diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index b4c1e45a67baf68f41b072bb914b0157fa308e4e..90457ff501ea208e7fbf361f0fbf237e342b9ad0 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": "20260423T000027Z", - "generated_at": "2026-04-23T00:09:10Z", + "snapshot_id": "20260423T060036Z", + "generated_at": "2026-04-23T06:07:06Z", "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 6166aae5918ee6694fe9ba0059022384e01d40b6..6d3cf133f9bffb6ed09fe7d45de5747e9142b35c 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": "20260423T000027Z", - "generated_at": "2026-04-23T00:09:10Z", + "snapshot_id": "20260423T060036Z", + "generated_at": "2026-04-23T06:07:06Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -26,46 +26,46 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "66bfc44967010832d2937d318ab9877350859211b88141bb644aeaced5a638a0", + "prepared_review_unit_hash": "f896963cf034a0b6869742e762eee203d701c31988fd4d5e71f900f9e1548ad7", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2476, - "estimated_input_tokens": 619, - "estimated_eval_tokens": 1494 + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2476, - "estimated_input_tokens": 619, - "estimated_eval_tokens": 1494 + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three issues are only loosely related by TensorFlow/Transformers usage, but they describe different bugs: tokenization mismatch, an authentication/error-message problem, and a model-loading failure. I would not merge them as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #16618 is the closest cluster anchor because it is the only one with soft similarity links to both other issues and it concerns a concrete model-loading failure, but it is still not a true duplicate of the others.", + "summary": "These three issues do not describe the same bug: one is about Tapas tokenization mismatch, one about a bad auth/error message for private model downloads, and one about failing to load bert-base-uncased. They share only broad model/loading context, not a concrete underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the best representative of this cluster\u2019s narrow overlap because it is the most central node in the similarity graph and has the clearest, self-contained bug report.", + "best_issue_reason": "No single canonical issue: the reports are about different failure modes. If forced to pick one representative issue, 16618 is the most general/high-traffic model-loading report, but it should not absorb the others as duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different underlying problems: Tapas tokenization parity vs TensorFlow code is unrelated to a BERT model-loading failure." + "reason": "Tapas tokenization mismatch is a model-specific preprocessing issue; 'can't load bert-base-uncased' is a separate model-loading failure. They do not look like the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One is about a bad login/error message for private model downloads; the other is about failing to load bert-base-uncased. Same subsystem, but not the same bug." + "reason": "One issue is about an incorrect error message when unauthenticated for private models, while the other is about failing to load a public model. Same broad area, but different concrete problems." } ] }, @@ -87,7 +87,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:24643", "issue:30277", @@ -188,8 +188,8 @@ "issue:41762|issue:43596", "issue:43901|issue:44512", "issue:39290|issue:41720", - "issue:43039|issue:44560", "issue:43866|issue:44863", + "issue:43039|issue:44560", "issue:43854|issue:43866", "issue:43425|issue:45070", "issue:39290|issue:43531", @@ -203,340 +203,352 @@ "issue:41093|issue:41762", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "15fedc60ae7a6503aa0f525b091f17a2e02913e7b665b8cd4e7fbf2325a10fa2", + "prepared_review_unit_hash": "60a520a43966a5c6100aa8cf4c388036725642258dfb02951d51571cabc9f87f", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46483, - "estimated_input_tokens": 11621, - "estimated_eval_tokens": 23498 + "serialized_chars": 46476, + "estimated_input_tokens": 11619, + "estimated_eval_tokens": 23494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed cluster of unrelated model-support, dtype/config, docs, and DeepSpeed/FSDP issues. Only one soft duplicate pair looks high-confidence: the two DeepSpeed ZeRO-3 BERT out-of-bounds reports.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43596 is the cleanest anchor for the accepted duplicate pair: it states the DeepSpeed ZeRO-3 + BERT index-0 out-of-bounds failure clearly and concisely.", + "summary": "Most items are unrelated one-off model/runtime issues. The only clear duplicate family is the DeepSpeed ZeRO-3 \"index 0 is out of bounds for dimension 0 with size 0\" loading failure across Bert/Gemma3 reports.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the ZeRO-3 zero-sized-tensor loading bug; it states the core failure mode succinctly and matches the strongest duplicate candidate pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the best global issue candidate because it most clearly represents the only strong duplicate pair in this set; the other items are mostly separate bugs or docs problems.", + "best_issue_reason": "issue:43596 is the best anchor for the duplicate family because it captures the shared concrete code-path problem (DeepSpeed ZeRO-3 init/load hitting index-0-out-of-bounds on empty tensors).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: config attribute error vs streaming chat/completions error; not the same code path." + "reason": "Both are Qwen3.5-related, but one is a missing config attribute and the other is a streaming chat/completions failure; different bugs and code paths." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to GPT-OSS AMD GPU failure." + "reason": "Image-preprocessor dtype mismatch vs AMD GPU runtime failure are not the same underlying issue." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different models and different failure modes; both are dtype/runtime issues only at a very broad level." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS running on AMD GPUs." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "GPT-OSS on AMD GPUs vs GraniteMoEHybrid invalid-method error are unrelated." + "reason": "Different models and failures; one is AMD GPU compatibility, the other is an invalid method call in GraniteMoEHybrid." