soft-edge rejections do not overclaim duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 4, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45030", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:43854|issue:44863", + "issue:42915|issue:43872", + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:36010|issue:42915", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44155|issue:45584", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:45313|issue:45357" + ], + "prepared_review_unit_hash": "24831c7fdc518da9887e326c7ff3c6a056d87447316957ecabaddcdee9fca6da", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37464, + "estimated_input_tokens": 9366, + "estimated_eval_tokens": 18988 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservative cluster: the true duplicate/near-duplicate anchors are the mask-shape IndexError pair, the custom-model initialization regression pair, and the SigLIP2 bad-output pair. The DeepSpeed ZeRO-3 BertModel index-error reports look superficially related but should remain separate, since those soft edges are rejected and there isn\u2019t enough evidence to collapse them into one cluster item.", + "confidence": 0.79, + "canonical_issue_reason": "issue:41093 is the best canonical issue anchor because it has the strongest accepted duplicate-style match (issue:44805) for the same mask-shape IndexError. It is more concrete than the other similar-looking index-error reports, which do not have sufficient evidence to merge.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41093 is the best overall issue anchor for the cluster because it represents a concrete reproducible bug with a strong accepted near-duplicate and a clearly identifiable failure signature.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures: GLM-4.7-Flash unit test loading vs NemotronH checkpoint loading. Same broad area, not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Both are quantization/DeepSpeed-adjacent, but the concrete failures differ: Qwen3MoE FineGrainedFP8 vs bitsandbytes Int8Params incompatibility." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both mention attention/3D-related issues, but one is RLHF NaN from SDPA fallback and the other is an AttributeError in flash_attention on sink-less models." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading/error-message issues, but they involve different models and different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both touch DeepSpeed, but one is missing MOE weight conversion and the other is gradient averaging with model_accepts_loss_kwargs=True." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Training API mismatch vs tensor mask-shape mismatch; unrelated failures and fixes." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes constructor incompatibility vs CLIPTokenizer max length constant; unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-shape IndexError class with only the concrete dimensions differing; clearly the same underlying bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading; different subsystems and symptoms." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen issues, but one is a broad v5.3.0 regression and the other is a StopIteration in Qwen3-vl-embedding; not the same defect." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error vs image processor void-segmentation-map failure; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support request vs autocast dtype mismatch on Phi-tiny-MoE; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support vs a sliding_window issue in Qwen3-MoE; different changes." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and different attention failures: torch.compile/SDPA vs Flash Attention illegal memory access from 3D position_ids." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers 5.0.0 custom-model initialization regression; the notebook report is just an environment-specific instance." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support request vs missing Float8 storage type; unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption from from_pretrained vs Qwen2.5-VL rope-index scaling bug; different code paths." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl-embedding vs TRL SFT unpacking failure on Qwen3.5 input embeddings; different bugs." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime issue vs GGUF gpt-oss support; no shared underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8 Qwen3MoE failure vs meta-device loading regression; separate loading paths." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing Qwen2_5_VL export vs meta-device loading regression; not the same defect." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import error vs Qwen3MoE FP8 loading failure; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both reports concern the same SigLIP2 base model producing wrong outputs; one says zero probabilities and the other nonsensical results." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model init regression vs silent non-persistent buffer corruption; different failures." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo batched-inference token leak vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration vs mask/tensor shape mismatch; different code paths." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading regressions, but they affect different model configs and do not clearly share the same concrete bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Bert index error vs tokenizer-mapping add-new-model-like failure; not the same underlying issue." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both mention loading edge cases, but the Bert zero-sized index error is distinct from the TOKENIZER_MAPPING_NAMES failure." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure vs mmap OOM workaround on Strix Halo; related to memory, not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 bad outputs vs a docs example with model/processor mismatch and quantization failures; same model family, different issue." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 ZeRO-3 language_model weight loading vs incorrect visual encoder keys in save_pretrained; different directions of failure." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster is mostly conservative, but the summary overstates one relationship: it groups the DeepSpeed ZeRO-3 BertModel index-error reports as if they were a true duplicate/near-duplicate cluster item, while the soft-edge verdicts actually reject those links. Please keep that area separate unless there is stronger evidence. The accepted pairs for the mask-shape IndexError and the custom-model initialization regression are grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 5, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:43644|issue:44534", + "issue:44960|issue:44977", + "issue:45488|issue:45812", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43856|issue:43873", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:44661|issue:44683", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:43335|issue:45663", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43873|issue:44387" + ], + "prepared_review_unit_hash": "def06d239694e469cd2b38d95754c1209b8122706badea2146064315bfff78b6", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37339, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. I only see three likely true duplicate pairs: the non-persistent buffer regression, the lm_head weight-tying regression, and the resize_token_embeddings regression. The rest look like different model-specific bugs or unrelated failures.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43644 is the cleanest anchor here: it describes the core Transformers v5 non-persistent-buffer regression succinctly and has an almost exact duplicate in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best overall issue candidate because it is the clearest, broad regression report among the items and maps to the strongest duplicate signal in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 regression about non-persistent buffers being filled with junk; wording differs but the bug is the same." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen/flash-attention style failures, but they describe different models and different failure modes." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and the titles point to different root causes." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they name different checkpoints with no clear shared failure path." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "One is a qwen3_moe LoRA compatibility issue across hf versions; the other is a BitNet packed-weight loading bug." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and SGD argument handling are unrelated problems." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different loading errors: GLM-4.7-Flash unit-test failure vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "A800 cudaErrorAssert during device mapping is not the same bug as qwen3_moe weight conversion with accelerate/deepspeed." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "qwen3_moe hf5 compatibility and Gemma4 token-embedding resizing are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory usage and quantized offloading behavior are different issues." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE weight conversion and GLM-4.7-Flash loading are separate bugs." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "One is a docs example/model-processor mismatch; the other is an actual bad inference result for SigLIP2." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE FP8 failure and mmap-related OOM on Strix Halo are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different loading failures." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "General MoE training memory usage is not the same as int4 quantization causing reserved-memory OOM." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping registration and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one is about buffers during init and the other about defining custom models in Jupyter." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but the failure modes are different: packed position_ids vs s_aux=None handling." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crashes and Gemma4Processor missing _tokenizer are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "qwen3_moe compatibility is unrelated to resize_token_embeddings behavior." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Two tokenizer-loading reports for different models; no evidence they share the same root cause." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both report missing lm_head weight tying causing bad generation in multimodal model classes; same underlying regression." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same resize_token_embeddings regression: the resized embeddings are not propagated to the model's actual embedding/output layers." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights unexpected argument handling are different lifecycle bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures with no clear shared defect." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 documentation/model-processor problems are unrelated to GLM5/Qwen3.5 generation issues." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device model loading failures are separate compatibility problems." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma4 FSDP2 shared_kv_states issues are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "PEFT gradient-checkpointing behavior and an Apex RMSNorm memory leak are different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state rebuilding and Qwen 3.5/3.6 multimodal config unwrapping are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization offloading behavior and int4 reserved-memory OOM are not the same concrete bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The three accepted pairs are plausibly the same regressions based on their titles, and the rejected pairs are generally separated by model family or failure mode without overstating evidence. No mergeability issues here since these are issue-only pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 6, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701" + ], + "soft_pairs": [ + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:44291|issue:44756", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:41720|issue:44155", + "issue:45588|issue:45663", + "issue:43646|issue:43708", + "issue:44479|issue:44877", + "issue:43854|issue:44960", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44589|issue:44756", + "issue:44479|issue:45663", + "issue:43906|issue:44530", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:43931|issue:44863", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44863|issue:45663", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43299|issue:43931" + ], + "prepared_review_unit_hash": "610bd284a89b206f1e313a6eaa6c6d2bdee35994e244e06d9e2ae13355bfeec0", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38238, + "estimated_input_tokens": 9560, + "estimated_eval_tokens": 19376 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster of Transformers regression reports. The only clear duplicate family is the `resize_token_embeddings` regression across Gemma/T5Gemma variants; the rest are distinct model-loading, quantization, checkpointing, or docs issues.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45292 is the best canonical among the related `resize_token_embeddings` reports because it states the core, model-agnostic failure most cleanly; the other close items look like model-specific variants of the same embedding-resize bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best representative issue for the only true mini-cluster here: it is broad enough to cover the Gemma4 and T5Gemma variants while remaining specific to the shared code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Both are loading regressions, but they involve different models and failure modes (`GLM-4.7-Flash` test loading vs Qwen3.5 checkpoint save correctness)." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/OOM, but one is int4 CUDA reserved-memory growth and the other is mmap on Strix Halo; different underlying problems." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "`init_empty_weights` argument handling and Strix Halo mmap/OOM are unrelated code paths." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different issues: float8 storage lookup vs MXFP4 quantization fallback; no shared bug mechanism." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both are about gradient checkpointing, but one is about PEFT/LoRA ineffectiveness and the other is about eval-mode restrictions." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both touch save/load behavior for custom modules, but one is about read-only permissions during save and the other is about loading the wrong module after save." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` bug: Gemma4-specific wording in 45276, but both report the same failure to propagate resized embeddings to output-related modules." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both mention training behavior, but one is a gradient-checkpointing eval-mode issue and the other is an RLHF NaN/SDPA fallback problem." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "`extra_state` save/load handling is unrelated to mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and failure mechanisms: Qwen3 auto device mapping CUDA assert vs AudioFlamingo3 batched inference token/embedding leakage." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma-4 FSDP2 shared-kv-state rebuild are different bugs despite both being attention-related." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to `resume_from_checkpoint` max_steps calculation." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Both are regression-style loading issues, but one is a video-input regression for Qwen VL variants and the other is strict config blocking `granite_speech`." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "Different GLM generations and different symptoms; not the same loading bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "`torch.device('meta')` load failures and Strix Halo mmap/OOM are not the same underlying defect." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both are the same resize-token-embedding regression family: a shared failure to update downstream embedding modules, with different model-specific surfaces." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model/tokenizer-related load problems, but the affected models and root causes differ." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom model initialization breakage is unrelated to `extra_state` serialization handling." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both mention dtype issues, but one is autocast on a MoE model and the other is meta-device loading; different code paths." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is too broad and distinct from the specific autocast dtype mismatch." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Both are model loading problems, but one is Qwen3 MoE weight conversion and the other is NemotronH checkpoint compatibility." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup and mmap/OOM are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "A Qwen VL video-input regression and Gemma-4 FSDP2 attention-state bug are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction of an older issue and a new PagedAttentionCache crash are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline `return_language` regression and tokenization changes across versions are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both concern custom model loading in Transformers 5, but the concrete failures differ: `base_model_prefix` handling vs notebook-defined initialization." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 compatibility and Mistral-3 image-preprocessor dtype mismatch are different issues." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading are separate model-compatibility problems." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "A cache crash on Qwen3.5 and a template-node compilation error are not the same underlying defect." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Docs mentioning removed pipeline tasks is unrelated to a separate `return_all_scores` docs/behavior mismatch." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language-return behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 shared-kv-state handling are different bugs." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "`torch.export.export` with `torch_compilable_check` and Perceiver non-default-resolution handling are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Qwen VL video regression and mask-shape IndexError do not share a concrete bug path." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a MoE conversion issue and the other is a checkpoint shape mismatch; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft edges are the Gemma/T5Gemma resize_token_embeddings pairings, which are well supported by the issue titles and look like the same bug family. The remaining soft edges are rejected with appropriately cautious reasoning, and the overall cluster description does not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 7, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45584", + "issue:45685", + "issue:45759" + ], + "soft_pairs": [ + "issue:43425|issue:44918", + "issue:43856|issue:44756", + "issue:44589|issue:45084", + "issue:40990|issue:42947", + "issue:43425|issue:45685", + "issue:39404|issue:44671", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:43596|issue:44683", + "issue:36032|issue:43452", + "issue:44671|issue:44991", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:40990|issue:43421", + "issue:43883|issue:44488", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:34567|issue:40444", + "issue:43643|issue:44530", + "issue:44811|issue:45584", + "issue:43883|issue:44991", + "issue:43644|issue:43646", + "issue:44451|issue:44987", + "issue:36032|issue:42915", + "issue:43541|issue:45084", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325" + ], + "prepared_review_unit_hash": "363ee19632ccbfa55c5bee286247786ae740e65a6b43c0acdf4799684a96776f", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37733, + "estimated_input_tokens": 9434, + "estimated_eval_tokens": 19124 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most pairs share only broad subsystem/model-family similarity, not the same concrete bug or change. I reject all soft edges; there are no PRs to compare.", + "confidence": 0.92, + "canonical_issue_reason": "No safe canonical issue; the items are mostly unrelated regressions with only broad topical overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43452 is the closest broad representative of a loader/GGUF subset, but it does not unify the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility vs a Qwen3.5 TRL embedding-unpack failure; different code paths." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but one is Qwen3 MoE training memory usage and the other is Strix Halo mmap OOM; different causes." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: missing Float8 storage vs template-node compilation error." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity/eval regression is not the same bug as gradient-checkpointing being ineffective." + }, + { + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "Torch incompatibility and an MPS histogram kernel gap are separate platform issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior vs CamemBERT MLM predictions are unrelated model bugs." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "One is a SigLIP2 inference regression; the other is a ModelOutput key assignment bug." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Save/load extra_state handling is unrelated to composite Qwen config unwrapping." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3/BertModel indexing and torch>=2.9 flex_attention compilation are different failures." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict is not the same as GGUF from_pretrained loading breakage." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Incorrect CamemBERT predictions vs a tokenizer-loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one is generic version failure and the other is a specific Mistral regex/backend_tokenizer crash." + }, + { + "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": "extra_state save/load handling is unrelated to multimodal video-input regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are model-loading issues, but for different models and different failure mechanisms." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity anomaly and tokenizer post-processor updates are different bugs." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo is unrelated to loading cjvt/sleng-bert." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio area, but the concrete failures differ: unsupported center arg vs _torch_extract_fbank_features issue." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image dtype mismatch and template-node compilation are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures in recent versions, but they affect different models and likely different loader paths." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss is unrelated to PagedAttentionCache linear_attention crashes." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one ignores skip_special_tokens and the other fails on empty transcription after align_special_tokens." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights metadata and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but they target different initialization paths and different symptoms." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading problems, but for different models and no shared concrete code path is evident." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing failure is not the same as a non-template-node compilation error." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both concern GGUF loading, but the evidence only shows broad similarity; no shared concrete failure mode is established." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantization and GGUF model loading are different loader failures." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug and Qwen2.5-VL rope indexing bug are different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 8, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43856", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45542" + ], + "soft_pairs": [ + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:44987|issue:44991", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:45216|issue:45357", + "issue:44451|issue:45081", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:44220|issue:44683", + "issue:44987|issue:45081", + "issue:41553|issue:43582", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:42915|issue:44589", + "issue:44479|issue:45325", + "issue:40990|issue:44811", + "issue:43317|issue:43856", + "issue:43425|issue:44403", + "issue:42175|issue:45542" + ], + "prepared_review_unit_hash": "d57f53eaf50ea9fffc55d88a39fcfd4115cf744993b858d946c520e0ee95d9e0", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37208, + "estimated_input_tokens": 9302, + "estimated_eval_tokens": 18860 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficially similar but describe different bugs, regressions, or models. I would not deduplicate any of them based on the available evidence.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "#44403 is the broadest representative issue in the set, but the cluster is too heterogeneous for a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Related to tied weights / lm_head serialization, but the reported failures differ and are not clearly the same code-path bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer attribute conflict vs custom model init in notebooks; unrelated failure modes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different error surfaces and different model code paths; no evidence of the same underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask batching are distinct issues." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and junk-filled non-persistent buffers are separate v5 regressions." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different models and different symptoms; one is bad outputs, the other is processor size mismatch." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are load failures, but for different models with no shared concrete bug." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segfault while loading Llava Next is unrelated to Qwen3OmniMoe video ValueError." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise vs Mistral regex patch crash; not the same underlying defect." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Padding-mask batching mismatch and DAC STE mismatch are unrelated model bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init regression is not the same as non-persistent buffer corruption." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save_pretrained regressions, but the specific failures differ enough that they should stay separate." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different tokenizer/loading failures." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to template-node compilation errors." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compilation failure vs processor image-size regression; not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue and compiled flex_attention failure have no concrete overlap." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different affected models and different loading paths." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer loading error and Apple Silicon warmup TypeError are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied weights, but one is missing weight tying and the other is LoRA merge collapse; different underlying problems." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Initialization flag regression and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window bug do not share a concrete code path." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken argument collision is distinct from loading a specific model failure." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config failure vs init_empty_weights/_is_hf_initialized argument error; separate regressions." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer load conflict and MobileLLM key error are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding window logic and strict config loading are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix loading breakage and junk non-persistent buffers are separate v5 issues." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config and Float8 storage lookup error are different failures." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video input regression and still-image rope-index scaling bug are not the same issue." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload dequantized loading failure is not the same as Qwen3 MoE memory usage during training." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and loading-noise report do not describe the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Missing TensorFlow in torch extra and tensorboard-only backend error are related at a high level, but not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 9, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43828", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663", + "issue:45812" + ], + "soft_pairs": [ + "issue:44079|issue:45663", + "issue:43818|issue:45357", + "issue:43421|issue:44568", + "issue:36032|issue:41720", + "issue:44462|issue:45812", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:44683|issue:45020", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:40444|issue:45325", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:43632|issue:45072", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:43531|issue:44291", + "issue:44079|issue:44534", + "issue:43881|issue:44488", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:43792|issue:43957", + "issue:44079|issue:45072", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:45325|issue:45381" + ], + "prepared_review_unit_hash": "ae9c9d0ee673880d08295af1d16486a30457b4910278d432c8607555a1f94cbe", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37885, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of mostly unrelated Transformers regression reports. The soft pairs share broad themes like model loading, tokenizer behavior, or v5 regressions, but they do not look like the same underlying bug/change, so I would not merge any of them as duplicates.", + "confidence": 0.54, + "canonical_issue_reason": "issue:43611 is the cleanest, most concrete representative here: a specific Transformers v5 model-loading regression with a well-defined failure mode. It is more actionable than the broader or more model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single issue to keep as a reference point because it is precise, technical, and centered on a core code path rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different bugs: ModelOutput key assignment vs Gemma-4 FSDP2 shared_kv_states handling." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different areas: Video-LLaVA tower initialization/weight sharing vs Qwen3.5 save_pretrained visual-key serialization." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is BOS/EOS not being added; not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Completely unrelated: T5Tokenizer method-name conflict vs Qwen3 auto device mapping CUDA assert." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both involve AutoTokenizer, but one ignores tokenizer.json while the other yields wrong IDs for Granite models; different failure modes." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Related to v5 initialization behavior, but one is _is_hf_initialized and the other is non-persistent buffer contents; too different to treat as duplicates." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different model/runtime failures: Whisper loading vs Float8 storage lookup error." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "One is a torch flex_attention compilation regression, the other is a broad remote_code loading breakage; not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise vs tokenizer loading regression for a specific repo; no shared concrete code path." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen-VL training issues, but multi-GPU training and iterable-dataset multi-image failure are distinct." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF/v5 loading failure is unrelated to CLIPTokenizer's extreme model_max_length default." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both affect training, but flash_attention_3 degenerate training and num_labels=1 zero-loss classification are different problems." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen2.5-VL issues: iterable dataset multi-image failure vs still-image rope index scaling bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure vs Llama4Config missing pad_token_id; unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different v5 regressions: unexpected _is_hf_initialized argument vs missing Float8 storage object." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/shape-related, but MIMI padding-mask mismatch and Gemma3 sliding-window NaNs are separate code paths." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Both are v5 regressions, but they concern different mechanisms: initialization flag handling vs bf16 dtype mismatches." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to bf16 inference dtype mismatches." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Backend installation packaging issue vs PaddleOCR-VL loading failure; no common bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are model-loading/init regressions in v5, but the concrete failures differ enough that they do not look like the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are different internal behaviors." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different models and failure modes: glm-4v-9b loading vs sleng-bert loading." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model regressions: SigLIP2 nonsensical outputs vs Perceiver resolution/interpolation failure." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision weight tying and lm_head serialization are related only broadly; they are not the same concrete issue." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE is distinct from compiled flex_attention failing on torch>=2.9." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "FineGrainedFP8Config failure for Qwen3Moe is unrelated to Qwen2.5-GGUF loading in v5." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper loading failure and torch.device('meta') loading breakage are different code paths." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key assignment is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but multi-image iterable dataset failure and video position-id bug are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key assignment are unrelated regressions." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL position handling, but still-image temporal scaling and video vision_position_ids are distinct." + } + ] + }, + "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": 16, + "review_unit_index": 10, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44617", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45759", + "issue:45800" + ], + "soft_pairs": [ + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:35707|issue:40444", + "issue:43526|issue:43883", + "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:43317|issue:43873", + "issue:43881|issue:44991", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43632|issue:45563", + "issue:43606|issue:43819", + "issue:43262|issue:43746", + "issue:44610|issue:45325", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:40990|issue:45584", + "issue:39692|issue:40444", + "issue:44466|issue:45357", + "issue:43296|issue:44991", + "issue:43792|issue:44683", + "issue:43454|issue:43720", + "issue:43873|issue:45701", + "issue:41720|issue:44977", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:44423|issue:45406" + ], + "prepared_review_unit_hash": "a4ff4c3a288a2f6276d583d4b9f23c1c8e3568357c3b477e0c43db7db8834deb", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36898, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate soft links are false positives: they point to distinct bugs spanning generation, loading, quantization, processors, and model-specific regressions. No pull requests are present. The broadest and most representative issue in this set is the open offloading/quantization report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the best cluster representative because it is open, has the most discussion/inbound references, and covers a broadly relevant runtime problem rather than a narrow model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest overall issue to anchor the cluster because it is active and widely applicable; the other issues are more isolated, model-specific regressions or documentation/example problems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is a Transformers v5 int4 quantization memory regression and the other is a SAM3Video model-specific memory issue; different failure modes and code paths." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and a torch/Transformers version incompatibility are unrelated problems despite both being load failures." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation API bug; Qwen2.5-VL iterable dataset with multiple images is a multimodal finetuning failure." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Molmo tied-weights serialization are completely different subsystems." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both affect loading in v5, but one is init_empty_weights/_is_hf_initialized handling and the other is strict config parsing for granite_speech." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch in suno/bark-small is not the same as torch.export failing on torch_compilable_check models." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offloading, but one is a specific dequantized-model load failure with device_map=auto while the other is a broader quantization/offloading behavior report." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "glm-4v-9b model loading and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is a training/checkpoint issue, while 45325 is a Qwen2.5-VL rope/position-id scaling bug." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to torch.export and torch_compilable_check." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "_is_hf_initialized breakage in v5 and a stale generate warning for num_return_sequences do not share the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents vs forward mismatch are different model behaviors and code paths." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and Qwen2.5-VL temporal position-id scaling are different multimodal regressions." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying in AyaVisionConfig is unrelated to Bamba-9B-v2 torch.compile+SDPA failure." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batched-vs-single padding-mask mismatch and OmDet-Turbo processor size mismatch are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying in AyaVisionConfig is not the same as dtype mismatches in SwitchTransformers/TimmWrapperModel bfloat16 inference." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI padding-mask support and Perceiver interpolation at non-default resolution are separate issues." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and unwraping text_config for composite Qwen multimodal configs are unrelated config/model-loading issues." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on GPT-OSS-20B and Whisper empty-transcription generation failure are different generation/evaluation problems." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs example errors and Qwen2.5-VL multi-image iterable dataset failures are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Serialization differences for lm_head.weight by device and incorrect visual-encoder keys in Qwen3.5 save_pretrained are distinct save/load regressions." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading and tokenizer loading for est-roberta are unrelated failures." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and torch>=2.9 compiled flex_attention failure are different issues." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision lm_head tying and BitNet packed-weight unpacking are unrelated model-state loading bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading behavior and version-dependent tokenization changes do not describe the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "A800 auto device mapping cudaErrorAssert and Qwen3.5 flash-attention generation failure are different Qwen regressions." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code and read-only permission propagation in save_pretrained are unrelated file-handling bugs." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "lm_head tying in Mistral3ForConditionalGeneration and incorrect visual encoder keys in Qwen3.5 save_pretrained are different regressions." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are separate serve/processor issues." + } + ] + }, + "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": 16, + "review_unit_index": 11, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43421", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44387", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45701", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:34634|issue:35707", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:35707|issue:41720", + "issue:43526|issue:43881", + "issue:43873|issue:44756", + "issue:43749|issue:44534", + "issue:44877|issue:44991", + "issue:42617|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:36331|issue:42617", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:43322", + "issue:45081|issue:45812", + "issue:40990|issue:45701", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:44671|issue:44743", + "issue:44292|issue:44479", + "issue:43421|issue:45812", + "issue:41720|issue:42617", + "issue:36010|issue:42617", + "issue:43540|issue:43782", + "issue:44186|issue:44361" + ], + "prepared_review_unit_hash": "7b2e6f21c039293909c84b1bbb54e3ddd2d3fe20d8e03a3f4b6ac7dccc9783c5", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37360, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most issues describe unrelated model-specific failures, tokenizer regressions, offloading/memory problems, or trainer/config edge cases. No soft pair looks like the same concrete bug or change, so there is no strong duplicate cluster here.", + "confidence": 0.34, + "canonical_issue_reason": "There is no true canonical duplicate for this cluster; if a representative issue is needed, issue 45812 is the best anchor because it is a concrete, recent tokenizer regression with broad impact across Granite models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest representative because it has a clear failure mode, a broad regression scope, and enough specificity to act as an anchor if this cluster must be summarized by one issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Different subsystems and failure modes: Bark voice presets vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer/NER padding crash and bfloat16 dtype mismatch are unrelated bugs." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype persistence and Trainer max_steps calculation are separate training/loading issues." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation cache handling is unrelated to Qwen3 auto device mapping CUDA asserts." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offload themes, but one is quantization offloading and the other is mmap on Strix Halo; different root causes." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are distinct v5 regressions." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but one is strict config parsing and the other is tokenizer loading for a specific model." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3MoE FP8 config failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape bugs and tokenizer version-dependent behavior are not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "One is a torch.compile/SDPA problem, the other is accelerate loading of packed BitNet weights." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature change is unrelated to Qwen3MoE FP8 loading." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image preprocessing sizes, but they affect different models and different failure points." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and OmDet-Turbo image size mismatch are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer API breakage and a 3d_parallel.py runtime failure do not share a bug." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Both are memory-related, but one is int4 quantization reserved-memory growth and the other is an apex RMSNorm leak." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen video-input regression and Qwen3.5 embedding unpacking under TRL SFT are different code paths." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Different config regressions: Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3MoE FP8 failure and dequantized model offload failure are different loading paths." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and Bark CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and Llava Next segfault are not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is Mistral regex patching and the other is Granite token IDs; different concrete failures." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity on gpt-oss-20b and a generic tokenization change report are not the same defect." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor/tokenizer API regression and version-dependent tokenization changes are related only broadly, not as one concrete bug." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve Qwen3/GPT-OSS MoE parallelism, but the reported failures and code paths differ." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked LM predictions and Qwen modular recurrent-state resets are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "NVFP4 execution failure and Qwen video-input regression are different issues." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token post-processor updates and Granite token ID regression are both tokenizer-related but not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Auto device mapping CUDA assert and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py failure do not share a root cause." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError and Qwen3VL weight_only loading error are different multimodal loading paths." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes happen in both, but on different tokenizers/models and with different task triggers." + } + ] + }, + "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": 16, + "review_unit_index": 12, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:30064", + "issue:33666", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43322", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44779", + "issue:44843", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:45406|issue:45464", + "issue:41720|issue:43873", + "issue:30064|issue:34634", + "issue:43421|issue:45701", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:43606|issue:43720", + "issue:44779|issue:45812", + "issue:42915|issue:43322", + "issue:43550|issue:43653", + "issue:44514|issue:44545", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:41720|issue:43746", + "issue:43873|issue:45704", + "issue:44451|issue:44991", + "issue:44898|issue:45072", + "issue:44062|issue:44451", + "issue:33666|issue:35707", + "issue:44987|issue:45042", + "issue:45588|issue:45759", + "issue:43421|issue:43653", + "issue:43531|issue:44589", + "issue:42886|issue:44843", + "issue:39692|issue:44610", + "issue:43381|issue:43844" + ], + "prepared_review_unit_hash": "7118f06e0cf11f114203211c5b3b55c068014115eb8d7a31a3bec03ee0b75800", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35939, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated. The only clear duplicate pairs are the offline-tokenizer bug (42886 \u2194 44843) and the exact Qwen2_5_VLProcessor padding crash (44514 \u2194 44545). No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 44843 is the strongest canonical issue: it names the exact HF_HUB_OFFLINE/model_info regression, and 42886 is the broader user-facing symptom of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44843 is the best global issue candidate because it is the most specific root-cause report and subsumes the offline cache failure described in 42886.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different components and failures: Gemma4Processor missing _tokenizer vs Qwen3.5 streaming inference crash." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Both are device/offload related, but they describe different bugs and code paths (Qwen3 auto device map assert vs quantized offloading behavior)." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Unrelated processor bugs: void segmentation maps vs BarkProcessor voice_preset handling." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token post-processing bug vs a broad tokenization regression claim; not the same concrete issue." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs/code wording is unrelated to removed pipeline-task documentation." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Distributed metric gathering label truncation is unrelated to SAM3 text/box behavior." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Different failure modes and models: CPU offload device mismatch vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and symptoms; not clearly the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to Llava Next segmentation fault on load." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA bug is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same title and same crash: Qwen2_5_VLProcessor.apply_chat_template on batched input with padding=False." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is a different model/runtime issue than composite config unwrapping in from_config." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and tokenizer mask-token registration are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Post-processor refresh on special-token edits is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Warning about tie_word_embeddings is unrelated to incorrect visual-encoder keys saved by Qwen3.5." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Auto device mapping cudaErrorAssert and PEFT-adapter local checkpoint loading are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to the T5 apex RMSNorm memory leak." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model loading failures, but the models and failure details differ; no evidence of the same root cause." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver resolution handling and bfloat16 dtype mismatch are unrelated issues." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument TypeError is unrelated to ScandiBERT loading failure." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to progressive generation inputs_embeds/past_key_values." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-loading regression for one repo is unrelated to PIL backend image processors requiring torchvision." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention crash on s_aux=None is unrelated to from_config text_config unwrapping for multimodal Qwen configs." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token post-processor update and BigBirdTokenizer mask-token registration are different tokenizer bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to a Float8 storage type error." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same offline loading bug: both describe tokenizer/model_info behavior breaking HF_HUB_OFFLINE cache resolution." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to OmDet-Turbo processor/model image-size mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to ZeRO-3 gradient growth." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted duplicates are well-supported by the titles/packet (42886\u219444843 and 44514\u219444545), and the remaining soft-edge rejections are phrased cautiously enough for the evidence available. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 13, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:43334", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43819", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:44918|issue:44936", + "issue:43421|issue:44186", + "issue:44625|issue:45479", + "issue:43525|issue:43531", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:43994|issue:44671", + "issue:34634|issue:41720", + "issue:43381|issue:45704", + "issue:39692|issue:43873", + "issue:43596|issue:44220", + "issue:42915|issue:45759", + "issue:45183|issue:45479", + "issue:43540|issue:44008", + "issue:44220|issue:44661", + "issue:43618|issue:43697", + "issue:44077|issue:44625", + "issue:43720|issue:43819", + "issue:43575|issue:45704", + "issue:30064|issue:36010", + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:43334|issue:45759", + "issue:43716|issue:44008", + "issue:42915|issue:43746", + "issue:43746|issue:45381", + "issue:43746|issue:43873", + "issue:43550|issue:45072", + "issue:44186|issue:44898", + "issue:43550|issue:43819", + "issue:43421|issue:44811", + "issue:44843|issue:45081" + ], + "prepared_review_unit_hash": "937ba681da88e09e41552a176cfa1d46d8ad4b33d4c9b8737432306c4fc8ea37", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36979, + "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 set of unrelated model/tokenizer/config/runtime bugs that only share broad Transformers vocabulary. None of the soft pairs look like the same underlying issue, so no duplicate edges should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster-wide canonical: the items span different models, subsystems, and failure modes, with no true duplicate pair to anchor the group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different problems: Qwen3.5 embedding unpacking in TRL SFT vs trainer.evaluate failing after trainer.train()." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer bugs: runtime special-token/post-processor updates vs LayoutLMv2 NER padding/truncation crashes." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different config/label bugs: Qwen3.5 text_config propagation vs single-label classification zero-loss behavior." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated Qwen3-MoE sliding window issue vs Llama4Config missing pad_token_id attribute." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen multimodal failures: weight_only load error vs wrong video vision_position_ids." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch tokenizer regex logic, but they describe different failures and code paths; not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 bad AutoModel/pipeline outputs vs CamemBERT masked LM regression." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset issue is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Documentation/example errors are not the same bug as offloading failing under quantization." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed zero3/BertModel index error is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "Different Qwen config bugs: FineGrainedFP8Config failure vs from_config not unwrapping text_config." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Generic input validation messaging bug is unrelated to the num_labels=1 zero-loss issue." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input processing failure in Qwen3OmniMoe is unrelated to Gemma3n variable-name collision." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIPOutput attentions field is unrelated to RTDetrV2 output differences in v5." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC latent decoding mismatch are different code paths and bugs." + }, + { + "left": "issue:43575", + "right": "issue:45704", + "accept": false, + "reason": "Tensor-parallel OOM for Qwen2 is unrelated to the T5 apex RMSNorm leak." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "ImageProcessor segmentation-map handling and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and Smollm3 RoPE-layer dropping are unrelated model-configuration bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer mask-token registration is unrelated to BitNet accelerate loading of packed weights." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is a missing pad_token_id attribute and the other is from_config text_config unwrapping; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 image dtype mismatch is unrelated to Gemma3n audio_mel_mask attribute collision." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 loading and GraniteSpeech PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "GraniteSpeech PEFT checkpoint loading is unrelated to Qwen2.5-VL video position-id errors." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local-checkpoint loading for PEFT adapters is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and SwitchTransformers/TimmWrapper dtype mismatch are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash and Perceiver interpolation failure are different model-specific bugs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Different subsystems: torch.compile SDPA issue vs DAC.from_latents mismatch." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime post-processor updates and Whisper batch_decode skip_special_tokens behavior are related only loosely to tokenization, not the same bug." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is offline model_info() access and the other is backend_tokenizer AttributeError; separate failures." + } + ] + }, + "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": 16, + "review_unit_index": 14, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43322", + "issue:43404", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45406", + "issue:45685", + "issue:45701" + ], + "soft_pairs": [ + "issue:43643|issue:44877", + "issue:43531|issue:43643", + "issue:43577|issue:43818", + "issue:44062|issue:44488", + "issue:43540|issue:45381", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:43782|issue:44977", + "issue:44561|issue:45020", + "issue:43322|issue:45685", + "issue:43825|issue:43994", + "issue:44821|issue:45084", + "issue:30064|issue:36331", + "issue:43825|issue:43827", + "issue:44485|issue:44509", + "issue:43577|issue:43582", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:43452|issue:44991", + "issue:44610|issue:45072", + "issue:42175|issue:45081", + "issue:43650|issue:43906", + "issue:43720|issue:45072", + "issue:43404|issue:43782", + "issue:45081|issue:45406", + "issue:44671|issue:45701" + ], + "prepared_review_unit_hash": "947cb3db463e3fc14076e8e4bfa1943330162809ea2c0d60752edd184b9b3b91", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most pairs share only a broad subsystem or version-regression theme, not the same concrete bug. I would not merge any of the soft pairs. If a representative issue is needed, the broadest umbrella is the remote_code regression report, but the cluster is not a tight duplicate set.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest, most umbrella-like report in the set (recent-version regressions affecting remote_code models), so it is the least narrow representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best cluster representative by scope, but only loosely so; the rest of the items are mostly unrelated one-off bugs across different models and code paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Different config-loading bugs: missing fields with trust_remote_code vs strict config rejecting granite_speech." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/shared-weight issues are different code paths and failures." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-arg duplication is not the same as sleng-bert tokenizer loading failure." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-related, but they hit different models and different bugs: ValueError in processing vs wrong vision_position_ids." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent/STE reconstruction are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both describe regressions in model outputs, but for different models and different mechanisms." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only loading and Qwen3.5 flash-attention generation are distinct failures." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 is a specific v5 helper-removal regression; 45020 is a broader umbrella report about remote_code breakage, not the same concrete bug." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS histogram/int failure in moe are unrelated issues." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message wording and SigLIP2 incorrect outputs are different bugs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template compilation errors are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation maps and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Same broad v5 pipeline-removal topic, but one is runtime messaging and the other is stale docs; not the same underlying bug." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation and docs mentioning removed pipeline tasks are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype handling and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes on NER/padding and FastSpeech2ConformerTokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatch are different failures." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask shape IndexError and trainer.evaluate-after-train failure do not point to the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading breakage and est-roberta tokenizer loading regression are separate tokenizer/model-loading problems." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow in the torch extra and Mistral regex patch crashing on tokenizer internals are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "The titles/body intent are unrelated; one is a malformed issue, the other is a reproduction of a different bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking and dtype mismatch in inference are different problems." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 weight tying and Qwen3VL weight_only loading are unrelated model-specific issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are loading-time AttributeErrors, but they affect different components and root causes." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression is not the same concrete bug as a general tokenization-change report." + } + ] + }, + "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": 16, + "review_unit_index": 15, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45084", + "issue:45356", + "issue:45459", + "issue:45488", + "issue:45538", + "issue:45600", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:44060|issue:44368", + "issue:43582|issue:44857", + "issue:45459|issue:45803", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43644|issue:43749", + "issue:43329|issue:45600", + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43454|issue:43577", + "issue:43854|issue:44977", + "issue:43526|issue:44554", + "issue:36010|issue:43645", + "issue:39692|issue:44912", + "issue:34634|issue:36331", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:43720|issue:44610", + "issue:43749|issue:44291", + "issue:43550|issue:44912", + "issue:44568|issue:45488", + "issue:43262|issue:44811", + "issue:43531|issue:45042", + "issue:43643|issue:45759", + "issue:44568|issue:45356", + "issue:36010|issue:36331", + "issue:43329|issue:43450" + ], + "prepared_review_unit_hash": "32d35bffff915b5d7902500c64623a6daa3a0add68498c438b59232808000d20", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37491, + "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 highly heterogeneous: the soft edges mostly connect unrelated Transformers regressions that only share broad subsystem/version similarity. I would not merge any of the proposed soft pairs.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 43644 is the broadest shared-runtime regression in the set and is closer to the cluster\u2019s recurring v5-loading/correctness theme than the narrower model- or tokenizer-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best overall representative because it describes a general Transformers 5.0.0 correctness break that can affect many models, not just one narrow configuration.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but one is a concrete Qwen3-Next weight-tying bug and the other is a user-facing warning during LoRA fine-tuning; not the same code path." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Completely different failures: Apple Silicon allocator warmup TypeError vs CUDA AMP loss crash in LwDetrImageLoss." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both are about exception handling, but they affect different tokenizer/processor functions and different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC latent reconstruction mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and bugs: Beit reduce_labels shape/return issue vs RTDetrV2 output regression." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated areas: compilation of template nodes vs tokenizer max_length default." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading, but one is non-persistent buffer initialization and the other is FSDP CPU RAM efficient loading; not the same defect." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug vs stale auto-mapping references in CI; no shared underlying change." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token decode bug and MXFP4 packed-weight loading bug are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3 training index error with a non-pretrained Bert model is different from evaluate() failing after train()." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local checkpoint loading issue vs Whisper batch_decode skip_special_tokens regression; different layers of the stack." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet-Turbo processor resizing to the wrong image size." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Storage-type lookup failure and PIL backend torchvision dependency regression are different bugs." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight-tying failure and Blip2 dtype propagation issue are distinct model-loading problems." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash test loading failure is not the same as Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction and MPS attention correctness when head dims differ are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import breakage is a different issue from Jupyter custom-model initialization regression." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example errors for SigLIP2 do not match the MXFP4 loading fallback bug." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice_preset failure and CustomTrainer.compute_loss signature mismatch are unrelated API breaks." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion during accelerate/deepspeed loading is a different path from multimodal token counting." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is not the same as an image processor size mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "These are both loading-related, but one is an FSDP RAM-efficient loading regression and the other is an init_empty_weights argument incompatibility." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer-specific BOS/EOS behavior for mdeberta-v3 is not the same bug as LlamaTokenizer overriding tokenizer.json pre-tokenizer settings." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio-processing APIs and different default/parameter handling bugs." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the PIL backend torchvision requirement regression." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields with trust_remote_code and failure to unwrap text_config in composite configs are distinct config-loading bugs." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer special-token insertion bug and Kimi-K2.5 codec/regex warning regression are different tokenizer issues." + } + ] + }, + "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": 16, + "review_unit_index": 16, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44737", + "issue:44756", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45701" + ], + "soft_pairs": [ + "issue:34567|issue:40990", + "issue:43329|issue:44479", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:43452|issue:43582", + "issue:41720|issue:43540", + "issue:44291|issue:45042", + "issue:42915|issue:43742", + "issue:33357|issue:34567", + "issue:43317|issue:45538", + "issue:44479|issue:45381", + "issue:44987|issue:45538", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:42915|issue:45538", + "issue:43257|issue:43696", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:43742|issue:44291", + "issue:44062|issue:44991", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:43749|issue:44756", + "issue:34567|issue:36331", + "issue:43643|issue:45375", + "issue:44062|issue:45081" + ], + "prepared_review_unit_hash": "4112a218ad3c1ca66512871b95ac5e26c89b9a89b0cd068bd2196aedbd7831e2", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36803, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. 44479 remains the best representative issue for the Qwen video regression family, but the soft links are not strong enough to confirm a duplicate chain: 43329 is a narrower undefined-helper bug, and 45381 is only title-level similar to the broader 44479 report.", + "confidence": 0.62, + "canonical_issue_reason": "44479 is the broadest and most representative Qwen video-regression report in the set, covering multiple affected model variants and the shared video-input path.", + "canonical_pr_reason": null, + "best_issue_reason": "44479 is the strongest standalone issue to keep: it has the broadest scope and best captures the shared Qwen video-input regression family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated bugs: trainer token accounting vs GPT-oss perplexity." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related area, but not the same concrete bug: 43329 is an undefined-helper failure in token counting, while 44479 is a broader video-input regression report." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms and scope; only broad model/version overlap." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes: MoE weight conversion vs VL weight-shape mismatch." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths: RTDetrV2 output changes vs Qwen3.5 visual-key serialization." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model loading vs Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-related, but the failures are different concrete bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different issues: init_empty_weights argument handling vs image processors requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading bugs in different subsystems." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Completely unrelated: Mac bus error on CLIP vs TrainerState token counter update." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different problems: device-map/offload loading failure vs tokenizer max_length constant." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Very similar titles, but the packet only supports this at a broad thematic level; not enough evidence for the same concrete bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: model-loading failure vs tokenizer max_length issue." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input bugs, but they affect different model families and appear to be different failures." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Qwen video processing bug vs broader video-position regression; related topic, not enough to call duplicate." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: Qwen3Moe FP8 load failure vs image-processor URL loading." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Saving/loading custom token IDs is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different bugs in different loading paths: MoE weight conversion vs RoPE-layer regression." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different models and code paths." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Different bugs: Qwen3Moe FP8 loading vs CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different issues: MoE weight conversion vs GPT-oss CUDA OOM." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: SigLIP zero probabilities vs Perceiver resolution handling." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug vs flash-attention crash are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM loading key error vs init_empty_weights argument handling are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer-loading theme only; not enough evidence of the same AddedToken bug." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of another issue vs Qwen2.5-VL video-position regression; no clear identity." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model init breakage is unrelated to FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Different memory/loading problems: FSDP CPU RAM-efficient loading vs mmap OOM." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counter bug vs compute_loss signature break are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve missing fields, but the deserialization failures are not the same concrete bug." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer bugs: AddedToken construction vs Mistral regex patching." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is directionally plausible, but it overstates the evidence for the Qwen video cluster. In particular, the accepted soft-edge pair issue:43329 \u2194 issue:44479 is not strongly grounded by the packet alone: 43329 is about an undefined helper in `_get_num_multimodal_tokens`, while 44479 is a broader video-input regression report. The second accept (44479 \u2194 45381) is more plausible, but the overall verdict still isn\u2019t conservative enough because the only explicit support here is title-level similarity. I\u2019d keep this as a likely related cluster, not a confirmed duplicate chain." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 17, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34689", + "issue:36010", + "issue:41762", + "issue:42175", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43819", + "issue:43824", + "issue:43994", + "issue:44291", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600" + ], + "soft_pairs": [ + "issue:36010|issue:42175", + "issue:43493|issue:43994", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:43526|issue:45479", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:28282|issue:34689", + "issue:45042|issue:45081", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:43742|issue:44589", + "issue:44484|issue:44704", + "issue:43697|issue:45216", + "issue:43531|issue:44821", + "issue:44514|issue:45381", + "issue:28282|issue:29127", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43452|issue:43577", + "issue:43720|issue:44898", + "issue:43643|issue:44561", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:41762|issue:44936", + "issue:42175|issue:44488", + "issue:44466|issue:45005" + ], + "prepared_review_unit_hash": "40ee75d690413e6d34e9284f46b56bf4473f2db8c799035c4628279f0140f9d2", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36507, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated one-off bugs. The only plausible duplicate pair is the v5 tied-weights serialization/reporting regression around lm_head.weight on translation models; everything else is too broad or touches different code paths.", + "confidence": 0.42, + "canonical_issue_reason": "issue:45005 is the best umbrella report for the tied-weights regression in v5; it is broader than the more specific device-dependent lm_head.weight symptom in issue:44466.