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error is a different model/path from GPT-OSS AMD GPU support." + "reason": "Qwen-3-8B-NVFP4 runtime error is a different bug from GPT-OSS failing on AMD GPUs." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated bugs." + "reason": "DeepSpeed collective mismatch during training is unrelated to ModernBERT ONNX export failure." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export vs Qwen3Moe FP8 failure are different models and subsystems." + "reason": "Both are export/load issues, but ONNX export and FineGrainedFP8Config failures are different problems." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export issue is unrelated to Qwen3 auto device-mapping cuda assert." + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cuda assert do not share a concrete code path." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs cleanup, but they reference different removed features and different pages; too broad to treat as the same bug." + "reason": "Both are docs cleanup for v5 removals, but they concern different removed topics and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug and GenerationMixin import regression are unrelated." + "reason": "ONNX export error is unrelated to the GenerationMixin import regression." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both mention indexing errors, but the model/setup and error shape differ enough that the underlying bug is not clearly the same." + "reason": "Both are index errors, but one is ZeRO-3 loading of Bert, the other is a mask/tensor shape mismatch; not the same bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Zero-3+BERT index-out-of-bounds vs mask/tensor shape mismatch are different concrete failures." + "reason": "Different failure modes and code paths: ZeRO-3 empty-shard load vs mask shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Shape-mismatch indexing error and GPT-OSS tensor-parallel issue are unrelated." + "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different failure signatures and code paths; not the same bug." + "reason": "Shape mismatch in indexing is not the same as Qwen3.5 embedding unpacking with TRL SFT trainer." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer-mapping add-new-model-like failure is unrelated to the mask/tensor shape mismatch." + "reason": "Tokenizer mapping-name tooling issue is unrelated to the mask/index shape mismatch bug." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice preset parsing does not match ModernBERT export failure." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed ZeRO-3, but the collective mismatch and BERT index error are different bugs." + "reason": "Collective mismatch during ZeRO-3 training is a different bug from index-0-out-of-bounds during ZeRO-3 loading." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Near-identical DeepSpeed ZeRO-3 BERT out-of-bounds reports with the same error pattern and same underlying code path." + "reason": "Same concrete ZeRO-3 loading failure; both report index-0-out-of-bounds on size-0 tensors, with only model phrasing differing." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization regression and LoRA merge/reload inconsistency are separate problems." + "reason": "Detokenization regression and LoRA merge/save inconsistency are separate issues." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy behavior is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Liger Kernel cross_entropy invocation is unrelated to GPT-OSS MoE tensor parallel failure." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen NVFP4 runtime error and LoRA merge/save mismatch are unrelated." + "reason": "Qwen NVFP4 runtime failure and LoRA merge/save output mismatch are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP checkpointing recompute mismatch is not the same as the mask/tensor indexing error." + "reason": "Activation-checkpointing/FSDP tensor recomputation mismatch is not the same as a mask indexing shape error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the weight-dimension error and collective mismatch are distinct failures." + "reason": "DeepSpeed weight-dimension error and collective mismatch are different training failures." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization bug vs GPU backend support issue; unrelated." + "reason": "Incorrect detokenization is unrelated to AMD GPU execution failure." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 indexing bug and GPT-OSS tensor-parallel bug are different issues." + "reason": "ZeRO-3 loading failure is unrelated to GPT-OSS tensor-parallel behavior." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing/FSDP issue is unrelated to CustomTrainer compute_loss signature regression." + "reason": "FSDP checkpointing tensor-size mismatch is unrelated to CustomTrainer.compute_loss signature regression." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and different failure classes." + "reason": "ZeRO-3 load-time index error is not the same as GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43716", - "right": "issue:44292", + "right": "issue:45507", "accept": false, - "reason": "Mistral-3 dtype mismatch and Qwen NVFP4 runtime error do not share the same bug." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 vLLM config attribute error and Mistral tokenizer regex patch crash are unrelated." + "reason": "Gemma3 sliding_window_pattern missing attribute and Mistral tokenizer patch crash are unrelated." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS TP failure are not the same underlying problem." + "reason": "Autocast dtype mismatch is not the same as GPT-OSS MoE TP failure." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer method signature change are unrelated." + "reason": "Qwen3.5 embedding unpacking with TRL and GPT-OSS tensor parallel are different code paths." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:34928", + "right": "issue:41720", "accept": false, - "reason": "Liger Kernel cross-entropy path is unrelated to the indexing shape mismatch." + "reason": "Activation checkpointing/FSDP size mismatch is unrelated to Qwen3 auto device mapping cuda assert." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral grouped_mm tracing error is unrelated to Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failures: autocast dtype mismatch vs NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen NVFP4 runtime failure are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error and TRL embedding unpacking failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", "accept": false, - "reason": "FSDP activation checkpointing bug and GenerationMixin import error are unrelated." + "reason": "Liger Kernel cross_entropy call and Qwen3.5 embedding unpacking are different issues." }, { "left": "issue:41762", "right": "issue:43596", - "accept": false, - "reason": "Both are ZeRO-3 index errors, but they involve different model families and enough context difference to avoid merging." + "accept": true, + "reason": "Same ZeRO-3 empty-tensor index-out-of-bounds load failure, just reported against different models." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions, but they concern different removed APIs and different documentation targets." + "reason": "TextClassificationPipeline docs and transformers run command docs are separate documentation cleanups." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 vLLM config regression and Qwen3 auto-device CUDA assert are unrelated." - }, - { - "left": "issue:43039", - "right": "issue:44560", - "accept": false, - "reason": "Liger Kernel cross-entropy issue and Qwen3-vl video StopIteration are unrelated." + "reason": "Gemma3 vLLM attribute regression is unrelated to Qwen3 auto device mapping cuda assert." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint report and NemotronH loading failure are not the same bug." + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading are different model-specific problems." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test loading failure vs corrupted checkpoint; too different to duplicate." + "reason": "Unit-test model loading issue for GLM-4.7-Flash is not the same as an Ovis2 checkpoint corruption report." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic PretrainedConfig field breakage are unrelated." + "reason": "Torch compatibility complaint and pydantic PretrainedConfig field breakage are different issues." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Different Qwen/Gemma sliding-window issues and different configs; not clearly the same bug." + "reason": "Gemma3 sliding_window_pattern and Qwen3-MoE sliding_window are separate model/config regressions." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both are indexing/shape errors, but they occur in different model/setup contexts and are not clearly duplicates." + "reason": "Mask shape mismatch is unrelated to ZeRO-3 loading of a Bert model." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 weight-tie bug and Ovis2 corrupted checkpoint are unrelated." + "reason": "Mistral3 lm_head weight tying bug is unrelated to Ovis2 checkpoint corruption." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and streaming API failure are different symptoms with different likely causes." + "reason": "Qwen3.5 chat crash and streaming chat/completions failure are different Qwen3.5 issues." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper load failure and pydantic model regression are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:43828", - "accept": false, - "reason": "Grouped_mm tracing error on Mixtral and autocast dtype mismatch on Phi-tiny-MoE are different code paths." + "reason": "Whisper loading failure and pydantic field breakage are unrelated." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import regression and Gemma3 sliding-window config error are unrelated." + "reason": "GenerationMixin import error is unrelated to Gemma3 sliding_window_pattern regression." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and template-node compile error are unrelated." + "reason": "Voxtral processor failure and template compilation error are different bugs." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are mask/index errors, but they are on different models and not clearly the same root cause." + "reason": "Mask/index shape mismatch is unrelated to ZeRO-3 index-out-of-bounds loading." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support request are unrelated." + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are different features/issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:43596 vs issue:43638, is supported by very similar DeepSpeed ZeRO-3 + index-out-of-bounds reports. The remaining rejections are generally cautious and do not overclaim duplication from broad similarity alone." + "feedback": "Grounded overall. The only clear duplicate family identified in the packet is the DeepSpeed ZeRO-3 size-0 tensor index-out-of-bounds loading bug across issue:41762, issue:43596, and issue:43638, and the accepted soft-edge pairs are conservative. I did not see evidence of overstatement in the summary or verdicts." }, "evaluator_used": true, "retried": false, @@ -555,7 +567,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:36331", "issue:39186", @@ -617,8 +629,8 @@ "issue:44661|issue:45464", "issue:39290|issue:43742", "issue:43054|issue:43994", - "issue:43541|issue:44589", "issue:41093|issue:43596", + "issue:43541|issue:44589", "issue:42915|issue:43541", "issue:40990|issue:44960", "issue:39186|issue:44918", @@ -635,27 +647,27 @@ "issue:43950|issue:44534", "issue:43644|issue:43950", "issue:44292|issue:45507", - "issue:43828|issue:44928", "issue:39692|issue:43054", + "issue:43828|issue:44928", "issue:41553|issue:43883", "issue:43866|issue:44403", "issue:36331|issue:41762", "issue:44560|issue:45507" ], - "prepared_review_unit_hash": "8ef8a5bf83a138b19ad11e4fbf89972cf8ba6404e8221ff3813f09ee968e3c06", + "prepared_review_unit_hash": "0b5b2b0a8aa00287ffa4e16f338be81efd1e13cb79f57849ed6c798de4b9ca33", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37565, + "serialized_chars": 37566, "estimated_input_tokens": 9392, "estimated_eval_tokens": 19040 }, @@ -664,226 +676,223 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, but it contains two clear duplicate subclusters: non-persistent buffer corruption in Transformers v5, and a SigLIP2 output-quality regression. Most other soft edges are only broad topical similarity and should be rejected.