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 has the broadest, clearest description of the duplicated tied-weights problem and is the best issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Different failures: missing PyTorch backend vs TensorFlow not being included in a torch install. No shared code path." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is an implementation-vs-JAX discrepancy and the other is bad outputs in AutoModel/pipeline; not enough to treat as the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue vs a Qwen2.5-VL import error. Different subsystem and symptom." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf loading breakage vs a model-specific load failure for sleng-bert; different root causes." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image processor label reduction bug vs sequence-classification zero-loss bug; unrelated code paths." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Model loading with init_empty_weights vs loading AutoImageProcessor from URL. Different APIs and failures." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal load failure are both multimodal-related, but not the same concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic PyTorch-missing ImportError vs a Llama 3.2 Vision loading regression. Different causes." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression vs Mistral regex patch crash. Unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different models and different RoPE/position-id logic; not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is an unreleased dependency version bump; the other is stale auto_mappings references. Different maintenance issues." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError while loading one model vs missing Float8 storage support. Different failure modes." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question vs AutoProcessor kwarg propagation bug. Not the same issue." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output regression vs Qwen3.5 save_pretrained regression. Different models and code paths." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs AutoImageProcessor URL loading bug. Unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen2.5-VL failures: batched chat template crash vs video position-id bug. Same family, not the same concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import failure vs LayoutLMv3 box-content error messaging. Different problems." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "num_labels propagation bug in Qwen3.5 vs strict config blocking granite_speech. Different config issues." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs Qwen3.5 flash-attention generation issue. No shared code path." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf loading failure vs dtype not propagating in Blip2. Different subsystems." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet accelerate-loading unpack issue vs Perceiver interpolation failure. Different model logic." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Config field loss under trust_remote_code vs removal of is_torch_fx_available breaking remote-code models. Different regressions." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template crashes, but they involve different triggers and likely different branches; not clearly the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "gguf loading breakage vs offline model_info call in mistral regex patch. Different failure paths." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/forward mismatch vs Whisper batch_decode skipping special tokens. Unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 model load IndexError vs trainer.evaluate() after training. Different issues." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging vs inability to load a specific BERT model. Not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights/ lm_head serialization regression; 45005 is the broader umbrella report and 44466 is a specific manifestation." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded: the accepted pair (44466, 45005) is a plausible tied-weights/lm_head v5 duplicate, and the other soft-edge rejections avoid overclaiming by keeping same-family-but-different-symptom cases separate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 18, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45356", + "issue:45440", + "issue:45588", + "issue:45812" + ], + "soft_pairs": [ + "issue:43295|issue:45356", + "issue:43653|issue:44568", + "issue:24643|issue:29127", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:30064|issue:33666", + "issue:43653|issue:44361", + "issue:43577|issue:43697", + "issue:44464|issue:44743", + "issue:44843|issue:44991", + "issue:44479|issue:44936", + "issue:41720|issue:43906", + "issue:44977|issue:45356", + "issue:43688|issue:45440", + "issue:43577|issue:45588", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:32090|issue:34567", + "issue:43122|issue:43906", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:28282|issue:35141", + "issue:43504|issue:44610", + "issue:43452|issue:44451", + "issue:44568|issue:45812", + "issue:43742|issue:44821", + "issue:41720|issue:44464", + "issue:43688|issue:43749", + "issue:33666|issue:36010", + "issue:43329|issue:45325", + "issue:43525|issue:43572" + ], + "prepared_review_unit_hash": "c973c31dd9263dcab0b3991f6d03ff778f2c036b87fe08b61c53f42612348e5f", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37786, + "estimated_input_tokens": 9447, + "estimated_eval_tokens": 19150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab-bag of unrelated HF issues with only loose lexical similarity. I found no soft pair that clearly describes the same underlying bug/change, so all candidate edges are rejected. As a representative issue, I\u2019d use the broad Granite tokenizer regression because it is the most general and user-impacting item in the set.", + "confidence": 0.94, + "canonical_issue_reason": "No perfect canonical issue exists for this heterogeneous cluster; issue 45812 is the best representative because it is broad, user-facing, and framed as a silent tokenizer regression across all Granite models.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45812 is the strongest cluster representative: it targets a widespread tokenizer regression, is explicit about the symptom, and is likely to subsume nearby tokenizer-related reports better than the narrower model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (processor/tokenizer API break vs codec/warning regression)." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Different tokenizer bugs: BigBird mask token registration vs mDeBERTa BOS/EOS insertion. Similar area, not the same issue." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated problems: DeepSpeed weight dimensionality error vs LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Different subsystems and symptoms: SigLIP2 zero probabilities vs processor/tokenizer regression in custom multimodal code." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizer loading failures, but for unrelated tokenizers/models with no shared code-path bug." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image processor void segmentation maps and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/model failures; only broad tokenization similarity." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype casting and RTDetrV2 output divergence are unrelated model-runtime bugs." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation behavior, but one is chunked generation with compilation and the other is recurrent-state reset in a Qwen3.5 module." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer regressions, but one is an offline hub call bug and the other is a model-specific tokenizer loading regression." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression and trainer evaluate-after-train failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "No concrete shared code-path is evident; one is Qwen3 device-mapping CUDA assert, the other is just an isolated reproduction of an older issue." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Different models and different generation/tokenizer regressions; not the same fix." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are model correctness issues, but they concern different architectures and different bugs." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype loading and flash_attention crash on sink-less models do not share the same underlying bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and MobileLLM loading key error are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBirdTokenizer is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both are generation issues, but they involve different mechanisms and code paths (compiled forward vs flash-attention)." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile/SDPA failure in Bamba and DiaConfig token-ID loss are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different model/runtime bug vs tokenizer AttributeError; no common underlying issue." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer NoneType broadcast failure and token-count tracking not updating are separate trainer issues." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Different tokenizer regression report vs isolated reproduction; no evidence they are the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Different load-time issues: legacy-field preset loading vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained loading failure and Bamba torch.compile SDPA failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training is only broad training-context similarity." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch-missing import error and token-embedding reinit on resize are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Model loading legacy-field bug vs processor output-size mismatch are different problems." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are model loading failures, but not the same concrete code-path or model family." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different models and different token handling paths." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM loading key error and AutoImageProcessor-from-URL failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and compiled chunked generation inconsistency are different runtime bugs." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal/Qwen-VL related, but one is an undefined-function bug in video token counting and the other is a rope-index scaling issue for still images." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar missing-config-field theme, but different models and different field names; 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": 2, + "component_count": 16, + "review_unit_index": 19, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:43493|issue:43825", + "issue:43262|issue:43295", + "issue:43756|issue:44913", + "issue:44849|issue:45357", + "issue:43540|issue:43716", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43334|issue:43572", + "issue:43577|issue:44554", + "issue:43688|issue:45704", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:44488|issue:44843", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:43278|issue:43844", + "issue:43257|issue:43299", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:39692|issue:43295", + "issue:43688|issue:45701", + "issue:44589|issue:45520", + "issue:33357|issue:33666", + "issue:44423|issue:44734" + ], + "prepared_review_unit_hash": "53d39a5428be6bc5353f353a8e8785ac590fe9fe274682895d0b6a772558d36a", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37264, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: most pairs are only loosely similar at the model/regression theme level, not true duplicates. I would not merge any of the soft-edge pairs; 43646 is the best broad representative if a single issue must anchor the cluster.", + "confidence": 0.72, + "canonical_issue_reason": "No clear duplicate canonical exists across the cluster; issue 43646 is the broadest and most general v5 regression report, so it best fits as a representative anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the most general user-facing breakage report in the set and covers a broad custom-model initialization regression, making it the least misleading cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Different bugs: SigLIP2 implementation discrepancy vs pipeline translation-task error messaging." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate default bug and processor.tokenizer regression are unrelated code paths." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both involve rotary settings, but one is missing RoPE layers while the other is config reload reverting a percentage value." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: hidden-states behavior vs save_pretrained writing wrong visual encoder keys." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Unrelated multimodal failures: Qwen3OmniMoe video processing vs Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading bug and DiaConfig token-id persistence bug are separate failures." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to config token ID loss." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import missing vs Trainer GPU broadcast TypeError are different issues." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "ImportError on missing PyTorch is not the same as a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Similar symptom class, but different configs/models and different missing fields ('pad_token_id' vs 'pad_token_idx')." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype loading issue and MPS attention correctness issue affect different subsystems and code paths." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug is unrelated to T5's apex RMSNorm memory leak." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training request and custom Trainer signature mismatch are different problems." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation example errors are not the same as the SigLIP2 implementation discrepancy." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading and MLukeTokenizer task AttributeError are unrelated bugs." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal load failure is unrelated to a PEFT version pin bump." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Qwen video-input regression and Qwen3.5 num_labels propagation bug are distinct multimodal/config issues." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen3* video/audio-generation paths; one is video input processing, the other flash-attention generation behavior." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 discrepancy and ZeRO-3 gradient growth are different model/training bugs." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model and offline tokenizer patch behavior are separate issues." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE layer count bug and feature-length helper behavior in qwen3_omni_moe are not the same defect." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "mm_token_type_ids defaulting and multi-GPU CUDA OOM are unrelated problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during eval is not the same as gradient explosion with ZeRO-3." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading failures are related only broadly; the specific breakages differ." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression and lm_head.weight serialization inconsistency are different code paths." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL import and Float8 storage lookup error are unrelated import/runtime failures." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Doc-example mistakes and v4.57.5 processor API regression are not the same bug." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary loss normalization and tokenization changes across versions are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup error and Python 3.13 flash_attn KeyError are distinct compatibility issues." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error with a community CLIP model is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-related crashes, but one is multimodal input handling and the other is KV-cache continuation tensor indexing." + } + ] + }, + "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": 16, + "review_unit_index": 20, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44315", + "issue:44361", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43504|issue:43606", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44625|issue:45759", + "issue:43575|issue:45405", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:44521|issue:45290", + "issue:43994|issue:44493", + "issue:44464|issue:45584", + "issue:29942|issue:30333", + "issue:28218|issue:34567", + "issue:43844|issue:44964", + "issue:43540|issue:45200", + "issue:43688|issue:43873", + "issue:45084|issue:45520", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44568|issue:45701", + "issue:45072|issue:45198", + "issue:43232|issue:44849", + "issue:43278|issue:43701", + "issue:28218|issue:33357", + "issue:44315|issue:44849", + "issue:45200|issue:45325", + "issue:44554|issue:45356" + ], + "prepared_review_unit_hash": "46ae78ffcdf2bb45cd26d2f19ee02361e16fa2fd7b5d1df21a8b1c764a54c367", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35194, + "estimated_input_tokens": 8799, + "estimated_eval_tokens": 17854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated tokenizer, generation, multimodal, config, training, CI, and backend problems. None of the soft pairs look like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is not a coherent duplicate set; it contains many unrelated problem types across different models and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication purposes: none of these issues is representative of the whole set, and several are clearly independent bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different failures: BEiT semantic segmentation preset loading/legacy field vs Bark CPU offload device mismatch." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both concern config/loading regressions, but one is missing pad_token_idx in StableLmConfig while the other is an init_empty_weights TypeError from an unexpected argument." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and symptoms: DiaConfig save/load loses custom token IDs, while MLukeTokenizer raises AttributeError on tasks." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Unrelated models and bugs: BEiT legacy-field loading vs BigBirdTokenizer mask token registration/empty decode output." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Related family, but not the same bug: Qwen3.5 num_labels propagation vs AutoModelForCausalLM unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Different problem classes: Qwen2-57B-A14B-Instruct tensor-parallel OOM vs an unreleased MIN_PEFT_VERSION bump." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/runtime device issues, but they affect different models and code paths: Bark CPU offload mismatch vs stale GraniteSpeech device override test." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A janus model test failure is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat/template handling, but one is all-zero assistant masks for multimodal inputs and the other crashes on tool-call assistant messages with no content." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms: Siglip2 nonsensical outputs with AutoModel/pipeline vs widespread unexpected key handling for position ids." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: inconsistent chunked generation with compiled forward vs Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as MLflow not reporting failed training jobs." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added token is unrelated to TrainerState.num_input_tokens_seen not updating." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different model/load paths: ZeRO-3 gradient abnormal increase vs Phi-4 multimodal model load failure." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal failures: Qwen3OmniMoe video processing ValueError vs Gemma 4 mm_token_type_ids defaulting issue." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Auxiliary loss normalization in MoE models is unrelated to generic offloading/quantization behavior." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Different import/parser problems: template node compilation TypeError vs flash_attn KeyError on Python 3.13." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims is unrelated to the PyTorch version check for AuxRequest import in flex_attention." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "GeneratorExp/TorchScript export failure is unrelated to Siglip2 zero probability outputs." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "mdeberta-v3-base add_special_tokens regression is not the same as broader tokenization changes across transformers versions." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Different dtype/load issues: SwitchTransformers/TimmWrapperModel bfloat16 mismatch vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation/config bugs: sync_gpus update_model_kwargs issue vs Qwen3.5 output_hidden_states bug." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to a MacOS bus error in a CLIP community model." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied with model_init is unrelated to Qwen3.5 output_hidden_states behavior." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids defaulting is unrelated to Qwen2.5-VL rope index scaling for still images." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention head-dim correctness is unrelated to Kimi-K2.5 tokenizer codec handling and warning regression." + } + ] + }, + "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": 16, + "review_unit_index": 21, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43295|issue:44610", + "issue:43334|issue:43525", + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:43493|issue:43701", + "issue:37428|issue:43957", + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:43873|issue:44464", + "issue:43295|issue:43450", + "issue:43824|issue:43975", + "issue:43844|issue:44936", + "issue:43295|issue:43873", + "issue:44514|issue:44521", + "issue:38175|issue:45412", + "issue:43295|issue:43994", + "issue:43278|issue:43856", + "issue:37428|issue:43824", + "issue:44442|issue:45198", + "issue:38175|issue:43493", + "issue:42915|issue:43824", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:43450|issue:43575", + "issue:44792|issue:45563", + "issue:44360|issue:44561", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:37428|issue:43425" + ], + "prepared_review_unit_hash": "8ba3a3f95f079eedc83f052a69ce56d841af5ac22eb40e4dc5b507e6360aeae7", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37294, + "estimated_input_tokens": 9324, + "estimated_eval_tokens": 18904 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed bag of distinct transformer regressions, with only a couple of true duplicate-like pairs: one around SigLIP2 output correctness and one around missing `pad_token_id` on model configs. The rest are related only at a broad subsystem level (processors, tokenizers, multimodal loading) and should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 43295 is the broadest representative of the processor/tokenizer regression subset: it describes a v4.57.5 breakage in multimodal processor access and is the most central umbrella title among the processor-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the best overall issue representative because it captures a broad, high-impact regression in processor/tokenizer behavior and best summarizes the most recurring theme in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different bugs: custom model code accessing `processor.tokenizer` vs OmDet-Turbo image size mismatch." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Same underlying regression class: both report missing `pad_token_id` on model configs during load." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Different code paths: serialization of tied `lm_head.weight` vs LoRA merge collapse with extended vocab." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Unrelated failures: Perceiver positional interpolation vs RT-DETR memory release after GC." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 output discrepancy vs training checkpoint key mismatch; not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Import error for `_flash_supports_window_size` vs meta-device model loading breakage." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both are load/regression reports, but for different models and failure modes; not one fix." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing `pad_token_idx` on StableLmConfig is separate from meta-device loading failures." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior vs compiled chunked generation inconsistency; distinct bugs." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as batched video shape output bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Different issues: Qwen2.5-VL import failure vs DeepSeek detokenization regression." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient growth vs trainer evaluate-after-train failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is separate from quantization/offloading problems." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a batching crash and the other is incorrect assistant masks; too different to merge." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Shared model/tooling area only; the titles point to different SigLIP2 vs processor-tokenizer problems." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to Qwen3 MoE memory efficiency." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols/models and different fixes." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer loading failure and save_pretrained/tokenization failure are different model-specific bugs." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Both describe SigLIP2 output correctness discrepancies; likely the same underlying implementation bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is unrelated to a Qwen2.5-VL import error." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Docs regressions around `pipeline()` and `return_all_scores` are separate documentation issues." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Different tokenizer/CI issues: BigBird special-token registration vs GraniteSpeech device override test." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Batched video shape bug and SigLIP2 implementation discrepancy are different subsystems." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape handling and Qwen2-57B tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure vs stale paged-generate warning; not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer discussion vs removal of `is_torch_fx_available` breaking remote-code models." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-cardinality runtime error have no shared code path." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Qwen3 Omni feature-length helper behavior are distinct." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Feature extractor center-arg crash and Whisper empty-transcription failure are separate bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sample-rate default bug is unrelated to batched video shape output." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC forward mismatch and GraniteSpeech CI test failure do not share the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor resolution bug is unrelated to LwDetrImageLoss AMP/CUDA crashing." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import failure and Torch 2.10 compatibility are different breakages." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet and is appropriately cautious. The two accepted soft-edge pairs are plausibly mergeable at the bug-class level, while the rejected pairs are framed conservatively as distinct failure modes. No clear overstatement or unsupported canonicalization stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 22, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:32090", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43404", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803" + ], + "soft_pairs": [ + "issue:45290|issue:45381", + "issue:44857|issue:45593", + "issue:43278|issue:43825", + "issue:45200|issue:45588", + "issue:43606|issue:45083", + "issue:44448|issue:44743", + "issue:43335|issue:43550", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:43388|issue:43526", + "issue:39692|issue:43526", + "issue:44561|issue:44779", + "issue:44462|issue:44561", + "issue:43819|issue:44493", + "issue:43335|issue:43653", + "issue:43404|issue:45200", + "issue:45310|issue:45478", + "issue:44855|issue:45083", + "issue:39692|issue:44493", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:44292|issue:45520", + "issue:38175|issue:44493", + "issue:44448|issue:44779", + "issue:28218|issue:35141", + "issue:43335|issue:45072", + "issue:44977|issue:45229", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44448|issue:44977", + "issue:45459|issue:45712", + "issue:45198|issue:45803" + ], + "prepared_review_unit_hash": "6996b83567290e63caec9ce5d1eeba360881fa7a95d2744ee08fcd4a76d5ac82", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38161, + "estimated_input_tokens": 9541, + "estimated_eval_tokens": 19338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The only clear duplicate pair is the repeated Qwen3.5 MoE from_pretrained error report (issues 45310 and 45478). The rest are separate bugs touching different models, APIs, or failure modes.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45310 is the earlier report of the same Qwen3.5 MoE from_pretrained failure and has slightly more context/activity, so it is the better canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the strongest representative overall because it is the earlier, fuller report of the duplicated Qwen3.5 MoE loading bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Different features and failure modes: chat template/tool-call handling vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model bugs: AMP/CUDA loss crash vs missing auxiliary losses when denoising is off." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different areas: dtype regression in evaluate vs pipeline error-message wording for translation tasks." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: Gemma 4 text-only mm_token_type_ids vs flash_attention integration crashing on sink-less models." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and symptoms: CPU offload device mismatch vs feature-length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behaviors: Pegasus output drift vs Qwen3.5 recurrent-state reset bug." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different problems: SwitchTransformers config layer creation vs Bamba SDPA/torch.compile failure." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they reference different missing symbols and likely different breakages." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: base_model_prefix regression vs Qwen3-VL weight shape mismatch." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different utilities and bugs: metrics gathering on tuple labels vs Beit fast processor reduce_labels behavior." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example issues are unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: removed helper breaking trust_remote_code vs Deepseek tokenizer output change." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer loading behavior vs v5 helper removal; not the same underlying bug." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: DAC latent reconstruction vs unexpected position-id keys." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different models and bugs: SwitchTransformers sparse-layer config vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "Different model classes and issues: lm_head tying in Mistral3 vs Gemma 4 token-type defaults." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same reported bug: identical Qwen3.5 MoE from_pretrained error on transformers>=5.4.0." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: Python 3.13 JIT parsing/indentation issue vs qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different problems: SigLIP2 documentation errors vs position-id key warnings across models." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated CI failures: Flash Attention 2 tests vs trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/runtime issues: Bamba torch.compile SDPA failure vs GraniteSpeech stale device override test." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model/config bug vs helper-function behavior in qwen3_omni_moe." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and symptoms: SwitchTransformers config vs BEiT semantic segmentation pretrained loading." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different import/runtime issues: Qwen-3-8B-NVFP4 execution vs flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different model-specific output issue vs broad unexpected position-id key warnings." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and bugs: Pegasus output differences vs Deepseek tokenizer regression." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Different tokenizer spacing bug vs embedding reinitialization after resize." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes: sparse-layer config bug vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different issues: flash-attention generation correctness vs multi-GPU CUDA OOM." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model behavior: SwitchTransformers config bug vs missing auxiliary losses in D-FINE." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/runtime concerns: BitNet packed-weight loading vs GraniteSpeech test flake." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and bugs: Pegasus version output drift vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Different scope: tokenizer protobuf error handling vs leftover dummy classes leaking into the package namespace." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Different tokenizer/save_pretrained failure vs bare-except error swallowing in FuyuBatchFeature." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusion is grounded in the packet: 45310 and 45478 are the same Qwen3.5 MoE from_pretrained bug, with matching titles and the strongest similarity score. The remaining soft pairs are rejected conservatively and the reasons generally track the issue titles without overstating identity or mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 23, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:40444", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698" + ], + "soft_pairs": [ + "issue:44568|issue:45491", + "issue:43606|issue:44857", + "issue:29127|issue:32090", + "issue:40444|issue:43526", + "issue:44857|issue:45072", + "issue:34689|issue:35141", + "issue:43927|issue:45698", + "issue:43701|issue:45083", + "issue:44977|issue:45563", + "issue:45372|issue:45588", + "issue:43550|issue:45083", + "issue:43412|issue:45588", + "issue:45245|issue:45563", + "issue:43873|issue:44493", + "issue:29942|issue:35141", + "issue:36010|issue:37428", + "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:43065|issue:45412", + "issue:43278|issue:43381", + "issue:44857|issue:45588", + "issue:25251|issue:32090", + "issue:44448|issue:44466", + "issue:43653|issue:44743", + "issue:44451|issue:45520", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:43994|issue:45412", + "issue:44361|issue:45198" + ], + "prepared_review_unit_hash": "6d6435d0e3fefb8b92dafb6b92bbbbd24d13c58e8bc9f71221db3e619f2291cf", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35869, + "estimated_input_tokens": 8968, + "estimated_eval_tokens": 18192 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most pairs share only broad vocabulary (tokenization, loading, dtype, import, eval) but describe different bugs and code paths. I rejected all soft edges because none look like the same underlying issue or a mergeable PR pair.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue cleanly dominates as a duplicate anchor because the cluster spans unrelated reports. If one must be chosen, issue 43873 is the best anchor: it is open, broadly phrased, and has the most follow-up activity/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative issue in this set because it is broad enough to serve as a future duplicate target and has the strongest activity signal among the open reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Different bugs: tokenizer special-token behavior vs NaN embeddings in Gemma3 sliding-window attention." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "Both are runtime failures, but one is device offload mismatch and the other is AMP/CUDA loss crash; different code paths." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated problems: LayoutLMv3 error-message clarity vs Trainer GPU broadcast failing on NoneType." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different components and failures: multimodal iterable dataset handling vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but one is a loss crash under AMP and the other is inference mismatch with bfloat16 in CI." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading regression vs output embedding reinitialization after resize; not the same bug." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs and the other loads the wrong custom module; different serialization failures." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume checkpoint key mismatch is unrelated to the qwen3_omni_moe feature-length helper issue." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Different generation issues: flash-attention correctness vs a stale warning for num_return_sequences." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: missing ReasoningEffort import vs flash-attention crash on s_aux=None." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile + SDPA model failure is unrelated to the feature-length helper bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export/unsupported op issues are not the same as the flash_attention.py AttributeError." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-limit RuntimeError and a stale warning in paged generate are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading behavior is different from unexpected position-id keys during loading." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but for different symbols and different subsystems." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "One is a missing dependency import, the other is an overly broad exception masking tokenizer errors." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type mismatch is not the same as AutoTokenizer ignoring tokenizer.json." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluation is different from gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different runtime paths: AMP loss crash vs flash_attention AttributeError on sink-less models." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior has nothing to do with Trainer broadcast errors." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both are version regressions, but one is generation output differences and the other is state-dict serialization of tied weights." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration and recurrent-state reset are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model load failure for ScandiBERT is unrelated to the Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizers and different failure modes: LayoutLMv2 NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version incompatibility is unrelated to DeepseekV3MoE divergence from the remote implementation." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation correctness and a stale warning are different problems." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Not the same tokenizer bug; one crashes on NER padding/truncation, the other on save/load and tokenization." + }, + { + "left": "issue:44493", + "right": "issue:45588", + "accept": false, + "reason": "Unexpected position-id keys and flash_attention s_aux=None are different issues." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + } + ] + }, + "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": 16, + "review_unit_index": 24, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44442", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593" + ], + "soft_pairs": [ + "issue:42915|issue:42994", + "issue:44265|issue:45198", + "issue:44871|issue:44977", + "issue:43421|issue:45491", + "issue:44206|issue:44479", + "issue:43065|issue:43994", + "issue:44734|issue:45406", + "issue:29942|issue:30064", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43873|issue:45229", + "issue:43756|issue:45440", + "issue:43723|issue:44554", + "issue:45372|issue:45406", + "issue:43278|issue:43575", + "issue:43381|issue:43701", + "issue:43278|issue:43329", + "issue:43653|issue:44442", + "issue:41720|issue:45229", + "issue:45440|issue:45593", + "issue:29942|issue:36010", + "issue:32090|issue:33357", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:44977|issue:45245", + "issue:43824|issue:44279" + ], + "prepared_review_unit_hash": "233f207ffccb456899eb129b9abfba5cfa6510d79b77c81e61d62b1d67b5f5c1", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36166, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a mixed set of mostly unrelated Transformers issues; none of the soft pairs look like the same underlying bug/change, so no duplicate edges should be accepted.", + "confidence": 0.92, + "canonical_issue_reason": "No single issue is a true canonical duplicate target here; if an anchor is needed, issue 43873 is the broadest and most active report in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative overall because it has the broadest scope, strong discussion activity, and inbound references, making it the most central candidate in this otherwise unrelated set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both involve quantization, but one is a FineGrainedFP8 model failure and the other is quantized model saving; different code paths and symptoms." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated failures: torch.export with torch_compilable_check versus Wav2Vec2 save_pretrained/tokenization." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token config mismatch is separate from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-processor arg in LasrFeatureExtractor is not the same regression as Qwen VL video-input handling." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 AutoModel/pipeline nonsense outputs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both touch transformers serve, but one is KV-cache continuation indexing and the other is Gemma4Processor initialization." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems and bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a community CLIP model is unrelated to SigLIP2 documentation example mistakes." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box error messaging and TrainerState token counting are unrelated issues." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch is unrelated to RT-DETR memory release behavior." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation parsing and Gemma4 processor import failure are different bugs." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading problems and Gemma4 multi-GPU CUDA OOM are not the same failure mode." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3 divergence are distinct model-implementation issues." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to MPS attention correctness with mismatched value head dims." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 processor loading import failure is separate from transformers serve missing _tokenizer." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift between train/eval is unrelated to tensor-parallel OOM." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode is a different issue from resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype changes and undefined video-token-count helpers are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2Conformer tokenizer loading are different tokenizer bugs." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert is not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3 implementation divergence is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 tests and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType and MacOS CLIP bus error are different failures." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure is unrelated to Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and LayoutLMv2Tokenizer NER/padding crash are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and 2^24 category overflow are different problems." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific Qwen2.5 VL import error is not the same as a generic dependency issue with transformers." + } + ] + }, + "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": 16, + "review_unit_index": 25, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:42907", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43441", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45216", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803" + ], + "soft_pairs": [ + "issue:43526|issue:44857", + "issue:43526|issue:44610", + "issue:43262|issue:44206", + "issue:42915|issue:43931", + "issue:43441|issue:45588", + "issue:44442|issue:45072", + "issue:44464|issue:45491", + "issue:43452|issue:45588", + "issue:44743|issue:44811", + "issue:43575|issue:43701", + "issue:44442|issue:45803", + "issue:43646|issue:44077", + "issue:29127|issue:35141", + "issue:43575|issue:44387", + "issue:45072|issue:45229", + "issue:44977|issue:45584", + "issue:33357|issue:38175", + "issue:45588|issue:45600", + "issue:44479|issue:45290", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:43761|issue:44079", + "issue:28218|issue:29127", + "issue:43931|issue:45216", + "issue:42907|issue:45698", + "issue:28218|issue:32090", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:43761|issue:44188" + ], + "prepared_review_unit_hash": "60e80a58c3eb4a893e7d8691e7a19cf2d610c31df2e66a6a97bcd286ed48d978", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36404, + "estimated_input_tokens": 9101, + "estimated_eval_tokens": 18458 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose, heterogeneous cluster of Transformers issues; the soft pairs mostly share broad keywords or subsystems rather than the same underlying bug. I would not merge any of the proposed pairs. If a single issue must anchor the cluster, the clearest representative is the save/load regression around `from_pretrained`/`save_pretrained` behavior.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45698 is the broadest representative of the repeated save/load serialization failures in this cluster, with a concrete repro and active discussion. The cluster is not tight, but this issue best matches the dominant model-loading theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best single issue to keep as the cluster representative because it is clear, user-facing, and closest to the recurring serialization/loading regressions seen here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different bugs: BeitImageProcessorFast label reduction vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated processor issues; one is label reduction, the other is an OmDet-Turbo size mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different audio/feature-extractor APIs and failures; sampling-rate default vs unsupported `center` arg." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes: FineGrainedFP8 config vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a model-specific generation failure and the other is an `AttributeError` in integration code." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in CI; not the same underlying bug." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Different code paths: compiled chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window attention." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "GGUF/AutoTokenizer loading breakage is unrelated to the flash-attention `s_aux=None` crash." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent-state reset in modular Qwen3.5 vs Whisper batch_decode ignoring `skip_special_tokens`." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during tensor-parallel model load vs checkpoint key mismatch on resume; different problems." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure vs bare `except` swallowing interrupts in `convert_to_tensors()`; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both touch initialization, but one is custom model init regression and the other is a `patchtsmixer` `post_init` policy issue." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMV3 error-message clarity is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOMs, but one is tensor-parallel load OOM and the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "CI dtype mismatch vs multi-GPU CUDA OOM; different failure modes." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue vs Whisper empty-transcription/chat-template bug; unrelated." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "MacOS bus error on CLIP model vs SigLIP2 zero probabilities; different models and symptoms." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention `AttributeError` vs stale `auto_mappings.py` references; no shared bug." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen models vs chat-template crash on tool-call assistant messages; different paths." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API issues, but they concern different models and different missing attributes." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading error vs DeepseekV3MoE divergence; unrelated model families and bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden-states regression vs `ModelOutput` key assignment bug; different abstractions." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing bug vs LayoutLMV3 error clarity issue; not the same underlying defect." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both involve loading/saving Qwen models, but one is a weight-shape mismatch and the other is a bad checkpoint saved by `save_pretrained`." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one is dequantized model saving and the other is wrong custom-module loading after save/load; too different to merge." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space bug vs Trainer `_gpu_broadcast_one` NoneType error; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Deepspeed/Adafactor OOM vs token counter not updating; different components and symptoms." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but the Llama 3.2 vision failure and `base_model_prefix` loading bug are distinct root causes." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden-state regression vs attention-kernel divergence under `torch.compile`; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 26, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43720", + "issue:43742", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:43994", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44568", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:45137", + "issue:45372", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45656", + "issue:45759" + ], + "soft_pairs": [ + "issue:44442|issue:44898", + "issue:39692|issue:45491", + "issue:43381|issue:43873", + "issue:43994|issue:44206", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:43295|issue:45584", + "issue:43316|issue:45759", + "issue:44568|issue:45479", + "issue:41628|issue:45372", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:32090|issue:33290", + "issue:44190|issue:44496", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:43381|issue:43856", + "issue:44077|issue:44479", + "issue:33290|issue:45656", + "issue:44855|issue:45137", + "issue:43540|issue:44514", + "issue:29127|issue:33357", + "issue:43381|issue:43742", + "issue:43316|issue:44877", + "issue:33290|issue:34689", + "issue:42175|issue:43316", + "issue:44162|issue:44792", + "issue:43404|issue:43441" + ], + "prepared_review_unit_hash": "2ca42eb2b637b6f97380fb1786165e27326a5d71f98977cdf38a49b88cc855ae", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35839, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it is a heterogeneous grab-bag of unrelated Transformers bugs spanning config loading, multimodal processors, deepspeed, tokenizers, and model-specific regressions. None of the soft pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits: the items share only a broad Transformers theme, but their concrete failure modes, code paths, and affected components are mostly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue; even the broadest-looking reports are still distinct bugs, so any single issue would misrepresent the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver image-classification resolution bug; different models and code paths." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 doc/example errors and quantization mismatch are unrelated to Gemma3 NaN embeddings from mixed-length batching." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Eval-mode gradient checkpointing and quantization/offloading behavior are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 output quality issue vs LastFeatureExtractor crash on an unsupported argument; unrelated failures." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is not the same as stale docs still using pipeline()." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to Qwen recurrent-state reset logic." + }, + { + "left": "issue:43295", + "right": "issue:45584", + "accept": false, + "reason": "Both involve processors/tokenizers, but one is a processor.tokenizer regression and the other is empty-transcription handling in Whisper." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency and Qwen composite-config unwrapping are different config bugs." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Special-token insertion bug is unrelated to the zero-loss sequence-classification issue." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but for different symbols and different root causes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2Conformer tokenizer loading are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Config field loss on remote-code load and GPTNeoX rotary_pct not round-tripping are distinct config persistence bugs." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast type error and AdaFactor/deepspeed OOM are unrelated distributed-training issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to an unrecognized model/config.json issue." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Model-loading regression and GenerationMixin import failure are different breakages, even if both relate to version upgrades." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading problems are unrelated to an eos_token_id config mismatch." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode is not the same as Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "AdaFactor OOM and duplicate optimizer.step() with deepspeed are different bugs." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 JIT parsing/import failure and DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/video-related, but they fail in different Qwen processor paths and are not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Eval checkpointing limitation is unrelated to the MobileLLM key error during loading." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig discrepancy and Granite Speech strict-config loading are separate config-handling issues." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Deepspeed/AdaFactor memory pressure does not match a Llama 3.2 model-loading regression." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend installation issue is unrelated to Gemma3TextConfig API mismatch." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a Janus image-generation test failure affect different models and code paths." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head weight tying and Ministral FlashAttention failure are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 27, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:35141", + "issue:36331", + "issue:41720", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43475", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44936", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45584", + "issue:45698" + ], + "soft_pairs": [ + "issue:25251|issue:28282", + "issue:43232|issue:43388", + "issue:43295|issue:43825", + "issue:41950|issue:43475", + "issue:44871|issue:45584", + "issue:43550|issue:43701", + "issue:45127|issue:45200", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:43065|issue:44617", + "issue:43761|issue:44479", + "issue:33290|issue:35141", + "issue:33290|issue:36331", + "issue:43575|issue:43742", + "issue:43452|issue:44496", + "issue:42617|issue:43575", + "issue:43646|issue:44913", + "issue:43673|issue:44743", + "issue:44936|issue:45698", + "issue:43761|issue:44242", + "issue:41720|issue:43575", + "issue:44077|issue:44534", + "issue:44479|issue:44734", + "issue:43931|issue:44060", + "issue:44464|issue:44871", + "issue:44617|issue:45584", + "issue:43906|issue:45290", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44792|issue:44977", + "issue:44534|issue:44913" + ], + "prepared_review_unit_hash": "e783555b7420e84049f2f1f2e30497e481fe1a2a32eaf8057d7cd0554db1315e", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37010, + "estimated_input_tokens": 9253, + "estimated_eval_tokens": 18762 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab-bag of unrelated bug reports. None of the soft pairs look like true duplicates of the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.81, + "canonical_issue_reason": "No single canonical issue stands out: the issues span unrelated subsystems and symptoms, and the soft pairs do not show a shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43825 is the cleanest, most self-contained user-facing regression in the set, so it is the best representative issue even though it is not a duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline output-shape bug vs missing PyTorch ImportError; completely different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs/update logic is unrelated to gather_for_metrics label truncation." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is different from a pipeline error-message/docs regression." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup issue does not match the SAM3 video attribute error." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "eos_token_id config mismatch is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatches." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab is a different code path than Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint resume key handling." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression is not the same as eos_token_id configuration inconsistency." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to Sam3Video CUDA OOM." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression is different from Qwen/VL video-input regression." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "Adafactor+DeepSpeed OOM and post_init reinitialization are separate training/model-init bugs." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Optimizer OOM is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP OOM on a large Qwen model is not the same as a MobileLLM loading KeyError." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling and missing model_type are both loading issues, but with different root causes and fixes." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel execution failure is unrelated to tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is not the same as GPTNeoX rotary_pct reload reset." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked_prefill differs from recurrent-state reset in modular_qwen3_5." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "evaluate-after-train behavior and wrong custom module loading after save/load are different problems." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to load-balancing loss missing when router logits are off." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert is a different failure than TP OOM on Qwen2-57B." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init policy and non-persistent buffer junk are unrelated initialization changes." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen VL models is not the same as serve KV-cache continuation indexing." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch during load is unrelated to a tied-weights warning bug." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to eos_token_id config mismatch." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM does not share the same code path as Whisper empty-transcription generation." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "A reproduction of a prior issue is unrelated to chat template crashes on tool-call assistant messages." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer issue is unrelated to OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline() APIs are different from a SigLIP2 AutoModel/pipeline misbehavior." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation bugs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Buffer initialization corruption is not the same as GPTNeoX rotary_pct not persisting on reload." + } + ] + }, + "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": 16, + "review_unit_index": 28, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:41628", + "issue:41720", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803" + ], + "soft_pairs": [ + "issue:41720|issue:45245", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44737|issue:45803", + "issue:44855|issue:45588", + "issue:44521|issue:45381", + "issue:45127|issue:45357", + "issue:43335|issue:44855", + "issue:44077|issue:44877", + "issue:44938|issue:45542", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:43540|issue:44734", + "issue:43761|issue:44743", + "issue:44496|issue:45803", + "issue:45276|issue:45584", + "issue:44112|issue:45600", + "issue:43650|issue:44220", + "issue:43335|issue:44190", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:45245|issue:45584", + "issue:43404|issue:45216", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:44933|issue:45362", + "issue:44186|issue:44734", + "issue:44464|issue:45563", + "issue:38175|issue:43065" + ], + "prepared_review_unit_hash": "52e1213b2319a874ecdec3cb7f8ee5c4785682e3839c451569c7ba4822201637", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36850, + "estimated_input_tokens": 9213, + "estimated_eval_tokens": 18682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous and does not look like a real duplicate group. The issues span unrelated models, configs, generation paths, and packaging/import regressions, so no soft pair should be merged.", + "confidence": 0.11, + "canonical_issue_reason": "There is no strong canonical issue here; if one must be chosen, issue 44964 is the broadest user-facing loading regression, but it does not actually represent the cluster well.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44964 is the most generally framed and broadly user-impacting item in the set, so it is the least-bad representative choice despite the cluster\u2019s lack of cohesion.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and a category-limit runtime error are different failures in different code paths." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to a model-load regression in latest transformers." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A janus generation test failure and removed auto-mapping config references are different problems." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor creation and a bare-except bug in Fuyu tensor conversion are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 import parsing failure and flash-attention handling of s_aux=None are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but one is assistant mask generation and the other is video position-id handling; different bugs." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge/tied-embedding collapse and incorrect visual encoder keys on save_pretrained are separate serialization/model-weight issues." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and DebertaV2 Python 3.13 import parsing are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config behavior, but they target different models and different validations." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and a missing TensorFlow backend detection issue are not the same bug." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX config reload losing rotary_pct are distinct state/serialization issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are version-compatibility reports, but they describe different breakages and different Python versions." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to a dataset-loading example script issue." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are separate code paths." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3 recurrent-state reset are unrelated model-specific bugs." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Model auto-loading/config recognition and Fuyu batch feature exception handling are different failures." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI stale-device test and Sam3LiteText auto-mapping references are different CI/config problems." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The issue titled 'ADD THE DATA' is not the same underlying bug as the fbank feature extraction problem." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config initialization and image-classification dataset loading are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification empty outputs and local dataset loading are different example-script issues." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression with images and token embedding resize behavior are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count overflow and Whisper empty transcription are different runtime failures." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "A tied lm_head weight bug in Mistral3 and an incorrect save_pretrained checkpoint for Qwen3.5 are distinct model persistence issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-field problems, but they concern different models and different defaulting/strictness behavior." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "A missing model-specific image processor import is not the same as a missing top-level AutoImageProcessor export." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "An image_utils import problem and a Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crashes and serve KV-cache tensor indexing are separate bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and a stale warning in paged generate are different generation issues." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and a dummy Conv2d in Sam3PixelDecoder are unrelated model implementations." + } + ] + }, + "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": 16, + "review_unit_index": 29, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:36246", + "issue:38617", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", + "issue:44964", + "issue:45003", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45335", + "issue:45357", + "issue:45406", + "issue:45446", + "issue:45563", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:44561|issue:45632", + "issue:44734|issue:45632", + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:43643|issue:44496", + "issue:45406|issue:45632", + "issue:45563|issue:45584", + "issue:41950|issue:44016", + "issue:44964|issue:45600", + "issue:43388|issue:43688", + "issue:42907|issue:43441", + "issue:44112|issue:44964", + "issue:43295|issue:45335", + "issue:43854|issue:44964", + "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:43531|issue:45600", + "issue:42175|issue:44279", + "issue:43526|issue:43901", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:44242|issue:45200", + "issue:44496|issue:45759", + "issue:43901|issue:44496", + "issue:43577|issue:45216" + ], + "prepared_review_unit_hash": "04bf0559fd79a14d628f93aa6b7835898707ca32199351a04a811193b7997bd8", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37212, + "estimated_input_tokens": 9303, + "estimated_eval_tokens": 18862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of loosely related, but not duplicate, Transformers issues spanning model loading, generation, config, and tooling. I did not find any soft pair that clearly describes the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No exact duplicate stands out; issue 44964 is the most representative user-facing regression because it reports a concrete model-loading failure on a named checkpoint with broad impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44964 is the strongest anchor for the cluster: it is a clear, reproducible loading breakage affecting a specific multimodal model and is more representative than the narrower or more incidental reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch-compatibility failure and the other is a bad version check for a different import path; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "One is tied-weights serialization/device-dependent save behavior; the other is a config field not persisting on reload. Different code paths and symptoms." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Both involve trust_remote_code, but one is a missing internal API after v5 removal and the other is a cache-path collision for local models; unrelated failures." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to trust_remote_code cache-path collisions." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are not the same underlying defect." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but they are for different missing symbols and different modules." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both concern config/model loading, but one is missing fields with trust_remote_code and the other is an unrecognized model lacking model_type; not the same bug." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash in serve is unrelated to trust_remote_code cache directory collisions." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() and a Whisper failure after align_special_tokens are different generation issues." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading failure and stale auto_mappings references to removed configs are different model/config maintenance issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering dropping tuple labels and auxiliary-loss normalization are unrelated training/eval bugs." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and FlashAttention loading failures for Ministral-3 are different behaviors in different code paths." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A stale CI test failure in GraniteSpeech is not the same as a real model-loading regression." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor.tokenizer passthrough regression and resize_token_embeddings not updating decoder.embed_tokens are distinct model API bugs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different failing models and different failure modes; both are loading issues but not duplicates." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked-prefill cache behavior and ANSI output formatting have no substantive overlap." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs. feature-extraction bug; unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL image processor torchvision dependency are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "One is Qwen3VL model loading in v5.0.0.dev0; the other is incorrect save_pretrained output for Qwen3.5 in v5.4.0. Same family, different bug." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Sam3LiteText auto_mappings cleanup are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing TensorFlow in a torch extra install and a generic dependency issue are not the same concrete problem." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and documentation mismatch for return_all_scores are unrelated." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize behavior and Whisper empty-transcription generation failure do not share a code path." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD args and a tied-embeddings warning are different optimizer/model-config issues." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss omission and Gemma4 mm_token_type_ids defaults are different model-training concerns." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model type in config and AutoModelForCausalLM not unwrapping text_config are distinct config-loading failures." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "A docs/behavior mismatch for pipelines is unrelated to model recognition/config parsing." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained serialization are unrelated bugs." + } + ] + }, + "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": 16, + "review_unit_index": 30, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43388", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44898", + "issue:44933", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45325", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45712" + ], + "soft_pairs": [ + "issue:41950|issue:45020", + "issue:44016|issue:44062", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:43388|issue:43827", + "issue:43479|issue:43525", + "issue:43824|issue:44933", + "issue:44683|issue:45542", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:38175|issue:44617", + "issue:32090|issue:35141", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:41950|issue:43650", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:44521|issue:45325", + "issue:43976|issue:44279", + "issue:43976|issue:44987", + "issue:45600|issue:45712", + "issue:44462|issue:44779", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:43065|issue:44898", + "issue:44466|issue:45276", + "issue:44261|issue:44263", + "issue:43650|issue:45290", + "issue:43441|issue:44683" + ], + "prepared_review_unit_hash": "8b0d249a1a2c58ff7482dadab0b5ad23c2d8dea12a36e951b176c25a7357dc93", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35832, + "estimated_input_tokens": 8958, + "estimated_eval_tokens": 18172 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft edges look like broad topical similarity rather than the same underlying bug/change. The set is heterogeneous across unrelated models, tokenizer, config, docs, quantization, and pipeline issues, so I would not merge any pair as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue stands out: the items span many distinct bug reports and documentation regressions with different code paths and symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue candidate for a duplicate cluster; the apparent matches are only broad subsystem overlap, not the same concrete failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification pipeline processor lookup and remote_code loading failures are different bugs in different paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword-argument TypeError are unrelated failure modes." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache import and broad post-upgrade import errors are not the same concrete issue." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased PEFT version pin are separate dependency problems." + }, + { + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Metric-gathering label truncation and docs still mentioning pipeline() are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Default multimodal config initialization and missing pad_token_id are different config bugs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "These are both import errors, but for different missing symbols and different root causes." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "flex_attention failures on torch>=2.9 and TensorBoard/TensorFlow backend issues are unrelated." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency trouble does not match the specific PEFT version bump regression." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3VL MoE loading and GLM-4.7 test loading failures are model-specific and not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and SAM3 video OOM are different symptoms and code paths." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer NoneType broadcast error and embedding reinitialization after resize are unrelated training/model-init bugs." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example/model mismatch and the other is a text-classification API docs mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Custom-model processor/tokenizer regression and Deepseek tokenizer output corruption are distinct tokenizer issues." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "A pipeline processor bug and a low-signal placeholder issue are clearly unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashes are different loading/patching failures." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class serialization mismatch and repository tokenizer.json selection are related only broadly, not the same bug." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "All-zero assistant masks and Qwen2.5-VL rope-index scaling are different multimodal behaviors." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python support regression and a generic dependency issue are not the same concrete problem." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility and loading physical-intelligence/fast are unrelated regressions." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Removed Sam3LiteText mappings and leftover dummy classes are separate repo-maintenance issues." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "AutoTokenizer preferring tokenizer.json and Deepseek tokenizer incorrect results are different tokenizer bugs." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape bug and generic dependency issue have no shared code path." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model loading/offload are different stages of the model lifecycle." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver interpolation failures are unrelated vision-model issues." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head serialization depending on device and Gemma4 resize_token_embeddings not updating outputs are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA layernorm epsilon precision discussion and GlmMoeDsaIndexer torch.split return values are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "A placeholder issue and a chat-template tool-call crash are clearly unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention backends, but one is a model-specific FlashAttention failure and the other is a compiled flex_attention torch-version regression." + } + ] + }, + "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": 16, + "review_unit_index": 31, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:41628", + "issue:42491", + "issue:43122", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43475", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45250", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45759" + ], + "soft_pairs": [ + "issue:44623|issue:45397", + "issue:43723|issue:44162", + "issue:44623|issue:44749", + "issue:43653|issue:45593", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:43122|issue:43650", + "issue:43901|issue:43994", + "issue:44361|issue:45593", + "issue:44987|issue:45542", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:44297|issue:45397", + "issue:43475|issue:44016", + "issue:44188|issue:44336", + "issue:43673|issue:43761", + "issue:43525|issue:45759", + "issue:43525|issue:43881", + "issue:43450|issue:44617", + "issue:44589|issue:45362", + "issue:42491|issue:43299", + "issue:43901|issue:44246", + "issue:41628|issue:43976", + "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:44242|issue:45593", + "issue:43352|issue:45250", + "issue:44295|issue:45397", + "issue:44246|issue:44496" + ], + "prepared_review_unit_hash": "26310a68113ff8f3725a4ea32eb3c40e6be11162669adc894ea15b41f864cae8", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35505, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of largely unrelated Transformers issues, with no strong duplicate pairs. The closest theme is v5 loading/tokenizer regressions, but the soft edges still don\u2019t line up to the same concrete bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43723 is the best representative because it is a broad v5 tokenizer-loading regression, which is more central and general than the other highly model-specific or docs-only issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the strongest cluster anchor for the same reason: it captures the widest, most generic failure mode in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained file omissions and gemma-4 zero3 from_pretrained failures are different code paths and different models." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading in v5 and ESM2 breakage are unrelated subsystems with no shared concrete bug." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "A missing processor file bug and a data-filtering slowdown are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding and D-FINE auxiliary-loss behavior are unrelated model bugs." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import-time failures, but one is a missing nn symbol and the other is a missing tf backend; different causes and paths." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT MLM prediction errors and Deepseek tokenizer regressions are different model/tokenizer issues." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer output changes across versions and an unrelated placeholder issue are not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mentioning return_all_scores and a bad SigLIP2 inference result are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE loss omission are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure and TensorFlow backend import error are different problems." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve chat templates, but one is audio sampling-rate defaulting and the other is assistant-mask generation; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata saved incorrectly and gemma-4 loading failure are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM3 video encoder attribute failure and a notebook syntax error are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and ANSI code output formatting are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing and CLIP hidden_states regression are different code paths and models." + }, + { + "left": "issue:43525", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and text_config unwrapping for Qwen multimodal configs are different config-loading bugs." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id and glm-4v-9b loading failures are unrelated model-specific issues." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "A batched video shape bug and CUDA OOM are not the same underlying issue." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE compatibility, but one is LoRA cross-version incompatibility and the other is a model-loading regression; not the same concrete bug." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A documentation mismatch and slow import are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import failure and Python version incompatibility are different issues." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI codes in loading_report and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question and a missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both are missing-loss complaints, but they affect different models and different flags, so they are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "A specific model not supporting Flash Attention 2 and a generic Flash Attention topic are not duplicate bugs." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access errors and gemma-4 loading failures are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model config are unrelated issues." + } + ] + }, + "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": 16, + "review_unit_index": 32, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43441", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44964", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:44336|issue:44485", + "issue:36246|issue:44351", + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:44162|issue:45200", + "issue:45362|issue:45375", + "issue:44295|issue:44749", + "issue:43441|issue:43540", + "issue:44779|issue:45292", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:44987|issue:45459", + "issue:43901|issue:45003", + "issue:36246|issue:43596", + "issue:41950|issue:44451", + "issue:45561|issue:45563", + "issue:43232|issue:44336", + "issue:45375|issue:45759", + "issue:43526|issue:45003", + "issue:43065|issue:43408", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:44496|issue:45003", + "issue:43262|issue:44246" + ], + "prepared_review_unit_hash": "bdc3258bef6598236cfe97fb9576a559bae27a57c668d50f5fea982738e81f85", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of distinct Transformers bugs (imports, configs, generation, model-specific regressions). None of the soft pairs look like the same underlying bug/change, so I would not merge any of them; 43824 is the strongest representative issue by signal and impact.", + "confidence": 0.38, + "canonical_issue_reason": "issue:43824 has the strongest discussion/inbound-reference signal and is a clear, user-facing regression in model import/export behavior, making it the best anchor among this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the clearest, highest-signal issue in the cluster and most suitable as the representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems: video-classification pipeline processor selection vs audio feature extraction." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but for different missing symbols and unrelated code paths." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI color handling in loading_report is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: Qwen2.5-VL image processor vs HybridCache." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache/chunked_prefill issue is unrelated to trust_remote_code breakage from a removed utility." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2.5-VL import failure is unrelated to the Python version compatibility regression." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python version support problem vs model-loading failure for a specific checkpoint." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different bugs in different model losses; no shared failing code path." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown is unrelated to eos_token_id configuration mismatch." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific issues." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 chat crash and missing config field in Qwen3_5MoeVisionConfig are not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer error is unrelated to the reported slow filtering after upgrade." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Ministral FlashAttention failure and Qwen3OmniMoe video-input ValueError are different code paths." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression and resize_token_embeddings/output_embeddings mismatch are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading failure for granite_speech is not the same as a silently dropped Qwen3_5MoeVisionConfig field." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize bug is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Output embedding resize bug is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model load failure for physical-intelligence/fast is unrelated to protobuf error masking." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs/behavior mismatch in text classification is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import error and DeepSpeed ZeRO3 BertModel IndexError are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44451", + "accept": false, + "reason": "Video-classification processor lookup and ScandiBERT loading failure do not share the same code path." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "xdist file-race bug is unrelated to the stale num_return_sequences warning." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update bug is unrelated to terminal ANSI output handling." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in Qwen3_5MoeVisionConfig and text_config unwrapping in AutoModelForCausalLM are different composite-model loading bugs." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sys.modules access." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video vs sam3_tracker warning are distinct SAM3 issues." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the ZeRO3 deque pop error." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model loading and unsafe sys.modules access are different failures." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat template sampling-rate default bug is unrelated to import-time slowdown." + } + ] + }, + "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": 16, + "review_unit_index": 33, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42886", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45003", + "issue:45092", + "issue:45137", + "issue:45229", + "issue:45230", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:45397|issue:45656", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44060|issue:44077", + "issue:45137|issue:45600", + "issue:43673|issue:44734", + "issue:45003|issue:45561", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:43232|issue:43673", + "issue:43452|issue:45003", + "issue:44623|issue:45656", + "issue:43673|issue:43827", + "issue:28282|issue:30990", + "issue:42994|issue:43482", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:43475|issue:43643", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:41628|issue:44933" + ], + "prepared_review_unit_hash": "6cd56be695765442c277eab541594aee39ea136de53a3acedb19218a4d191a22", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37130, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "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 incompatibilities, mostly unrelated concrete bugs. The broadest and most representative issue is the v5 custom model initialization regression.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43646 is the most general, high-level regression in the set and best matches the common theme of Transformers v5 breaking model initialization paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best cluster representative because it is broad, user-facing, and covers a core v5 breakage rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failure modes." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and different code paths: SAM3 vision encoder attribute error vs Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention embeddings/tied weights, but one is serialization inconsistency and the other is resize_token_embeddings not updating decoder embeddings; not the same bug." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale indexer cache crash in GlmMoeDsa is unrelated to flash_attention.py crashing on sink-less models." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are different tokenizer/model bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 loading and a double optimizer step under deepspeed are different DeepSpeed problems." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning in Qwen3.5 and a flash-attention generation bug are not the same underlying issue." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both involve warnings, but one is a tied-weights config warning and the other is a stale num_return_sequences warning in paged generate." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning vs patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to removed Sam3LiteText config references in auto_mappings.py." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both are generation/cache related, but chunked_prefill cache missing and /v1/responses KV indexing are distinct concrete bugs." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to the xdist captured_info.txt race in testing utils." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape loading failure is not the same as a tied-embeddings warning in Qwen3.5." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "A missing image_utils import and tokenizer protobuf error handling are different import/tokenizer issues." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer codec regression are separate tokenizer bugs." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained writing the wrong tokenizer_class is distinct from processor.save_pretrained missing files." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad breakage reports, but ESM2 likely has its own model-specific failure mode rather than the same custom-init regression." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task failures and Chinese preprocessing slowdown after upgrade are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both touch generation internals, but sync_gpus model-kwarg updating and chunked_prefill cache handling are different code paths." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file loading regressions and sys.modules access safety are unrelated loader issues." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor serialization and double optimizer stepping are unrelated subsystems." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "A runtime cache bug and a docs-only pipeline reference issue are not the same change or bug." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers hanging during load are different environment/runtime problems." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure in v5 are separate model I/O bugs." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Data filtering slowdown after upgrade is unrelated to deepspeed optimizer stepping twice." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Preprocessing slowdown and Qwen3.5 MoE from_pretrained error are different regressions." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video attribute error and trust_remote_code AutoConfig field loss are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A generic bug report is not the same as the Gemma-4 ZeRO3 loading issue." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API-settings documentation and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different video-related bugs in different models; no shared underlying code-path is evident." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Cannot import AutoImageProcessor and missing image_utils import are separate import-path breakages, not 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": 2, + "component_count": 16, + "review_unit_index": 34, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45081", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:42673|issue:43704", + "issue:43475|issue:44661", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:42831|issue:44222", + "issue:42222|issue:45200", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:43377|issue:44242", + "issue:42175|issue:45712", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:44964|issue:45137", + "issue:45561|issue:45600", + "issue:30990|issue:35141", + "issue:43901|issue:45561", + "issue:42898|issue:44568", + "issue:43232|issue:44792", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:44734|issue:45103", + "issue:43723|issue:44568", + "issue:42898|issue:45356" + ], + "prepared_review_unit_hash": "6f3c1c1ae2dd4f60db6c41413d5bbc322ba4df79d5a615a44baf5e34146c0b04", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36753, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous issue cluster with two clear duplicate subclusters: Qwen3ForCausalLM VRAM leak and Qwen3.5 MoE from_pretrained errors. The rest are similar-looking but distinct regressions/import errors/docs issues, so they should not be merged.", + "confidence": 0.7, + "canonical_issue_reason": "issue:42673 is the strongest canonical candidate: it is the earlier, more active copy of the exact same VRAM-leak report as issue:43704, with a clearer duplicate signal than the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best single issue in this set because it is an exact duplicate pair with a later clone (issue:43704) and has the strongest standalone discussion/reference activity. It is still only a partial representative of the broader heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Different bugs: Mistral tokenizer regex crash vs auto-docstring annotation handling crash." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Different failures: quantized save_pretrained vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact bug/title: Qwen3ForCausalLM VRAM leak in multi-threaded dataloader use." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different code paths: missing Sam3VisionEncoderOutput attribute vs add-new-model-like tokenizer mapping failure." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but the reported problems differ: missing config field vs from_pretrained error; not enough to treat as one bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Different underlying issues: from_pretrained regression vs config-field omission/silent drop." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Different bugs: accuracy drift with FineGrainedFP8 vs save_pretrained failure for FP8 MoE." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different models and symptoms; not the same underlying defect." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different breakages." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Saving FP8 MoE vs loading Qwen3.5 MoE are different concrete code paths." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Unrelated issues: quantized saving failure vs missing Qwen2_5_VL import." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different model behavior bugs: batched padding-mask mismatch vs router loss omission." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Different areas: backend dependency packaging vs leftover dummy class cleanup." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import regressions, but for different APIs and failure modes." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Related Qwen model/version regressions, but not the same concrete bug." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue vs xdist file race; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different subsystems entirely: multimodal model loading vs DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: xdist capture-file race vs stale auto_mappings references." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Completely different bugs: loading hang vs token-embedding reinit on resize." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs mismatch vs test utility race; not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer-related regressions, but they affect different behaviors and models." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs bug vs a Janus model test failure; no concrete match." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different generation/attention code paths and symptoms." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and behaviors." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence vs docstring typo; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different packages/symbols and likely unrelated." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different issues: dtype change during eval vs DeepSpeed deque underflow." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting failure is unrelated to an Adafactor OOM in DeepSpeed." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV cache continuation crash vs auto-docstring annotation crash; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer changes in v5, but they are different concrete bugs." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions; not the same underlying defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall and appropriately conservative. The canonical choice of issue:42673 is supported by the exact title match and higher discussion activity relative to issue:43704. The soft-edge verdicts consistently stay on the cautious side, using the packet\u2019s titles to distinguish likely different bugs, and the only accepted pair is the clearly identical VRAM-leak report. The summary also matches the packet\u2019s mixed cluster structure without overclaiming mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 35, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43873", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44779", + "issue:44869", + "issue:44871", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45310", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:44060|issue:45125", + "issue:43874|issue:45092", + "issue:45405|issue:45712", + "issue:42898|issue:44779", + "issue:42898|issue:44448", + "issue:43479|issue:44079", + "issue:44188|issue:44964", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:44222|issue:44297", + "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:43479|issue:44869", + "issue:44206|issue:45103", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:30333|issue:34689", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44222|issue:44484", + "issue:44483|issue:45406", + "issue:43873|issue:44945", + "issue:44263|issue:45092", + "issue:44263|issue:44360", + "issue:44514|issue:45103", + "issue:44373|issue:44485", + "issue:43479|issue:43644", + "issue:44295|issue:44623", + "issue:44261|issue:45092", + "issue:43723|issue:44871" + ], + "prepared_review_unit_hash": "e1a45c55f31d8987eb0e07458212ced58b8bfb33cbebe23956295f7224212bbb", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38122, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are not duplicates of one another. They span many unrelated Transformers regressions and support issues: imports/install extras, trainer behavior, tokenizer/save_pretrained bugs, multimodal processor/config issues, quantization/offloading, and version-specific v5 regressions. Similarity is mostly superficial because many titles mention the same package, version, or API surface.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44297 is the cleanest anchor: it describes a concrete, self-contained regression in tokenizer.save_pretrained with a specific observable mismatch and likely a focused fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both are Qwen-related, but one is a tied-weights warning and the other is a missing _tp_plan for tensor parallelism; different code paths and fixes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method vs remote-code checkpoint/meta-init incompatibility; not the same underlying bug." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "One is a dependency version bump problem, the other is cleanup of leftover dummy classes; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenization in v5, but one is a clean-up flag behavior change and the other is a DeepSeek tokenizer correctness bug." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both report v5 output changes, but the symptoms and likely causes are model- and tokenizer-specific, not one shared defect." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config default initialization vs ModelOutput key assignment; completely different components." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to a Phi-4 multimodal load failure." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Reading a registered buffer and a double optimizer-step under deepspeed are unrelated failures." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "One is a missing import/export from image_utils; the other is stale dummy classes in dummy_pt_objects.py." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Package extra/backend inclusion issue vs missing image_utils import; different problem and fix." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8 MoE serialization and the other is tokenizer class metadata mismatch; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility regression is unrelated to a missing import from image_utils." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer serialization metadata vs deepspeed optimizer stepping; no shared underlying code path." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig initialization issue vs Whisper word-timestamp decode crash; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported feature-extractor argument is unrelated to the auto_docstring annotations crash." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained issue vs processor save_pretrained missing files; both serialization-related but different objects and symptoms." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is not the same as missing files in processor.save_pretrained." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting of failed jobs and an unexpected Trainer compute_loss kwarg are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "AutoImageProcessor import failure vs is_offline_mode import failure; different missing symbols and dependency breakage." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLFlow status reporting and Llama 3.2 Vision model loading regression do not match." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata bug vs Qwen3.5 MoE from_pretrained error; different subsystem and failure mode." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression in v5 is unrelated to flash-attention generation issues." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch for AutoModel import is unrelated to MLFlow job reporting." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and embedding-resize reinitialization are different bugs." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 serialization bug vs save_pretrained shard-size default question; not duplicates." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions request rejection and Gemma4Processor missing _tokenizer are different failures." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading issue is not the same as pipeline-parallelism output corruption." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split issue vs remote-code checkpoint/meta-init incompatibility; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is about split return values and the other about a missing ReLU; distinct bugs." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat-template crash and auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring correction for position_ids is not the same as GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization vs non-persistent buffer junk fill; different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer read error and missing processor save files are different bugs." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression in v5 is not the same as inconsistent eos_token_id configuration." + } + ] + }, + "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": 16, + "review_unit_index": 36, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44779", + "issue:44913", + "issue:44945", + "issue:45092", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45357", + "issue:45593", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:45092|issue:45357", + "issue:43479|issue:44913", + "issue:30990|issue:38175", + "issue:22355|issue:28282", + "issue:42886|issue:42994", + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:39401|issue:44568", + "issue:44263|issue:44373", + "issue:44945|issue:45753", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43232|issue:45593", + "issue:44117|issue:44704", + "issue:42371|issue:44263", + "issue:43756|issue:44060", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:44295|issue:44297", + "issue:43232|issue:45245", + "issue:43784|issue:45600", + "issue:43723|issue:44779", + "issue:43723|issue:44442", + "issue:42907|issue:43937", + "issue:43122|issue:44521" + ], + "prepared_review_unit_hash": "79e720d994e3b8a1e8e4a1c36af3f0b426b89b3fbc6755d36dc66c23b04976da", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35335, + "estimated_input_tokens": 8834, + "estimated_eval_tokens": 17924 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers issues, with only weak topical similarity in a few tokenizer/import-regression reports. I do not see any true duplicate pairs among the soft edges.", + "confidence": 0.48, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set, covering multiple import regressions after upgrading to v5; it is the closest thing to a cluster representative, though the cluster is still heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 best represents the only recurring high-level theme here (v5 import failures), but it should be treated as a broad representative rather than a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a v5 meta-init incompatibility and the other is a save_pretrained key-mapping regression; different bugs." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different models and code paths: default multimodal config initialization vs GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated symptoms and subsystems: Sentence Transformers loading hang vs zero probabilities for a SigLIP2 model." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import failures: missing transformers.onnx module vs AutoModel complaining PyTorch is absent." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading for tokenizers is unrelated to quantized model saving failures." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different model families; not the same bug." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5-Moe from_pretrained errors." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizers, but offset_mapping is a different failure mode from add_special_tokens/BOS-EOS behavior." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A runtime torch.split issue in a model component is unrelated to a docstring typo." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and a specific-image infinite loop are distinct inference bugs." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different models and problems: FP8 accuracy vs Qwen3-VL-Moe v5 incompatibility." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "42757 is a single missing import from huggingface_hub; 45278 is a broad report about many import errors, not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI env command and a NameError during sentence-transformers import are different regressions." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading does not match a tokenizer decoder-type mismatch in v5." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs synchronization and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES handling and AutoProcessor cached_file kwargs are different loader bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split return-value issue have no overlap in code path." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer truncation and Qwen3-Next tied-weights warnings are unrelated model/config issues." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang and a macOS bus error on a CLIP community model are different failures." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor argument forwarding and chat-template crashes with tool calls are separate code paths." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized/dequantized save issues are unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer-version output drift and batched apply_chat_template crashes are distinct problems." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered buffer and save_pretrained writing the wrong tokenizer_class are different bugs." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation after sync_gpus is unrelated to the 2^24 category-limit runtime error." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Missing nn during import and stale auto_mappings references are different breakages." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer loading/regressions, but one is a load failure and the other is incorrect tokenization output; not the same concrete bug." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "These are separate AutoTokenizer failures affecting different tokenizer classes and symptoms." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save failures and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization drift and all-zero assistant masks in multimodal chat templates 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": 2, + "component_count": 16, + "review_unit_index": 37, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478" + ], + "soft_pairs": [ + "issue:43408|issue:43475", + "issue:41628|issue:45278", + "issue:44261|issue:44373", + "issue:44360|issue:44485", + "issue:43232|issue:44743", + "issue:43116|issue:45200", + "issue:44625|issue:44829", + "issue:29127|issue:30990", + "issue:42907|issue:44964", + "issue:43122|issue:44779", + "issue:44038|issue:44297", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:39401|issue:44488", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:39401|issue:44521", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:22355|issue:28218", + "issue:43066|issue:44779", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:43784|issue:45446", + "issue:43992|issue:44704", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:43976|issue:45446", + "issue:42371|issue:43874" + ], + "prepared_review_unit_hash": "9672fe689458ff9cc908972b0592d52008cf1580e4d3d2eb5b6ebf8dcca241a9", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36250, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of Transformers bug reports across tokenization, model loading/saving, generation, and import regressions. The soft-similarity pairs usually share a subsystem or model family, but not the same concrete underlying bug, so I would not merge them as duplicates.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella-style report in the set: it describes multiple import failures after upgrading across versions, which makes it the best fit as a representative cluster anchor among these mostly import/model-regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the strongest global representative because it frames a broad, user-visible regression with upgrade impact and can subsume nearby import-related reports better than the more narrow model-specific or example-script issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 video related, but one is a model-type/config warning and the other is a missing attribute on encoder output; different code paths and fixes." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both concern imports after upgrade, but 41628 is a specific AutoImageProcessor import failure while 45278 is a broad multi-import regression; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision/config bug in MLA q_a_layernorm is unrelated to a docstring issue for position_ids." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation state handling, but one is sync_gpus/_update_model_kwargs_for_generation and the other is recurrent-state reset with cache; different concrete defects." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label classification output is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is a config bug, while flash_attention_3 degenerate training is a training-kernel behavior bug." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 box-clarity/error-message issue is unrelated to Sentence Transformers loading stalling." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral checkpoints and loading Phi-4 multimodal-instruct are different model-specific failures." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one is generic tokenization drift and the other is Deepseek-specific incorrect results; not clearly the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe runtime bug and tokenizer_class metadata mismatch in save_pretrained are different issues." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe behavior and position_ids buffer reading are unrelated code paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized models and gguf_file loading via from_pretrained are both I/O-related, but they are not the same underlying failure." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer-related, but one is Qwen3 offset_mapping and the other is loading cjvt/sleng-bert; different bugs." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training and example-script classification output are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different symbols from different packages and different breakages." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention Moe/Qwen3-VL-Moe, but one is a general model/version bug and the other is FP8 save_pretrained behavior; not the same change." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping for Qwen3 tokenizer and assistant_mask generation for multimodal chat templates are distinct tokenizer features." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and Transformers v5.x, but one is save_pretrained checkpoint corruption and the other is a from_pretrained loading error; different concrete bugs." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode and missing HybridCache are separate import regressions." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing transformers.onnx and extra space after added token are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong decoder type in v5 and Deepseek tokenization regression are both tokenizer-related but not the same underlying issue." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenization drift and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Saving dequantized checkpoints and FP8 save_pretrained for moe are both saving-related, but they affect different models and failure modes." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-Transformers import NameError and flex_attention PyTorch version check are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder loading and AutoProcessor kwargs not forwarded to cached_file are different API bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation-config validation and GLM-5 RoPE implementation are separate defects." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 FlashAttention failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility and a PyTorch import/version check bug are different release/environment issues." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and GLM46V image-patch counting are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 38, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42673", + "issue:42831", + "issue:43064", + "issue:43116", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44291", + "issue:44410", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:44075|issue:44936", + "issue:43493|issue:45753", + "issue:42831|issue:45753", + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:44222|issue:45478", + "issue:43116|issue:43493", + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:42175|issue:44938", + "issue:38617|issue:45278", + "issue:33453|issue:39401", + "issue:39401|issue:44779", + "issue:22355|issue:29127", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:42673|issue:45072", + "issue:44117|issue:45081", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:44410|issue:45310", + "issue:44291|issue:45071", + "issue:43408|issue:43742" + ], + "prepared_review_unit_hash": "b48511a64e9e44ca6b56674f0f7e1db092650ad39e90b2a5298ccb22565eb8de", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35579, + "estimated_input_tokens": 8895, + "estimated_eval_tokens": 18046 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformers bugs across different subsystems; none of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "issue:45278 is the broadest representative of a regression-style import breakage after a version upgrade, and it is the most umbrella-like issue in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most general issue and best fits as a cluster representative, even though the surrounding items are not true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different bugs: optimizer argument handling vs. train/eval lifecycle failure." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and symptoms; one is SigLIP2 implementation drift, the other is a Qwen3.5 image-specific generation loop." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression is unrelated to a Qwen3.5 infinite-loop generation bug." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "One is a multi-label classification example bug; the other is a v5 pipeline error-message/docs issue." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is a broad v5 bug and the other is a specific from_pretrained error; not the same code-path." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained behavior and Qwen3.5 from_pretrained loading are different failures." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Classification example output bug and SigLIP2 model discrepancy are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Training optimizer-state corruption is unrelated to GenerationMixin cache handling during chunked prefill." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different subsystems: qwen3_omni_moe feature-length helper vs. flex_attention import/version check." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "One is invalid GenerationConfig, the other is a stale warning in paged generate()." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend dependency packaging issue is unrelated to a Python 3.14 import/load failure." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import regression report, but 38617 is a specific missing symbol; too generic to treat as the same bug." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are different tokenizer failures." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but for different models and different symptoms." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure and LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping fallback bug is unrelated to flash_attention handling of s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs/pipeline deprecation issue and flex_attention version-check bug are different changes." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing eval-mode constraint is not the same as incorrect pipeline-parallel output." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both affect generation, but one is config validation and the other is flash-attention generation failure." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Missing PEFT release version and PyTorch import gating are unrelated packaging/version issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and torchvision-missing crash are different problems." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak under multithreaded dataloading is unrelated to dtype mismatch in inference CI." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-related failures: mapping lookup vs. Mistral regex patch crashing on backend_tokenizer." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset_mapping regression and runtime post-processor update bug are different tokenizer behaviors." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Missing layer_type_validation import and missing AutoImageProcessor import are distinct import regressions." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention-3 training degeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights constructor argument breakage and PretrainedConfig type-checking regression are different code paths." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM model-type warning and MobileLLM key error are unrelated loading issues." + } + ] + }, + "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": 16, + "review_unit_index": 39, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:38617", + "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:43441", + "issue:43452", + "issue:43577", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:42222|issue:45542", + "issue:44484|issue:45310", + "issue:42175|issue:42222", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:43012|issue:43577", + "issue:44964|issue:45278", + "issue:43066|issue:43122", + "issue:42371|issue:44261", + "issue:38617|issue:44220", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:42222|issue:45459", + "issue:44263|issue:44485", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:42371|issue:42831", + "issue:42673|issue:43906", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43976|issue:44945", + "issue:43408|issue:44368", + "issue:43874|issue:44263" + ], + "prepared_review_unit_hash": "f1ed28b3f7d8eb312e02435492145f0c4c63a98cb0ccf9921d2ad018cf939728", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37125, + "estimated_input_tokens": 9282, + "estimated_eval_tokens": 18820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous Transformers regressions and API/import breakages; there is no strong duplicate pair, so I reject all soft-edge merges. The most representative issue is the broad v5.5.0 import-regression report.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report here: \"Many import errors after update from 4.57.0 to 5.5.0,\" which best matches the cluster\u2019s general upgrade/import-breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 has the clearest high-level symptom, widest scope, and strongest potential to represent the cluster\u2019s recurring v5 import regression pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Different failures: VitPose model loading vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated problems: shard-size configuration question vs Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Backend packaging issue vs a broken VitPose model path; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GLM-5 GenerationConfig validation failure is distinct from an unknown-model/config.json model_type error." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a general request-format rejection and the other is a Qwen3.5-0.8B streaming failure." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: SGD args ignored vs DeepSpeed causing optimizer.step() to run twice." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a PyTorch warning during compile and the other is incorrect dtype loading for Blip2." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Both are load/import regressions, but one is Phi-4 multimodal model loading and the other is a broad import-breakage report." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is decoder type selection and the other is changed tokenization output." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 settings guidance is unrelated to MLA layernorm epsilon precision drift." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import-time failure versus audio feature extraction bug." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch method in GLM46V is unrelated to MLA RMS norm epsilon precision issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different regressions: removed tie_embeddings flag vs unexpected position-id keys across models." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-family loading bugs; one is missing projections in qwen3next, the other is Qwen3.5 MoE loading failure." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size default discussion is unrelated to Qwen3.5 MoE from_pretrained errors." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM internals: torch.split return handling vs RoPE implementation." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is Ministral-3 inference failure and the other is degenerate training in sequence classification." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Precision warning on bf16 compile is unrelated to a model-type mismatch warning." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking regression are different code paths." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression is unrelated to undefined TensorFlow backend handling." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in multithreaded Qwen3ForCausalLM usage is not the same as flash-attention generation corruption in Qwen3.5." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 control API discussion is unrelated to FineGrainedFP8 accuracy drift." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "No evidence they describe the same underlying bug; one is a VRAM leak, the other a reproduction of another issue." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None handling is not the same as loading a specific model package failing in v5.1.0." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model crash without torchvision is unrelated to a save_pretrained shard-size question." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings behavior does not match gguf_file breaking AutoTokenizer/AutoModel loading." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both are Qwen3-VL related, but weight-shape mismatch and Moe loading failure are distinct defects." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to PreTrainedConfig type-checking breakage." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Two different config warnings; one is SAM3 model-type mismatch, the other is tie_word_embeddings guidance." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Layer projection missing in qwen3next is not the same as Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "No overlap beyond both being Transformers issues; the symptoms and code paths differ completely." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Different failure modes: removed config flag vs gguf_file loading breakage." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Shape mismatch on one model is not the same as a broader Qwen3-VL-Moe bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Sparse-layer creation bug and type-checking regression are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python support regression is unrelated to pipeline-parallel output corruption." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "These are distinct warnings with different triggers and fixes." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different model families and different internals; image-patch counting vs torch.split indexing." + } + ] + }, + "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": 16, + "review_unit_index": 40, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43381", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43825", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44464", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44964", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45561", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44464|issue:45071", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:38617|issue:44351", + "issue:42673|issue:43577", + "issue:44704|issue:45103", + "issue:44038|issue:44410", + "issue:44261|issue:44485", + "issue:43931|issue:44410", + "issue:44964|issue:45341", + "issue:43986|issue:44117", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43066|issue:43906", + "issue:43986|issue:45290", + "issue:43986|issue:45372", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:42617|issue:45341", + "issue:43992|issue:44484", + "issue:45341|issue:45588", + "issue:43012|issue:43550", + "issue:43208|issue:43550", + "issue:42886|issue:43381", + "issue:43012|issue:44368", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43531|issue:45341" + ], + "prepared_review_unit_hash": "62e9f4c12a443b13d5650bf2579e24c8e650f09f90ebab3269798dc3f4719bc7", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37768, + "estimated_input_tokens": 9442, + "estimated_eval_tokens": 19140 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous; the soft pairs are mostly same-subsystem but not the same underlying bug. No soft edge looks safe to merge as a duplicate, so I\u2019d anchor on the most broadly described user-facing regression rather than treating the set as one duplicate family.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 43986 is the strongest standalone anchor here: it has a clear reproducible crash, broader user impact, and more discussion than the other narrowly scoped reports.", + "canonical_pr_reason": null, + "best_issue_reason": "43986 is the best issue candidate if one must be chosen, because it is concrete, well-scoped, and more representative than the one-off bug reports in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "Different failures: SDPA/torch.compile training regression vs category-cardinality runtime error." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different breakages." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption and Liger application with model_init are unrelated code paths." + }, + { + "left": "issue:44464", + "right": "issue:45071", + "accept": false, + "reason": "Compiled chunked generation output mismatch is unrelated to PreTrainedConfig type-checking changes." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Model projection bug and missing config field are different issues, not the same defect." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken constructor misuse is separate from TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Deprecated embedding-tie API removal is unrelated to flash-attention sink-less crash." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; same general symptom only." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to Blip2 dtype loading." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs passthrough bug is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model families and different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon config bug and GLM-5 RoPE implementation issue are not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL-30B is distinct from missing Qwen3next projections." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model loading regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model loading without torchvision is unrelated to tokenizer mapping handling." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Offline-mode API requests and UMT5Encoder missing embed_tokens are different loader bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal warning and quantization offloading behavior are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong decoder type and an isolated reproduction of another issue do not match concretely." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor/torchvision crash is unrelated to chat-template tool-call handling." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Different import/dependency failures in different processor code paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "The titles suggest related testing utilities, but not the same specific defect." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A processor-loading crash is not the same as a generic testing_utils bug." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Embedding-tie API removal and return_all_scores documentation mismatch are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "pipeline translation-task messaging and save_pretrained pipeline serialization are separate topics." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure is unrelated to testing_utils." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights on load is unrelated to the default shard-size question." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing-utils race conditions and flash_attention sink handling are different code paths." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compilation warning and degenerate training under SDPA are not the same bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba SDPA compile failure are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient-checkpointing-in-eval are separate failures." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both involve warnings, but they stem from different mechanisms and fixes." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and Qwen3_5 image looping are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but model dequantization and Pipeline serialization are different problems." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + } + ] + }, + "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": 16, + "review_unit_index": 41, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:41669", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "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:44220", + "issue:44230", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45479", + "issue:45753" + ], + "soft_pairs": [ + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:42757|issue:43824", + "issue:43012|issue:44683", + "issue:44483|issue:45290", + "issue:44038|issue:44230", + "issue:43618|issue:43761", + "issue:38617|issue:43502", + "issue:44483|issue:45381", + "issue:43064|issue:44380", + "issue:43299|issue:43867", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:36010|issue:42757", + "issue:44220|issue:44655", + "issue:43756|issue:44485", + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:43906|issue:45753", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:43992|issue:45310", + "issue:44380|issue:45479", + "issue:41669|issue:44246", + "issue:43867|issue:45375" + ], + "prepared_review_unit_hash": "e15974d79016ce190cb5009f1650cc04f0d9e50b4cf0d398091a3c86fc125daf", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37522, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous transformer bugs, with only a couple of plausible duplicate pairs. The strongest match is the import-time slowdown pair; the CLIP vision output regressions also look related. Most other pairs are broad-similarity matches only and should stay separate.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 41669 is the most concrete root-cause report in the cluster and cleanly anchors the import-performance duplicate pair with 44246.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41669 is the best overall representative because it describes a specific, actionable regression rather than a vague symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Both are chat-related failures, but one is API request validation and the other is batched chat templating; different code paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Unrelated models/subsystems: xLSTM training bugs vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and different causes." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "BF16 warning behavior and compiled flex_attention failure are different bugs." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat templating, but one is /v1/chat/completions request acceptance and the other is assistant tool-call templating crashes." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Same model family, but one is a loading bug and the other is fp8 support/inference request; not the same underlying issue." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": true, + "reason": "Both point to the same CLIP v5 regression class where model outputs are not populated correctly in forward return paths." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Import error from configuration_utils and unwanted network access with local_files_only=True are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat API request rejection and Qwen2.5-VL video position-id mismatch are unrelated bugs." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP/optimizer-state corruption and GPT2 attention-scaling behavior are different problems." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading failure and sorted-state_dict load error do not appear to share the same root cause." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline docs mismatch is documentation/behavior drift; save_pretrained pipeline persistence is a separate bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated attribute regressions." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are checkpoint-related, but one is load failure from state_dict ordering and the other is incorrect save_pretrained output for Qwen3.5." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and Pipeline.save_pretrained failure are separate serialization issues." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support issue for Nemotron and GLM-5 generation-config validation are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder-type regression and Qwen2.5-VL video position-id bug are different code paths." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different modules." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction and pipeline persistence are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "RoPE-layer count mismatch in Smollm3 and GLM-5 RoPE implementation discussion are not the same concrete bug." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Both concern MoE internals, but they are different models and different failure modes." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing config attributes in different model families are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 checkpoint-saving regression are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "A reproduction of an earlier issue and a Qwen3_5 infinite-loop report are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config attribute absence and MoE load-balancing loss behavior are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different model load/attribute issues with no clear shared root cause." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL-Moe load failure and Qwen3_5 image infinite loop are separate model bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support and Python version compatibility are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but one is unsupported FlashAttention for a specific model and the other is GPT2 attention scaling being ignored." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-backend issues without a shared concrete code-path fix." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5Encoder and Qwen3.5 Moe from_pretrained failure are separate loading bugs." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling and zero-loss classification behavior are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-performance regression: import * in models makes importing transformers slow." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Sorted state_dict load failure and missing deepstack_visual_indexes config field are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The import-time slowdown pair is clearly supported by the packet, and the CLIP pair is a reasonable soft duplicate call without overclaiming. The rejected pairs stay conservative and mostly distinguish different subsystems or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 42, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43097", + "issue:43352", + "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:44351", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44749", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43064|issue:44492", + "issue:43618|issue:44380", + "issue:44355|issue:44855", + "issue:43352|issue:45478", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:43064|issue:44655", + "issue:44360|issue:45440", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:45588", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "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:43010|issue:44075", + "issue:42890|issue:45341", + "issue:42548|issue:44351", + "issue:44222|issue:45125", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:45125|issue:45478", + "issue:45125|issue:45375" + ], + "prepared_review_unit_hash": "26044eec5228f76ec484aba5e3b0ef8653b61b58e8c3fac59d30064ed48c48db", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37434, + "estimated_input_tokens": 9359, + "estimated_eval_tokens": 18974 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated model-loading, tensor-parallel, flash-attention, test-flakiness, documentation, and Python-version issues. None of the soft pairs look like the same concrete bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "No reliable canonical issue: the items span unrelated failures across different models, subsystems, and versions, so there is no clear duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong representative issue for the cluster; the issues are too diverse to treat one as the global duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Different problems: FSDP2/PEFT optimizer-state corruption vs a cache-strategy typo." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention code, but one is a missing output field and the other is GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Separate import failures with different causes: compiled-file loading vs torch.jit parsing on Python 3.13." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Different model-specific issues: Nemotron Flash Attention 2 support vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "One is a missing config attribute; the other is TOKENIZER_MAPPING_NAMES returning None during from_pretrained." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-related, but one is missing set_seed in model tests and the other is an xdist race on a captured-info file." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Unrelated API removal vs flash-attention support error." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different serialization/load bugs: state_dict sorting error vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both involve Python compatibility, but they affect different versions and failure modes." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight is a different load-path bug from the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Optimizer-state corruption during training is unrelated to saving Pipeline objects." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different code paths: DSA indexer ReLU omission vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs OOM when loading a large Qwen2 model with tp; not the same defect." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "patchtsmixer post_init validation is unrelated to GPT-2 attention scaling under backend changes." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different regressions: missing PyTorch dependency vs tokenizer loading regression." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Load error with sorted state_dict is unrelated to max_shard_size behavior in save_pretrained." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Both mention attention, but one is CLIPOutput attentions missing and the other is a flash-attention crash on s_aux=None." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Missing attentions output and a float16 AMP/CUDA crash are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Attention-output issue is unrelated to Qwen3.5 generation problems with flash-attention." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to a Python 3.14 import/load failure." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and importing transformers on Python 3.14 are different issues." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test-seed flakiness is unrelated to the Phi-4 multimodal model loading error." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/test problems, but one is missing set_seed and the other is a stale GraniteSpeech device-override test." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Missing set_seed in a model test is unrelated to auto_mappings referencing removed configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage is unrelated to the AddedToken constructor argument error." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache update no_grad decoration and unused SGD arguments are unrelated code paths." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A missing set_seed in SamHQ tests is not the same as a generic testing_utils bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but they concern different symbols and likely different export paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different bugs." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network requests have nothing to do with max_shard_size defaults." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file import errors are unrelated to the data-filtering slowdown regression." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-transformers loading hang is unrelated to model.forward documentation confusion." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a missing tensor-parallel plan and the other is a from_pretrained load error." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and a missing deepstack_visual_indexes field are different configuration/parallelism issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 43, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44393", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45468", + "issue:45542", + "issue:45656", + "issue:45753" + ], + "soft_pairs": [ + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:30333|issue:33453", + "issue:43723|issue:44556", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:44315|issue:44360", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:44222|issue:44230", + "issue:43827|issue:44961", + "issue:43010|issue:45656", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43299|issue:44556", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:44961|issue:45468", + "issue:43010|issue:43976", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:43010|issue:43232", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44393|issue:45071", + "issue:44038|issue:45125" + ], + "prepared_review_unit_hash": "3c9e8f1c6d014bbe350d2401f72e1d3f38aa849299208d33552111cc5e465578", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39001, + "estimated_input_tokens": 9751, + "estimated_eval_tokens": 19758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers v5 regression reports, especially import/load/runtime breakages, but the individual issues are too varied to treat as duplicates of one another. No PRs are present.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45278 is the broadest representative of the dominant theme: many import/runtime breakages after upgrading to v5. It best captures the cluster\u2019s shared regression pattern without being tied to a single narrow subsystem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the strongest single issue to anchor the cluster because it is open, version-upgrade focused, and broad enough to subsume several of the nearby import/loading complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different problems: int4 quantization memory regression vs checkpoint reload compatibility after upgrading." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior is unrelated to the broad import-error regression report." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both involve loading, but one is tokenizer loading in v5 and the other is checkpoint reload after version upgrade; not the same concrete bug." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update decoration and a tie_word_embeddings warning are different code paths and symptoms." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage is unrelated to FP8 save_pretrained behavior." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "The second item is not a real matching bug report; no shared underlying issue." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to the DSA indexer ReLU complaint." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy drift and a missing image-patch helper are different model/image-processing bugs." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failed-job reporting does not match a tensor-parallel training bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file import/runtime errors and save_pretrained behavior are distinct failures." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 are separate changes." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs mentioning pipeline() and the unrelated racoon issue do not describe the same bug." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "A no_grad cache/update fix is not the same as double optimizer stepping under deepspeed." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading are different model-load failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import and a broken env command are related to v5 packaging, but not the same concrete defect." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3-VL-Moe loading and reloading old checkpoints after upgrade are distinct model-loading issues." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type checking are separate regressions." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "A broken env command is not the same as a missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Racoon is not a meaningful issue match for Gemma4AudioRelPositionalEncoding." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache no_grad behavior is unrelated to Python-version compatibility." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion around forward args is unrelated to an import error for layer_type_validation." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor and PreTrainedModel import failures are different missing symbols." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "A missing utility import and a broken env command are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command and missing HybridCache import are separate import/export issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the racoon issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation internals, but they describe different code paths and symptoms." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and a docs mismatch for return_all_scores are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Missing AutoImageProcessor import is not the same as compiled Python file errors." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA layernorm precision issue and DSA indexer ReLU omission are different bugs." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading failure and unsafe sys.modules access are related at a high level but not the same concrete defect." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor.save_pretrained missing files is specific; the other item is too generic to match." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior and an undefined tf backend error are unrelated." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bbox hallucination and infinite-loop generation are different Qwen3-VL symptoms." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken env command and checkpoint reload incompatibility are distinct regression reports." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output quality issue and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Qwen3-VL-Moe loading and missing _tp_plan for tensor parallelism are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 44, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:41669|issue:43673", + "issue:44373|issue:44961", + "issue:44556|issue:45092", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:43673|issue:44492", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:41669|issue:44492", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:42371|issue:44492", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:43827|issue:44492", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066" + ], + "prepared_review_unit_hash": "7389be6608bd87627a5852c867fdfaac9843b305252fb1e347d940798d5c8b2b", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 47, + "serialized_chars": 41100, + "estimated_input_tokens": 10275, + "estimated_eval_tokens": 20806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is thematically related around Transformers v5 regressions, tokenizer/model loading, and import/lazy-loading behavior, but the soft pairs do not look like true duplicates of the same concrete bug/change. No PRs are present.", + "confidence": 0.35, + "canonical_issue_reason": "issue:41669 is the broadest and most central issue here: it targets import-time/lazy-loading behavior and has the strongest linkage to several other candidates in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best representative issue because it is the clearest hub for the cluster\u2019s import/lazy-loading performance theme and is more central than the narrower model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time/lazy-loading performance vs chunked-prefill cache availability; different bug paths." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Docstring typo/clarification vs unrelated placeholder issue." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 loading regressions, but one is generic checkpoint reload and the other is remote-code/meta-init incompatibility; not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor kwargs forwarding vs scheduler keyword handling; unrelated subsystems." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seed vs scheduler kwarg bug; no shared code path." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdowns vs lazy loading malfunction; related theme, but not the same concrete defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning mismatch vs Liger Kernel/model_init application; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility vs Qwen3-VL bounding-box behavior; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support guard vs multimodal bbox output issue; different model paths." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata bug vs generic bug report; insufficient and unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer read error vs generic bug report; not the same issue." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs ignored vs PretrainedConfig type checking; different code paths." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Cache missing in generation vs cache-strategy typo; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup/performance vs missing HybridCache export; related import surface but different defects." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance vs testing_utils bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-time performance vs cache-strategy typo; not duplicate." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3-VL/Qwen3.5 MoE problems and different symptoms." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel model-init integration vs flash-attention training degeneration; unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy vs tied-weights-key AttributeError; different implementation issues." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still mention pipeline() vs scheduler kwargs handling; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward-doc confusion vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import/lazy-loading performance vs scheduler kwarg bug; no shared bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings vs cache-strategy typo; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained missing files vs tied-weights-key crash; different save/load paths." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "env command breakage vs lazy loading problem; only broad v5 theme overlaps." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer behavior vs Gemma-4 audio positional encoding; unrelated model/code path." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs specific Qwen3.5 MoE from_pretrained error; not enough to be same bug." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs referencing pipeline() vs cache-strategy typo; unrelated." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction vs scheduler kwargs bug; different areas." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp math vs GLM-5 RoPE implementation; different model-specific logic." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import performance vs VRAM leak in dataloader threads; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp calculation vs scheduler kwargs; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Doc confusion vs model loading regression; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Doc confusion vs flash-attention import error; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel/model_init integration vs v5 checkpoint incompatibility; different bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak vs RoPE implementation; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model implementation bugs with no shared code path." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue vs Gemma-4 audio positional encoding; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return semantics in DSA indexer vs Gemma-4 audio encoding; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch vs Gemma-4 audio positional encoding; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Same as above: 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": 2, + "component_count": 16, + "review_unit_index": 45, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-388", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:43066", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43704", + "issue:44230", + "issue:44360", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45290", + "issue:45310" + ], + "soft_pairs": [ + "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:44360|issue:44998", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "cc0023c3561622a78a0f644ea6f469f4a40889b14a7d1772197afb953edf98e8", + "component_budget": { + "node_count": 388, + "item_count": 388, + "soft_pair_count": 1459, + "serialized_chars": 751559, + "estimated_input_tokens": 187890, + "estimated_eval_tokens": 376036 + }, + "budget": { + "node_count": 20, + "item_count": 20, + "soft_pair_count": 16, + "serialized_chars": 16034, + "estimated_input_tokens": 4009, + "estimated_eval_tokens": 8274 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated standalone reports; none of the proposed soft edges look like true duplicates. The clearest representative issue is the tokenizer-loading regression report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:33453 is a concrete, high-activity regression report with a well-scoped failure mode, making it the best issue representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:33453 has the strongest signal of a real, actionable bug and the broadest representative value among the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Inverse-sqrt scheduler kwargs bug is unrelated to the unrelated 'Unemployment' issue title and body." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: tied-weight key handling versus chat template tool-call serialization." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Config attribute missing versus tied-weight key crash; not the same underlying defect." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star performance cleanup is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a different config bug from _get_tied_weight_keys crashing." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Wrong tokenizer decoder type is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading and ImportError for layer_type_validation are different failure modes and code paths." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to the unrelated 'Unemployment' issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 model support and processor.save_pretrained missing files are different problems." + }, + { + "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 unrelated to tensor parallel training behavior." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading speed issue and documentation confusion are different issues." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 inference support and the other is a from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading is not the same as a tokenizer-loading regression." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 Qwen3-VL/MoE support are distinct 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": 3, + "component_count": 16, + "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": "f20b8e9877cd8ae04064e9d87ee43f27a13c4cd1899c9bc5220c8c0c86f895cf", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both broad community-contribution tracker issues, but they target different features and code paths: Flash Attention 2 support vs GGUF support. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: the two issues track different architecture-support efforts with different implementation work.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a better canonical duplicate of the other; both are separate umbrella requests with distinct scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Same general phrasing, but the underlying requests are different (Flash Attention 2 support vs GGUF support) and would not be merged into one issue/PR." + } + ] + }, + "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": 16, + "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-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "3797dcb49cf83fa760cabfe063568eafc58f5560eaf607756a0aae5c97e0b70d", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: they are separate docs-translation requests for different language targets, and several titles are just placeholder variants of the same template. The only concrete request is the Turkish one, so it is the best representative issue if a canonical item is needed.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request ([i18n-TR] Turkish) and is more representative than the placeholder-language template issues.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 27088 is the most actionable and specific item in the cluster; the others are generic placeholder variants rather than distinct, mergeable duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different translation targets: Turkish vs a placeholder language template. Same topic area, but not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different translation targets: Turkish vs a placeholder language template. Not a duplicate request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different translation targets: Turkish vs a placeholder language template. Same theme, different issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are placeholder/template-style translation issues, but they are not the same concrete language request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Template-like translation issues for different language values; not the same underlying task." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Template-like translation issues for different language values; not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 16, + "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-36817-14", + "nodes": [ + "issue:36817", + "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:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "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:43837|issue:45177" + ], + "prepared_review_unit_hash": "8ed9e51206fc7f368e6d45558aaf38da253fc8d223df39563d6890c834705fe3", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17650, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17650, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a heterogeneous set of model-request issues across unrelated model families and modalities (BERT variants, audio/ASR/TTS, OCR, vision encoders, sparse transformers). The soft similarities are mostly superficial naming overlap, not duplicate bug/change reports.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are different model requests with no shared underlying change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert configuration support and Qwen3-TTS support target different model families and modalities." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions: text encoder vs speech recognition." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request concern different architectures and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are distinct model additions, not the same implementation work." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model families; no common duplicate bug/change." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS are different model requests in different audio/text paths." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 and Qwen3-ASR are different model additions with different interfaces." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support and the sparse-transformer request are unrelated model-architecture additions." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct models; the requests do not describe the same change." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral-4B-TTS are separate model requests, not one duplicate." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models and likely different code surfaces." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are unrelated requests across different modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are separate model additions with no shared underlying fix." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE overlap only broadly on BERT naming, not on the same concrete implementation." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE and Voxtral-4B-TTS are unrelated model families and behaviors." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are different speech tasks; not the same model support." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS model requests." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 target different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse-transformer request are not the same underlying change." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated speech-recognition vs encoder-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio models with different support needs." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are distinct model additions in different domains." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are separate speech-model requests, not duplicates." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "The sparse-transformer request and EUPE request are different architectures and changes." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse-transformer request do not share the same concrete implementation problem." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech tasks and model families." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated speech vs OCR model requests." + } + ] + }, + "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": 16, + "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-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "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": "ea7f69455ee3cbb178a470b5c47e36308cda7338aec09ebe34489c434e21706a", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6290, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6290, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These items are not duplicates of one another; they span unrelated bugs in different models/configs/utilities, with only superficial textual similarity. No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "There is no true canonical issue for this cluster because the reports concern different subsystems and different failure modes. If a representative must be chosen, issue 43668 is the cleanest self-contained bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43668 is the most precise and narrowly scoped of the set: a specific type-hint bug in ModernBERTConfig with a clear, isolated fix path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different concerns: Llama4TextL2Norm normalization semantics vs. ModernBERTConfig type annotation. No shared code-path bug." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and missing kwargs propagation are unrelated model-loss issues." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "A Mask2Former loss-parameter bug is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Different modules and bug types: model loss parameter usage vs. a typo in quantization naming." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "One is a model runtime bug; the other is a config type-hint mistake. Not the same underlying defect." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to a loss function and correcting a config annotation are unrelated changes." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERTConfig type hint issue does not overlap with tokenizer regex warning regression." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint typo and a quantization attribute typo are different files/features and not one fix." + } + ] + }, + "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": 16, + "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": "3bc951fc9ad5cfb3a17180bdd4eacd1aa04fe738e49514f1fb17f0117826f30b", + "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 do not look like duplicates: one is about block decoding mechanics, while the other is a request for DeepSeek v3.2 model support. They may both touch model/inference functionality, but they describe different underlying changes.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43037 is the more specific, user-facing request and is better defined as a standalone tracking issue; issue 41084 is broader and less clearly tied to the DeepSeek support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: block decoding implementation vs adding DeepSeek v3.2 support. Shared broad inference context is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 16, + "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": "8f35b320ccc397c40a666b4c6dfd01c84821345b2cb1b400fb42911d87c6f105", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to Trainer customization, but they describe different problems: one is about `remove_unused_column` behavior, the other about estimating FLOPS for custom trainers. I do not consider them duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43598 is the clearer representative of the cluster because it focuses on a concrete Trainer customization limitation, while 43600 is a separate FLOPS-estimation concern.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the best single issue to keep if one must be chosen, since it has the more direct and actionable customization request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They involve different code paths and outcomes: `remove_unused_column` customization versus FLOPS estimation for custom trainers. Shared Trainer context is too broad to treat as the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 16, + "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": "f75b90561a47ccfed928cff0a69d05d4ef78538a3397584fade29e8487ff9bf0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different Qwen model families and different AutoModel capabilities, so they do not look like duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #43684 is the more general registration request and is the best representative of the cluster, but it is not the same underlying task as #44405.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the clearest standalone issue in the set; #44405 targets sequence classification support for a different config/model family.", + "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 API targets (AutoModel/AutoModelForConditionalGeneration vs AutoModelForSequenceClassification); not the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 16, + "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": "166e7e4b6a44f738df76e34f8b91d124a4286a158959e69239aa02e89bfcd6d8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "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 share the same near-empty title/body pattern around \u201chuggingface \u201d and are likely duplicates of the same report; \u201cFett\u201d looks unrelated. No pull requests are present.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \u201chuggingface \u201d reports and is the best representative of that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the strongest global representative because it matches the other two \u201chuggingface \u201d issues closely and was created first.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no evidence they describe the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete signal of the same bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no clear shared underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title pattern and very similar sparse issue content; likely duplicate reports." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same near-identical title/body pattern; likely the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "All three \u201chuggingface \u201d issues appear to be the same minimal report, so this pair is likely duplicate." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the three 'huggingface ' issues have identical titles and similar sparse metadata, while 'Fett' is distinct by title. The soft-edge verdicts are conservative overall, and choosing 43845 as the earliest representative is supported by the timestamps. No PRs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 16, + "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": "b570d69da9e7946ac886837edc223689ce4490ff45d3ab5c12f89178e1fa0fae", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all low-information/spam-like closed issues with placeholder or unrelated titles; there is no evidence they describe the same underlying bug or change. The cluster is best treated as noise rather than a duplicate set.", + "confidence": 0.97, + "canonical_issue_reason": "issue:44371 is the cleanest canonical placeholder because it is the earliest obvious spam/placeholder report and is representative of the cluster's low-signal content.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best issue to anchor the cluster if one must be chosen, because it is an archetypal spam placeholder and the earliest of the identical entries.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are generic spam placeholders, but there is no concrete shared bug or change to indicate duplication." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same placeholder title class, but no substantive description or target makes them distinct noisy issues rather than duplicates." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is a spam placeholder and the other is a generic documentation-suggestion title; they do not appear to be the same issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The titles are unrelated and there is no supporting detail tying them to one underlying report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A documentation suggestion is not the same as a spam placeholder; no shared problem statement is evident." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "The titles and apparent intent differ, with no concrete overlap beyond low-signal content." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is still no evidence of one underlying bug or change; they look like separate noise reports." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a specific quoted-name title are unrelated without any shared technical context." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "No common concrete issue is visible; the reports are different low-information entries." + } + ] + }, + "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": 16, + "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": "e38b9e28c62f4279f508c9e5b35880186a814df554adb59a8b2f31380118142e", + "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 are likely duplicates: they have the same title, very similar body lengths, and #45145 is earlier with one inbound reference. The evidence is suggestive rather than definitive because the bodies are not included and the only pair signal is soft similarity.", + "confidence": 0.77, + "canonical_issue_reason": "#45145 is the better provisional canonical issue because it was created earlier and already has an inbound reference.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue candidate on the available evidence: it appears to be the earlier copy of the same report and has slightly more traceability.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Accept as a likely duplicate issue pair: the titles are identical, the body lengths are very close, and there is no evidence of different targets or scope. The evidence is not definitive, so this is a conservative duplicate call." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit overconfident for the evidence in the packet. What is grounded: the two issues have the same title, similar body lengths, and #45145 is earlier with one inbound reference. What is not fully supported: claims like \u201cessentially the same report content,\u201d \u201cno differentiating targets or filenames,\u201d and a 0.98 confidence level, since the packet does not include the bodies and the pair only has soft_similarity evidence with deterministic_accept=false. A more conservative conclusion would be that they are likely duplicates, with #45145 as the provisional canonical issue." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 16, + "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": 16, + "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": "3c0c4627d22a3787327662766fb0a577b5be701bc471675d4ce3bb41afecf085", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two distinct 4-bit inference bugs: one specific to Gemma4 audio modules hitting a torch.finfo() TypeError on uint8 weights, and one in BitsAndBytesConfig where llm_int8_skip_modules removes the default lm_head exclusion and triggers an AssertionError. They are related only at a broad subsystem level, not the same underlying defect.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45674 is the better representative because it describes a clearer, more general configuration regression with a concrete failing path and broader reuse across 4-bit inference setups.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45674 is the strongest standalone report: it has a precise root-cause description (default lm_head exclusion being cleared) and a direct, actionable failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both concern 4-bit inference, but the failure mechanisms differ: Gemma4 audio uint8/torch.finfo TypeError vs. BitsAndBytesConfig lm_head exclusion AssertionError. 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": 16, + "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": "59562361351efadc15cb4488a7f61f51d51af8c1bec75eb1bb9f952af88819b2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are just person-name/date entries with no body or links and no evidence of a shared bug/report. They do not look like duplicates or related issue reports.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and birth dates, no description, no shared targets, and no issue-specific evidence of the same underlying problem." + } + ] + }, + "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": 16, + "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": "5a8e2b645ef367042a7b0468c5866b26d779b7bd4e5890377c064b0c3269e18d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: they only share a surname and date-like text, with no body, context, or shared problem statement. They should remain separate.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not describe the same underlying bug or request.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good canonical choice; each appears to be a distinct, unrelated ticket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Same surname is not enough to infer duplication; the titles refer to different people and different dates, with no shared problem context." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 26, + "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-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43823|pull_request:45795", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "c7cc38b8e80ec24d8c74e644a8a1d7d994429d69ffea37e8ef88a3faba640932", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35200, + "estimated_input_tokens": 8800, + "estimated_eval_tokens": 17856 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35200, + "estimated_input_tokens": 8800, + "estimated_eval_tokens": 17856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs. The only clear duplicate pair is the two loss_utils changes (43251 and 43254), which both add supported kwargs to fixed_cross_entropy / pass them through to nn.functional.cross_entropy. All other soft-edge candidates touch different models, docs, tests, or refactors and should not be merged together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate loss-utils fix: it directly addresses issue 43240 and makes the core cross-entropy kwargs plumbing change cleanly. PR 43254 is the same underlying fix but is less clearly framed.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best single representative because it is the most explicit and concrete version of the shared fixed_cross_entropy fix; PR 43254 is effectively the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model addition vs an Executorch dynamic-shape export test; different code paths and different goals." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Mistral tokenizer method additions vs Executorch export tests; unrelated functionality." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API patch vs adding a new MobileLLM model; not the same change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes vs a new model implementation; different underlying work." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss utility kwargs plumbing vs adding MobileLLM; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility change vs Mistral4 test fixes; not the same bug or change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape test vs Mistral4 test fixes; unrelated test areas and code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export testing vs new MobileLLM model code; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model addition vs config-resolution order fix; different subsystems and different defects." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs Falcon output-collection refactor; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model vs docs/skill scaffolding for model creation; different change types." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "New MobileLLM model vs docs for audio/video processors; unrelated docs work." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor vs Mistral4 tests; not the same concrete code-path problem." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes vs layrnorm/layernorm rename across CLIP-like models; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 tests vs audio/video processor docs; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests vs config-resolution fix; different issues." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests vs model-creation skill docs; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model code vs model-creation skill docs; not the same underlying bug/change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model addition vs docs for audio/video processors; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs implement the same fixed_cross_entropy update: threading supported kwargs such as weight and label_smoothing into nn.functional.cross_entropy for issue 43240." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 43251 and 43254 are the same loss_utils bugfix targeting issue 43240, and the other pairwise rejections are conservative given the different files/subsystems. No overstatement detected, and the accepted pair looks mergeable as a single PR for the same fix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "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": "0a26441d7da20ff1a22b5e246afaf4d1d08de15a29df6102e060a31c57b48613", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are open VibeVoice PRs, but they target different scopes: PR 40546 is the base VibeVoice implementation, while PR 42781 adds VibeVoice Realtime plus the acoustic tokenizer and related generation changes. They overlap on shared model plumbing, but they are not the same change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 40546 is the broader foundational VibeVoice implementation, covering the main model, configs, auto-mapping, generation, processing, docs, and pipeline integration.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the best representative of the cluster because it is the core VibeVoice implementation rather than a narrower follow-up variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared filenames reflect a common VibeVoice codebase, but 42781 adds Realtime-specific functionality and an acoustic tokenizer; this is a related extension, not the same concrete 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": 3, + "component_count": 26, + "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": "6047127cbbbfa17a86cb2ec105c51394bb9ce83797b9eb5ea531eb191c4ab24f", + "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 PRs are unrelated feature additions: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not fix the same underlying issue or change the same code path.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models, different APIs, and different files, so they are not duplicates of the same change.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a true cluster representative because the pair is unrelated; if forced, 41224 is the more self-contained single-feature change, but it is not comparable to 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features and code paths: TimesFM covariate forecasting vs DINOv3 image classification. They are not plausibly mergeable into one PR as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 26, + "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": 26, + "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": "4979cbca2160bcb11557cc7f8d74335382ae5f0bc0525f8ed0f95ed758662e1b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10428, + "estimated_input_tokens": 2607, + "estimated_eval_tokens": 5470 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10428, + "estimated_input_tokens": 2607, + "estimated_eval_tokens": 5470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate new-model additions (DeepSeekOCR, Isaac, Kimi2-6). They share the same Transformers integration pattern and some autogenerated registry/docs files, but they target different model families and code paths, so this cluster does not look like a duplicate set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items are distinct feature additions for different models, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for deduplication; each PR is a separate model integration with different implementation and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeekOCR vs Isaac) with different configs, processors, and model files; shared registry/docs edits are generic boilerplate, not the same bug/change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model additions (Isaac vs Kimi2-6) and different concrete code paths; they are not plausibly mergeable 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": 6, + "component_count": 26, + "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": "26b4c278104e2aa9b36ad8d25c3daee184fa6d9e71ec766a13e7d8a5f1d49d3e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are both workflow dependency bumps, but they target different GitHub Actions and different code paths: one is a Node 24 compatibility sweep across several actions, the other is a docker/build-push-action upgrade. They are related in theme, not duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative of the cluster because it is the broader, more clearly scoped GitHub Actions compatibility update across multiple workflow actions.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest standalone PR here: it has a concrete compatibility goal (Node 24) and touches a coherent set of workflow action upgrades.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Different underlying changes: 42975 updates checkout/cache/upload-artifact for Node 24 compatibility, while 42976 only bumps docker/build-push-action in docker workflows. They share workflow files but not the same code-path fix and would not naturally be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "4f6e41ebd6bf1372a149f451b6ceb979f821ac9a8eef98acfdef2b9d15036bd4", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14074, + "estimated_input_tokens": 3519, + "estimated_eval_tokens": 7294 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14074, + "estimated_input_tokens": 3519, + "estimated_eval_tokens": 7294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model-addition PRs for different architectures (ViT NEPA, Molmo, Molmo2, CTSM). The overlap is only in shared registry/docs files, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: each item introduces a different model and code path, so they should not be merged as duplicates.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a best duplicate representative because the PRs are unrelated model additions rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different models with separate implementations; shared auto/docs files are incidental registry updates." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are different model additions, not the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model implementations; overlapping docs/auto-registration does not make them duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct PRs for different architectures/code paths; they are not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM add different models and cannot plausibly be merged into one PR as a duplicate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model additions with different files and behavior, not a shared fix or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 26, + "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": "febb0e419cf3b89d250b9aa3903f0b75034f7495058a090abd0ff2171f6d8c2a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated pull requests despite superficial similarity. The Whisper PR fixes decode behavior/tests, the CLIP/ViT PR appears to be test-only noise, and the FP8/dequant PR changes a separate loading/quantization path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical duplicate PR exists in this set; if one must be chosen as the best representative, #44815 is the most substantive and self-contained change with a clear fix scope.", + "best_issue_reason": null, + "best_pr_reason": "#44815 is the strongest representative of the cluster overall because it has the clearest technical scope and the most complete fix surface, while #43291 is narrow and #43665 is test-noise rather than a real bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different code paths and intents: Whisper tokenization/decode fix vs. CLIP/ViT test edits. The shared similarity is only superficial and they are not the same underlying change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode logic is unrelated to FP8 model loading/dequantization. They touch different subsystems and fix different problems." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT changes are not the same as the FP8/dequant loading fix, and there is no concrete shared bug or mergeable combined PR here." + } + ] + }, + "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": 26, + "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": "130cfd24620138d4e51ea76cf0d55d77fb63f662506f6c44c22484b69b5c17ad", + "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": "Two open PRs are grouped only by a weak shared test filename; they address different concerns and are not duplicates. One is a small repo-bot/version/dependency tweak, the other rewires CI/workflow behavior and test utilities.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "Use pull_request:43532 as the cluster anchor if needed: it is the more substantive PR, while pull_request:43488 is a tiny bot/check tweak and not the same change.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:43532 is the better representative because it contains the broader functional/workflow changes; pull_request:43488 is narrowly about repo-bot validation and dependency/version metadata.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They do not fix the same concrete code-path problem. 43488 changes setup/version/dependency and a test, while 43532 changes GitHub workflow logic and related test utilities; shared test filename alone is not enough." + } + ] + }, + "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": 26, + "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": "8df3dd62bb72ed77d79a16aabe3ccc2a0b2fd2fd6f4236cb84256acae859d653", + "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 PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline scaffolding, but target different tasks/model integrations and are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical duplicate PR: the two changes implement different segmentation tasks with different supported model paths and docs.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate candidate; if one must be picked as the broader reference, PR #43613 is slightly more expansive, but it still solves a different task than #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different underlying features/tasks (concept vs visual segmentation). Shared pipeline/doc plumbing is not enough to treat them as the same fix or 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": 11, + "component_count": 26, + "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": "2d29e43997743b2ff3cdd83e140ab245de5782a3b356fa26619b27da7aba4114", + "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": "These are two separate trainer extensibility PRs touching the same file but different code paths: one changes gradient-accumulation loss scaling, the other factors out signature-column filtering for custom trainers/PEFT models. They are related in area, not the same change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No duplicate PR here. If one must be named as representative, #43651 is slightly more central because it changes the core training_step loss-scaling behavior and introduces the new hook used there.", + "best_issue_reason": null, + "best_pr_reason": "#43651 is the more representative PR for the cluster because it has the more direct behavioral change in training_step and clearer standalone impact; #43663 is a separate refactor/extensibility hook for column filtering.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different enhancements in the same trainer module: #43651 adjusts gradient-accumulation loss scaling, while #43663 extracts signature-column filtering. They do not fix the same concrete bug and would not plausibly merge into one PR as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 26, + "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": "704d5ada3347f0c31729560d99980faef400af6c8461a8d285f819474e0f63ee", + "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": "PR 43842 is the best canonical representative for the cluster because it directly fixes the `TypeAdapter` NameError in the CLI serve path with a minimal, focused change. PR 43836 looks like the same underlying bug fix in the same file and code path, but with more surrounding typing cleanup. PR 43656 is only loosely related via broader annotation/runtime-typing adjustments and is not strong enough to treat as the same concrete `TypeAdapter` fix.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most focused fix: it explicitly makes `TypeAdapter` safe in the `serve.py` validation path when pydantic is absent, with the smallest direct change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 best represents the cluster because it targets the concrete `TypeAdapter` NameError directly and avoids the broader annotation churn present in the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "43656 shows general annotation cleanup and `from __future__ import annotations`, but the diff preview does not show a `TypeAdapter`-specific runtime fix. That is not enough evidence that it is the same concrete bug as 43842." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs address the same `serve.py` `TypeAdapter` import/runtime issue on the same code path, and 43836 appears to be a broader implementation of the same fix rather than a different bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The writeup is mostly grounded for PR 43842 and PR 43836, but it overreaches on PR 43656. The packet only shows 43656 adding `from __future__ import annotations` and changing some `PreTrainedModel`/`ProcessorMixin` annotations; it does not show a `TypeAdapter`-specific change or enough evidence to conclude it is the same `TypeAdapter NameError` fix. So the 43656\u219443842 soft-edge acceptance is too strong, and the summary should not claim all three PRs are overlapping fixes for the same exact TypeAdapter issue. A more conservative cluster would keep 43842 and 43836 together, while treating 43656 as only possibly related via broader annotation/runtime typing cleanup." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "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": 26, + "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:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request: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:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "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:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "5dde28b339b30d513ed869d1a04d81f0919c0e9700237ba27b1abc0adbeaf2ec", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a wave of model-specific output-tracing refactors tied to the same tracking issue (#43979). Most pairs are not duplicates because they target different model implementations; the only clear duplicate-like overlaps are within GPT-J/CodeGen and GPT-Neo.", + "confidence": 0.89, + "canonical_issue_reason": "Issue #43979 is the shared tracker explicitly linked by many PRs and matches the common goal: standardized output-tracing/refactoring across model families.", + "canonical_pr_reason": "PR #44722 is the strongest representative of the true duplicate line: it targets the shared issue, covers the GPT-J/CodeGen code paths, and looks like a later consolidated revision of the same refactor.", + "best_issue_reason": "#43979 is the best global issue anchor because it is the explicit umbrella ticket for this refactoring effort across models.", + "best_pr_reason": "#44722 is the best global PR anchor because it is the broadest concrete implementation among the near-duplicate GPT-J/CodeGen refactors and most directly matches the shared initiative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; same umbrella issue is not enough to treat them as the same change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet refactor vs DeBERTa refactor: same theme, different concrete code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same file and could be merged into one PR." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are separate model implementations, not one duplicate fix." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated implementations despite both being output-tracing refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen vs EfficientNet: different code paths and different model families." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; only the broad pattern matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same model/file family." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model-specific changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different models and different concrete code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model families." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different implementations; same refactor pattern is too broad." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet refactor is not the same underlying change as GPT-J output tracing." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo vs ResNet; same umbrella effort, not the same bug/change." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo refactor is distinct from GPT-J/CodeGen refactor." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different concrete implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are separate model changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; same broad initiative only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are separate model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert are separate concrete changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet refactor vs Flaubert refactor; not the same underlying fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are separate model-specific refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet vs MPNet; different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated models." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are different implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are separate model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated concrete changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are separate model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are separate refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are unrelated." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different model families." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR do not share the same concrete code path." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are separate model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 output tracing and GPT-J/CodeGen output tracing are distinct changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "Segformer and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are separate model refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are not the same underlying bug/change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are separate changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are unrelated." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are different model-specific refactors." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are separate concrete changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are separate model-specific refactors." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different code paths; same theme only." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: #43979 is clearly the umbrella issue, and #44722 is a reasonable canonical PR anchor because it covers the GPT-J/CodeGen path and shares the issue target. The soft-edge verdicts are conservative, and the two accepted pairs (#44066/#44085 and #44018/#44068) are the only ones that clearly look mergeable as the same bugfix within the same model/file family." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "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:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "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": "db0e8c72f854fb4b9fda3436cf05724bb299dc92802d114f0c9a0c00619f26ed", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13066, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific migrations to the same output-capture infrastructure, but they touch different code paths and should not be treated as duplicates. The cluster is a thematic similarity group, not one underlying bug/change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue artifact exists here; if a PR must anchor the cluster, 44129 is the strongest representative because it has an explicit issue target and a concrete standardized output-capture refactor.", + "best_issue_reason": null, + "best_pr_reason": "44129 is the best representative PR: it is explicitly tied to an issue and shows a substantive, model-specific output-tracing refactor rather than just a title-level similarity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both refactor output tracing, but in different models (VisualBert vs TextNet). Same pattern, not the same underlying code-path change, and they would not naturally merge into one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but they affect different model implementations (MPNet vs VisualBert). Similar theme only; not a duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are separate model code paths. The shared capture_outputs refactor is broad infrastructure work, not one concrete bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert each migrate their own forward logic to the new tracing helpers, but they are distinct model-specific edits and not the same fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both concern output tracing, but SqueezeBert and SpeechT5 are unrelated model paths and the SpeechT5 PR also has an explicit issue target, indicating a separate 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": 15, + "component_count": 26, + "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": "ca0407193162629b353a7db16557785254aa406f8da6ea00d5a75541440433f7", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40168, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40168, + "estimated_input_tokens": 10042, + "estimated_eval_tokens": 20340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of similarly named but model-specific output-tracing refactors. They share a common theme, but they do not look like duplicates or one mergeable PR across the same concrete code path.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is the broadest representative in the set, touching two closely related depth models and reflecting the shared output-tracing refactor pattern.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the clearest exemplar of this cluster\u2019s theme because it is broader than the single-model refactors and still concrete enough to represent the group.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor wording, but timm_backbone and upernet are different model implementations and code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they target unrelated model architectures and forward paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models and different forward logic; only the refactor theme is shared." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model families with distinct output handling; not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and code paths; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated models; these are not the same bug or fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Shared tracing refactor theme, but different model-specific implementations." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Depth models only; MobileNetV1 is a different architecture and forward path." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and code paths; no concrete duplicate change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different architectures and output semantics; not mergeable as one PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are unrelated; shared title language is not enough." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and forward signatures; only the refactor motif overlaps." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different code paths in different model families; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different tasks and architectures; this is not one shared bug fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated models, so these are separate refactors." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model stacks and output-capturing changes; not a duplicate fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models and separate implementation details; only the high-level theme matches." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV have unrelated forward paths and output handling." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Distinct model families and concrete changes; not the same PR in disguise." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba output tracing and SuperPoint tracing are different model-specific changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Both are refactors, but CodeGen and Mamba fix different code paths and output shapes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated architectures; not one mergeable fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen have different forward contracts and output handling." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are different models with unrelated output-tracing changes." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder and CodeGen do not share the same concrete bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything and Vision-Encoder-Decoder are separate model families with different forward paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and Speech-Encoder-Decoder are unrelated implementations despite the same refactor label." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are different vision models; not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and output-capture logic; no single shared fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR are unrelated code paths, so these are not duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Vision-Encoder-Decoder and RWKV are different architectures with separate output tracing behavior." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Encoder-decoder variants, but different modalities and implementations; not one concrete bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and output contracts; only the theme is shared." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Vision-Encoder-Decoder and DPR are unrelated changes in different code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech-Encoder-Decoder and SuperPoint are unrelated models; not mergeable as one fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different architectures and output semantics; no duplicate underlying issue." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Speech-Encoder-Decoder and DPR are separate model-specific refactors." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated code paths; shared title language is too broad." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are different models with different output-tracing details." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are separate model implementations; 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": 16, + "component_count": 26, + "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": "ab76a03da229f5d4ef0ba3fb14d87b3e4a5953db6d4c79c333a003c749143087", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different architectures and code paths, so they are not duplicates of one another.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and implementations: PenguinVL vs Voxtral TTS. Shared auto-registration/docs are generic integration scaffolding, not the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model families and file sets: PenguinVL vs DeepSeek-OCR-2. Both add model support, but they do not fix the same bug or change the same code path." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Different tasks and subsystems: OCR model support vs TTS support. The overlap is only in common Transformers registration files, which is not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 26, + "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": "317bdceca16ff6f5fca07a85279edfdc6ff99bc277859ea439dab9c411ca5bb0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about model/module fusion, but they implement different layers of the feature: #44979 adds a generic `Module Fusion API`, while #45363 adds `KernelConfig`-driven n-to-1 kernel fusion and related integration points. They are related but not the same underlying change, so this should not be treated as a duplicate pair.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45363 is the more concrete, user-facing fusion implementation: it wires `KernelConfig` into modeling/integrations and includes an example, whereas #44979 is an API foundation for module fusion.", + "best_issue_reason": null, + "best_pr_reason": "#45363 is the best representative of the cluster because it captures the actual kernel-fusion feature and code-path integration; #44979 is a broader precursor/API scaffold rather than the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related fusion work, but different concrete changes: #44979 defines a generic module-fusion API, while #45363 implements `KernelConfig`-based kernel fusion integration. They do not appear mergeable as one PR fixing the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 26, + "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": "8345cccf00045c70f9581f3ff52c7530368a10f7490388b5eb722d4155636aa7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same Mistral regex AttributeError in the same code path and target the same issue; 45317 is the more complete version with tests, so it is the better canonical PR.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick PR 45317 as canonical: it makes the same fix as 45086 but also includes test coverage, making it the more complete representative of this bugfix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative because it addresses the same concrete AttributeError in _patch_mistral_regex and includes validation/tests, whereas 45086 is the smaller preliminary patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: same underlying AttributeError fix in src/transformers/tokenization_utils_tokenizers.py for _patch_mistral_regex, same issue target, and 45317 is an expanded version with tests rather than a different change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 26, + "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": "42d693cbf17f9c3824b94095ad3fd85f9babcf6b14070454a6659aec6378dd63", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related to Nemotron-H model support, but they do not look like duplicates: one is a narrow refactor/conversion-mapping update for inheriting GraniteMoeHybrid-compatible structure, while the other splits Nemotron H into dense/sparse variants and adds docs, auto-mapping, and tests. They touch some of the same core files, but address different concrete changes.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the broader, more complete implementation of Nemotron-H model support: it adds the new dense/sparse model packages, updates auto mappings and docs, and includes tests. PR #45115 is a narrower internal refactor around inheritance/conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the better representative of the cluster because it covers the main end-to-end productization work, whereas #45115 is a smaller structural refactor focused on checkpoint conversion and model inheritance.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared Nemotron-H files and subsystem, but the changes are not the same underlying fix: #45115 is a conversion/inheritance refactor, while #45569 introduces dense/sparse model variants plus docs and tests. They would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 26, + "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": "f006308c692f9a3220babab1d3479b8adcd7bd21fa1c38006e9e761885fa200d", + "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": "Both pull requests are about heterogeneous-layer support in Transformers, but they are not duplicates: one is a config-plumbing PR and the other is a broader modeling/cache implementation PR. They look sequential/complementary rather than the same mergeable change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader umbrella change: it adds heterogeneous model support across cache/modeling paths, whereas #45333 is narrower config-layer plumbing that appears to enable or support the larger implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the strongest standalone representative of the cluster since it covers the actual runtime code paths and tests for heterogeneous models, not just config serialization/definition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but distinct scope: #45333 adds per-layer config support in configuration_utils, while #45332 implements heterogeneous modeling/cache behavior across several runtime files. They share a subsystem, but not the same concrete bug/change and would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 26, + "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": "8f20fc05b870ae8b7eaecb79db4f75881f6e2bbdc20527f1d9d9d771d452d5f0", + "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": "The two PRs are both typing-related, but they are not the same change: #45415 is a broad type-checking sweep across many modules, while #45425 is a focused typing-compatibility refactor centered on `_typing.py` and a few related integrations. I would not merge them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR for duplication: #45415 is a broad repository-wide type-checking pass, whereas #45425 introduces specific protocol/alias definitions to unblock typing in a smaller set of code paths.", + "best_issue_reason": null, + "best_pr_reason": "#45425 is the better representative PR if one must be chosen: it is more concrete and self-contained, while #45415 is a much broader typing sweep with many unrelated file edits.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Different underlying changes. #45415 is a broad enforcement/configuration pass for type checking across many files; #45425 adds specific typing protocol/alias support and related code adjustments. Same subsystem, but not the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45615" + ], + "prepared_review_unit_hash": "84c87dbf6f7c79a39efcdcbf3534a8acfaadf8410c96b747c3d921b7d07d52d0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated pull requests: one fixes a device placement bug in model parallel code for AltCLIP/ChineseCLIP, while the other only updates Qianfan OCR XPU test expectations. They do not describe the same underlying change and should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the stronger canonical PR because it makes a concrete runtime fix in model code across multiple affected models, with matching test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best representative of the cluster since it addresses a substantive bug in the implementation rather than just adjusting expected test outputs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "Different problems: 45487 fixes token_type_ids device handling in model parallel execution, while 45615 only adds XPU-specific expected outputs for Qianfan OCR tests. They are not the same code-path bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 26, + "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": "b8d5a3fa39092c019b4edb83a1b7dcaa1a5c4f4885579a7a801d218124fc60a6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4507, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about expert parallelism, but they fix different bugs: #45548 targets config serialization and an `has_ep` helper for accelerate/ZeRO-3 loading, while #45662 fixes expert parameters being overwritten during distributed/FSDP2 loading. Shared subsystem only, not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45662 is the broader, more central EP-loading fix and touches the actual parameter-loading path; #45548 is narrower and mainly addresses config cleanup plus an EP flag helper.", + "best_issue_reason": null, + "best_pr_reason": "#45662 best represents the cluster because it addresses the concrete distributed loading failure mode with multiple code-path changes; #45548 is a smaller adjacent fix, not the core bug here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both are EP-related, but #45548 is about config serialization/EP detection for accelerate+ZeRO-3, while #45662 fixes expert parameters being overwritten during distributed loading. Different bug, different patch shape, not mergeable 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": 24, + "component_count": 26, + "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": "f1f9d6b6f493a88c895daa1df649c57d2e47a240743ef7c8fa89dec35d73d019", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same xdist-related captured_info logging problem, with PR #45645 appearing to subsume the narrower fix in #45639 and add CI log-handling updates.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45645 is the better canonical PR because it covers the same core xdist-safe captured_info fix as #45639 and additionally updates CI/report collection paths to preserve and aggregate the logs.", + "best_issue_reason": null, + "best_pr_reason": "#45645 is the strongest representative of the cluster since it contains the underlying fix plus the surrounding workflow changes needed to keep captured_info artifacts visible in CI.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying xdist collision bug for captured_info artifacts; #45645 looks like a superset of #45639 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": 25, + "component_count": 26, + "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": 26, + "component_count": 26, + "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/20260507T000029Z/analysis-runs/hybrid-model-20260507t000029z/manifest.json b/snapshots/20260507T000029Z/analysis-runs/hybrid-model-20260507t000029z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..3b339fd421accc91d4dd9bb3145948331c2f4ef4 --- /dev/null +++ b/snapshots/20260507T000029Z/analysis-runs/hybrid-model-20260507t000029z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260507t000029z", + "artifacts": { + "hybrid": "snapshots/20260507T000029Z/analysis-runs/hybrid-model-20260507t000029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260507T000029Z/analysis-runs/hybrid-model-20260507t000029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-07T00:10:49Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260507T000029Z", + "variant": "hybrid" +} diff --git a/snapshots/20260507T000029Z/manifest.json b/snapshots/20260507T000029Z/manifest.json index c798e370de0e6955de8a2903b433146a5eff34f6..ce0f89fbd4b1703c323bda56ddd1cc485cf23028 100644 --- a/snapshots/20260507T000029Z/manifest.json +++ b/snapshots/20260507T000029Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 295 }, "extracted_at": "2026-05-07T00:00:29Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260507t000029z", + "runs": { + "hybrid-model-20260507t000029z": { + "analysis_id": "hybrid-model-20260507t000029z", + "artifacts": { + "hybrid": "snapshots/20260507T000029Z/analysis-runs/hybrid-model-20260507t000029z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260507T000029Z/analysis-runs/hybrid-model-20260507t000029z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260507T000029Z/analysis-runs/hybrid-model-20260507t000029z/manifest.json", + "model": null, + "published_at": "2026-05-07T00:10:49Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260507T000029Z", "watermark": {