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer regression and has direct duplicates in the set (issue:43644, issue:44534).", + "summary": "This cluster is highly heterogeneous: the items span unrelated model-specific bugs, docs issues, config regressions, and runtime errors. The soft-similarity pairs mostly share broad regression language or similar stack traces, but they do not describe the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43950 is the most actionable and well-scoped issue here: concrete regression, clear symptom, and it anchors the strongest duplicate cluster.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Different bugs: one is a missing config field, the other is a pydantic/PretrainedConfig regression." + "reason": "Both mention v5 config changes, but one is about a missing pad token field in StableLmConfig and the other is a pydantic PretrainedConfig field breakage; different failures." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both mention v5 regressions, but the symptoms and code paths are unrelated (int4 OOM vs tied weights)." + "reason": "Both involve v5/quantization/tied-weights concerns, but one is CUDA memory/OOM under int4 quantization and the other is translation-model weight tying semantics." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE failures: torch dynamo grouped_mm tracing error vs tensor-parallel support issue." + "reason": "Both touch MoE models, but one is a grouped_mm/dynamo tracing runtime error in Mixtral and the other is tensor-parallel-only failure in GPT-OSS MoE; different code paths." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Unrelated runtime failures: autocast dtype mismatch vs streaming inference API failure." + "reason": "One is an autocast dtype mismatch in Phi-tiny-MoE, the other is a streaming inference API failure on Qwen3.5; no same underlying bug." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "One is init_empty_weights/_is_hf_initialized, the other is a pydantic model field breakage." + "reason": "One is init_empty_weights rejecting _is_hf_initialized, the other is a pydantic PretrainedConfig regression; different initialization layers." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Different domains: GGUF architecture support vs Qwen3.5 streaming inference." + "reason": "GGUF/gpt-oss support request is unrelated to Qwen3.5 streaming API failures." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PretrainedConfig/pydantic issues." + "reason": "Qwen3-MoE sliding_window handling and a pydantic config-field break are unrelated." }, { "left": "issue:44661", "right": "issue:45464", "accept": false, - "reason": "Tokenizer-mapping model addition bug is unrelated to streaming inference." + "reason": "Tokenizer mapping-name bug versus Qwen3.5 streaming inference failure; different subsystems and symptoms." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Different model-specific loading errors with no clear shared code path." + "reason": "Gemma3/vLLM sliding_window-pattern attribute error is unrelated to MobileLLM loading key errors." }, { "left": "issue:43054", "right": "issue:43994", - "accept": true, - "reason": "Both describe SigLIP2 producing bad/nonsensical outputs, likely the same model regression." - }, - { - "left": "issue:43541", - "right": "issue:44589", "accept": false, - "reason": "Different failures: grouped_mm tracing vs missing Float8 storage type." + "reason": "Both concern SigLIP2 text embeddings, but one is about worse embeddings and the other about nonsensical AutoModel/pipeline outputs; not clearly the same defect." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are shape/index errors, but the model/setup and likely root cause differ." + "reason": "Both are IndexError-on-load reports, but one is a mask/tensor length mismatch and the other is a DeepSpeed ZeRO-3/BertModel empty-dimension issue." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Mixtral tracing grouped_mm failure and missing Float8 storage object are different runtime errors." }, { "left": "issue:42915", "right": "issue:43541", "accept": false, - "reason": "Different MoE-specific problems and different failure modes." + "reason": "Both involve MoE models, but Qwen3MoE FineGrainedFP8Config failure is unrelated to Mixtral grouped_mm tracing." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "No meaningful overlap beyond being model-quality/perplexity complaints." + "reason": "GPT-OSS perplexity regression and a placeholder GLM5 issue are not the same bug." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "Different training/runtime failures: FSDP weight-shape error vs TRL unpacking embeddings." + "reason": "FSDP weight dimensionality error and TRL SFT unpacking failure on Qwen3.5 are different code paths." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Related theme of tied weights, but the model scope and failure mode are not clearly the same bug." + "reason": "Untied lm_head weight in Mistral3 and translation-model tied-weights issues are related only at a very high level, not the same concrete bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook/custom model init issue is unrelated to flash-attn fallback checks." + "reason": "Jupyter custom-model initialization regression is unrelated to flash-attn2 fallback selection checks." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache/group type crash is unrelated to tied-weight regressions." + "reason": "PagedAttentionCache linear_attention crash is a cache/group-type bug, not a tied-weights issue." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading is a different model-loading problem." + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weight handling." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied weights." + "reason": "Quantization/offloading behavior and tied-weights regression are different problems." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "Completely different issues: DSA indexer internals vs outdated docs." + "reason": "DSA indexer ReLU discussion is unrelated to docs mentioning a removed run command." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "No shared concrete bug; MoE FP8 failure vs flash-attn fallback gating." + "reason": "Qwen3Moe FP8 model failure and flash-attn2 fallback checks are unrelated." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model families and unrelated runtime errors." + "reason": "TRL SFT unpacking failure and GraniteMoEHybrid invalid method call do not share the same failing code path." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is not the same as stale CLI docs." + "reason": "Cache-strategy typo and removed run-command docs issue are separate documentation problems." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different inference bugs with unrelated symptoms and models." + "reason": "Detokenization bug in deepseek-coder and Qwen-3-8B-NVFP4 runtime error are different model-specific issues." }, { "left": "issue:43950", "right": "issue:44534", - "accept": true, - "reason": "Both report the same non-persistent-buffer corruption regression in Transformers v5." + "accept": false, + "reason": "Both concern non-persistent buffers in v5, but one is silent corruption during from_pretrained and the other is a general fills-with-junk report; not enough evidence of one bug." }, { "left": "issue:43644", "right": "issue:43950", - "accept": true, - "reason": "Same bug: v5 corrupts non-persistent buffers during load/init." + "accept": false, + "reason": "Both are non-persistent buffer regressions, but one is about junk-filled buffers at load time and the other is a from_pretrained corruption report; likely related theme, not same concrete bug." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen NVFP4 runtime error and GraniteMoE invalid method are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method call are unrelated." }, { - "left": "issue:43828", - "right": "issue:44928", + "left": "issue:39692", + "right": "issue:43054", "accept": false, - "reason": "Both involve dtype/numerics, but the actual failures and code paths differ." + "reason": "SigLIP2 docs example errors and degraded SigLIP2 text embeddings are both about the model family, but one is documentation/example breakage and the other is model quality/behavior." }, { - "left": "issue:39692", - "right": "issue:43054", + "left": "issue:43828", + "right": "issue:44928", "accept": false, - "reason": "Both mention SigLIP2, but docs example errors and embedding-quality regression are different problems." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 RLHF NaN explosions from 3D position_ids." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad tokenizer error message vs missing all_tied_weights_keys are unrelated." + "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys on MolmoForCausalLM are different bugs." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and loading noise are not the same bug." + "reason": "Corrupted Ovis2 checkpoint and unnecessary load noise are unrelated." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different training/loading failures with no shared root cause." + "reason": "Unexpected compute_loss keyword in CustomTrainer and Gemma3 ZeRO-3 loading index error are different training/loading failures." }, { "left": "issue:44560", "right": "issue:45507", "accept": false, - "reason": "Qwen3-vl video StopIteration and GraniteMoE invalid method are unrelated." + "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid method call are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded in the packet and appropriately conservative. The two supported duplicate clusters are the non-persistent-buffer regression (43950/43644/44534) and the SigLIP2 bad-output pair (43054/43994). The other soft-edge pairs are rejected with cautious, issue-title-based reasoning rather than overclaiming evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -898,11 +907,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ - "issue:36331", "issue:38175", - "issue:41093", "issue:41553", "issue:41762", "issue:42491", @@ -939,6 +946,7 @@ "issue:44589", "issue:44661", "issue:44863", + "issue:44928", "issue:44960", "issue:44991", "issue:45020", @@ -947,11 +955,12 @@ "issue:45313", "issue:45356", "issue:45399", - "issue:45520" + "issue:45520", + "issue:45588" ], "soft_pairs": [ - "issue:43872|issue:44589", "issue:41553|issue:43881", + "issue:43872|issue:44589", "issue:38175|issue:43054", "issue:42947|issue:44387", "issue:43054|issue:43493", @@ -981,250 +990,250 @@ "issue:41553|issue:44991", "issue:43940|issue:45313", "issue:43872|issue:44291", + "issue:44928|issue:45588", "issue:43854|issue:44863", "issue:43257|issue:45305", "issue:41553|issue:44488", - "issue:42915|issue:43872", - "issue:36331|issue:41093" + "issue:42915|issue:43872" ], - "prepared_review_unit_hash": "7204b8a2d4879c591ed731bf4a7cc7098cdfe1756b9cc484c1c7a3834e3f68bd", + "prepared_review_unit_hash": "c47385f665cfc2d13e51f9eb62cf17572d6875f5f8bef34d8c5b3529f71235fc", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38577, - "estimated_input_tokens": 9645, - "estimated_eval_tokens": 19546 + "serialized_chars": 38589, + "estimated_input_tokens": 9648, + "estimated_eval_tokens": 19552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly unrelated issues, but there are two clear duplicate pairs: the transformers 5.x `_is_hf_initialized` loading TypeError, and the docs regression about removed pipeline tasks still being referenced. Everything else looks too broad or symptom-level to merge as duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44291 is the clearest root-cause report for the `_is_hf_initialized` TypeError during `init_empty_weights` loading, and it covers the broader failure mode better than the narrower bitsandbytes-specific report in issue:43872.", + "summary": "This cluster is mostly a grab-bag of transformer loading/regression reports across different models. Only a few pairs look like true duplicates: docs pipeline cleanup, Whisper feature-extraction failure, SigLIP2 implementation mismatch, DeepSpeed ZeRO-3 load failures, and the `_is_hf_initialized`/`init_empty_weights` TypeError.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45020 is the broadest open tracker in the set for recent-version `remote_code` breakage, so it is the best umbrella issue even though many other items are narrower and not exact duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44291 is the strongest representative issue overall: it has the most explicit technical cause, a clear reproduction path, and spans the general loading regression rather than one library-specific manifestation.", + "best_issue_reason": "As the most general open issue touching the shared regression theme, it is the best candidate to anchor the cluster; the rest are mostly model-specific symptoms rather than the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43872", - "right": "issue:44589", + "left": "issue:41553", + "right": "issue:43881", "accept": false, - "reason": "Different failures: bitsandbytes `_is_hf_initialized` construction error vs a float8 storage lookup error." + "reason": "Different models and different failures: AutoTokenizer/Voxtral error message vs GLM-4v loading failure." }, { - "left": "issue:41553", - "right": "issue:43881", + "left": "issue:43872", + "right": "issue:44589", "accept": false, - "reason": "Different models and different failure modes; only loosely related around model loading." + "reason": "Both are low-level incompatibilities, but `_is_hf_initialized` and missing `Float8_e4m3fnStorage` are distinct bugs." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but the reported symptoms are different enough that they do not look like the same bug." + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is worse embeddings; not the same concrete defect." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Unrelated regressions: LoRA gradient checkpointing vs int4 quantization memory growth." + "reason": "LoRA/gradient-checkpointing behavior is unrelated to the int4 CUDA reserved-memory OOM." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "Related to SigLIP2 quality/discrepancy, but not enough evidence they are the same concrete bug." + "accept": true, + "reason": "Both point to a SigLIP2 HF-vs-original implementation mismatch causing degraded outputs." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different architectures and different errors; no shared code-path is evident." + "reason": "Model loading failure and missing `all_tied_weights_keys` are different code paths and symptoms." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific inability to load a particular model." + "reason": "Generic loading noise is not the same bug as failing to load `vesteinn/ScandiBERT`." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different training concerns: ineffective checkpointing vs MoE memory usage." + "reason": "Both are training/memory issues, but one is LoRA checkpointing and the other is MoE memory inefficiency." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization bug and a Python 3.13 flash-attn import key error are unrelated." + "reason": "Detokenization regression and `flash_attn` import failure are unrelated." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve remote-code loading, but one is a specific AutoConfig field-loss bug and the other is a broader regression claim." + "reason": "`trust_remote_code` missing fields is a specific config-return bug, not the same as the broader remote_code breakage report." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Same broad area of model loading, but different models and no concrete shared bug." + "reason": "A generic loading-noise complaint is not the same as a specific model load failure." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and different load-time failures; no direct duplicate evidence." + "reason": "Qwen3VL `weight_only=True` error and GLM5 loading issues are different model-specific failures." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA compatibility across versions vs a tie_word_embeddings warning; not the same issue." + "reason": "LoRA checkpoint compatibility and a `tie_word_embeddings=False` warning are not the same underlying bug." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different model families and different DeepSpeed/FP8 failure modes." + "reason": "Both involve model loading, but Gemma3 ZeRO-3 and Qwen3MoE FineGrainedFP8Config failures are distinct." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Tokenizer detokenization regression vs model loading failure; not the same bug." + "reason": "Tokenizer detokenization regression vs a checkpoint loading failure." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both involve recent regressions, but one is general remote-code breakage and the other is a tokenizer codec/fix_mistral_regex issue." + "reason": "Broad remote_code regressions and the Kimi-K2.5 tokenizer codec/regex warning regression are different issues." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Different problems: tokenizer mapping guardrail vs remote-code loading regressions." + "reason": "`add-new-model-like`/tokenizer-mapping handling is a different bug than remote_code loading breakage." }, { "left": "issue:43054", "right": "issue:43278", "accept": false, - "reason": "Both mention embeddings, but one is model quality and the other is dtype drift between train/eval." + "reason": "Embedding-quality regression and BF16-to-FP32 dtype change during evaluate are not the same defect." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "ImportError for a missing class vs the `_is_hf_initialized` construction TypeError." + "reason": "Qwen2.5-VL import failure and bitsandbytes `_is_hf_initialized` incompatibility are unrelated." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure vs flash-attn fallback gating; unrelated code paths." + "reason": "Tokenizer loading regression and flash-attn fallback logic are separate problems." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both say v5 docs still reference removed pipeline tasks like summarization/translation/text2text-generation." + "reason": "Both are the same docs cleanup: pipeline task docs still referencing removed v5 pipeline entries." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "Possible Whisper-related overlap, but the titles are too vague to conclude the same underlying bug." + "accept": true, + "reason": "Both describe the same Whisper fbank feature-extraction failure path." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn fallback blocking are different failure paths." + "reason": "Mistral regex patch crash and flash-attn fallback gating are unrelated." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights and non-persistent buffer corruption are different regressions." + "reason": "Untied `lm_head` weights and non-persistent buffer corruption are different model-loading bugs." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Different Qwen3 MoE issues: weight conversion/loading vs a corrupted checkpoint." + "reason": "Qwen3 MoE weight conversion/loading and Ovis checkpoint corruption are different failures." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "Different symptoms and different model families; only broad version/regression context overlaps." + "reason": "Qwen3 MoE FP8 loading failure is not the same as the broad remote_code regression issue." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Model-specific key error vs flash-attn fallback gating; not the same bug." + "reason": "MobileLLM key-error loading and flash-attn fallback checks are unrelated." }, { "left": "issue:41553", - "right": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Different models and different loading outcomes." + "reason": "Voxtral AutoTokenizer error and est-roberta tokenizer regression do not share the same code path." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Both are ZeRO-3 load failures, but for different Qwen model variants and different affected tensors." + "accept": true, + "reason": "Both are DeepSpeed ZeRO-3 load failures where Qwen-family weights end up missing in a specific submodule/path." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` TypeError during `init_empty_weights`/model loading; 43872 is a bitsandbytes-specific manifestation of the same incompatibility." + "reason": "Both are the same `_is_hf_initialized` / `init_empty_weights` TypeError during empty-weight loading." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion/SDPA fallback and a flash_attention `s_aux=None` crash are different problems." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are model loading failures, but they concern different models with no shared code path evident." + "reason": "GLM-4.7-Flash unit-test loading failure and NemotronH checkpoint loading failure are unrelated model-specific issues." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Different DeepSpeed/Qwen training regressions with different symptoms and causes." + "reason": "Qwen3 MoE weight-conversion under accelerate+deepspeed and GAS gradient averaging are different training/load bugs." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different model-loading reports without a concrete shared bug." - }, - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Unrelated TypeErrors/IndexErrors; the shared surface of an exception is too generic to merge." + "reason": "Voxtral tokenizer loading and `cjvt/sleng-bert` loading failures are not the same underlying issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the two accepted duplicate pairs are well supported by the issue titles. The soft-edge verdicts are generally conservative and avoid over-merging symptom-level similarities." + "feedback": "Grounded overall. The cluster summary stays conservative, and the accepted soft pairs are plausibly the same bugfixes based on the packet titles/descriptions. No soft-edge verdict looks overstated relative to the evidence." }, "evaluator_used": true, "retried": false, @@ -1243,11 +1252,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:24643", "issue:30064", "issue:36010", + "issue:36331", "issue:38175", "issue:39692", "issue:41093", @@ -1271,9 +1281,7 @@ "issue:43957", "issue:43994", "issue:44155", - "issue:44451", "issue:44479", - "issue:44488", "issue:44530", "issue:44534", "issue:44560", @@ -1295,6 +1303,7 @@ "issue:45584" ], "soft_pairs": [ + "issue:36331|issue:41093", "issue:41093|issue:44805", "issue:43872|issue:45538", "issue:44479|issue:44560", @@ -1306,8 +1315,8 @@ "issue:43550|issue:44910", "issue:43645|issue:43646", "issue:43950|issue:45325", - "issue:43366|issue:44589", "issue:44560|issue:44918", + "issue:43366|issue:44589", "issue:43824|issue:43957", "issue:42915|issue:43957", "issue:42617|issue:43366", @@ -1323,226 +1332,231 @@ "issue:45313|issue:45357", "issue:38175|issue:39692", "issue:42491|issue:43720", - "issue:44960|issue:44977", - "issue:44451|issue:44488" + "issue:44960|issue:44977" ], - "prepared_review_unit_hash": "3bca589c0d67b30538434f8d1195859e9608541fc6ea0c3d1a847f7188cbcd34", + "prepared_review_unit_hash": "f679dc65db91cc3a71d3ec2c73e0c229a3227aafe6cc58e35afa41cf2e819fa0", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36654, - "estimated_input_tokens": 9164, - "estimated_eval_tokens": 18584 + "serialized_chars": 36147, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "A mostly loose cluster with only two convincing duplicate pairs: the Transformers 5.x non-persistent-buffer regression (43644\u219444534) and the custom-model initialization regression (43645\u219443646). The other soft links are mostly title/model-family similarity without enough shared body evidence, so they should stay separate.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43644 is the cleanest canonical anchor: it describes the Transformers 5.0.0 non-persistent-buffer corruption crisply and has a near-exact duplicate in 44534.", + "summary": "Mostly a heterogeneous set of unrelated bug reports. Only a few soft pairs look like true duplicates: the two Transformers 5.x custom-model-init regressions, the two non-persistent-buffer corruption reports, and the two shape-mismatch reports. The rest are too broad or touch different code paths.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43644 is the strongest canonical candidate among the true duplicate subclusters: it states the regression clearly, is earlier, and has a direct duplicate-style sibling in issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest overall issue candidate because it is narrowly scoped, clearly reproducible, and backed by the closest duplicate match in the packet.", + "best_issue_reason": "issue:43644 is the best single issue candidate overall, but only for the non-persistent-buffer regression subcluster; the broader item set is too mixed to have one perfect canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: Trainer loss signature mismatch vs tensor mask/index shape mismatch. Same broad ML stack, not the same bug." + }, { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Same generic IndexError wording, but the packet does not provide enough shared body evidence to prove the same underlying bug." + "accept": true, + "reason": "Both report the same mask-vs-indexed-tensor shape mismatch error pattern, likely the same underlying sequence-length bug." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Unrelated failures: bitsandbytes initialization incompatibility vs tokenizer max-length behavior." + "reason": "bitsandbytes constructor incompatibility vs tokenizer max-length constant issue; no shared failure path." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen video-related, but the reported failures differ and the packet lacks evidence they are the same code-path bug." + "reason": "Both are video-related, but one is a model family regression and the other is an empty-input/StopIteration case." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different problems: PagedAttentionCache linear_attention crash vs NemotronH checkpoint loading." + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Broad model-family overlap only; gpt-oss GGUF support and Phi-tiny-MoE dtype mismatch are different issues." + "reason": "GGUF architecture support request vs autocast dtype mismatch in Phi-tiny-MoE are different code paths." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different models and failure modes; no evidence they share the same underlying bug." + "reason": "AudioFlamingo3 track leakage is unrelated to Whisper empty-transcription generation handling." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Completely separate domains: DeepSpeed training weight-shape error vs image processor void segmentation map failure." + "reason": "DeepSpeed weight-dimension runtime error vs void segmentation-map processing; unrelated." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Same ecosystem, but support for GGUF gpt-oss and a Qwen3-MoE sliding_window bug are not the same change." + "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window behavior are different model-feature issues." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different concrete failures: Bamba torch.compile/SDPA vs Qwen3.5 flash-attention position_ids handling." + "reason": "Different models and failure modes: torch.compile+SDPA vs Flash-Attention position_id misinterpretation." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These describe the same custom-model initialization regression; one is a notebook-specific manifestation of the broader failure." + "reason": "Both describe the same Transformers 5.0 custom-model initialization regression; one is just notebook-specific." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Both are Transformers regressions, but one is non-persistent-buffer corruption and the other is Qwen2.5-VL temporal position_id scaling." + "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope-index scaling are unrelated regressions." }, { - "left": "issue:43366", - "right": "issue:44589", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "No shared code-path evidence; GGUF architecture support and Float8 storage lookup are distinct bugs." + "reason": "Different Qwen3.5 video/input bugs: empty video iteration vs TRL embedding unpacking." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:43366", + "right": "issue:44589", "accept": false, - "reason": "Both mention Qwen video/embedding behavior, but the reported failures are different enough that they should not be merged on title similarity alone." + "reason": "GGUF model support request is unrelated to Float8 storage lookup failure." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Separate bugs: import/export naming for Qwen2.5-VL vs meta-device loading regression." + "reason": "Import error for a missing class and meta-device loading problems are separate issues." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Both involve model loading, but the concrete failures are different and not the same bug." + "reason": "Qwen3Moe FP8 failure and meta-device loading regression do not share the same code path." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "A script execution failure and GGUF model support are unrelated." + "reason": "3D parallel script failure and gpt-oss GGUF support are unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Shared SigLIP2 model family only; the packet does not show enough shared bug-body evidence to call them duplicates." + "reason": "Both concern SigLIP2, but one is zero probabilities and the other is a broader AutoModel/pipeline nonsense-result report; not the same concrete bug." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom-model initialization and non-persistent-buffer corruption are different regressions." + "reason": "Custom-model initialization regression is different from non-persistent buffer corruption." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different failure classes: video StopIteration vs mask/tensor shape mismatch." + "reason": "Video StopIteration bug is unrelated to the tensor-mask shape mismatch." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading." + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Both are loading/registration issues, but they affect different code paths and are not the same underlying bug." + "reason": "DeepSpeed ZeRO-3 Bert indexing bug is unrelated to add-new-model-like tokenizer mapping validation." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Similar validation theme, but different models and different concrete config failures." + "reason": "Both involve config validation, but they target different models and different validation failures." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed ZeRO-3 Bert init failure and TOKENIZER_MAPPING_NAMES restriction are unrelated." + "reason": "ZeRO-3 empty-index error and tokenizer-mapping failure are different problems." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Near-verbatim duplicate: both report Transformers v5 filling non-persistent buffers with junk." + "reason": "Same regression: Transformers 5.x corrupts non-persistent buffers during loading; 44534 is a reworded follow-up." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different issues: dequantized-model offload failure vs mmap/OOM behavior on Strix Halo." + "reason": "gpu+cpu offload loading failure and Strix Halo mmap/OOM workaround are not the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Same model family, but ZeRO-3 weight loading and save_pretrained visual-key serialization are different bugs." + "reason": "ZeRO-3 language_model weight loading and visual-encoder key saving are different Qwen3.5 regressions." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "SigLIP2 overlap is too broad; the issues describe different symptoms and one is an example/documentation problem." + "reason": "The SigLIP2 model-output issue and the docs example with model/processor mismatch plus quantization failure are not the same underlying change." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different code paths: Qwen3-MoE LoRA compatibility vs BitNet packed-weight loading." + "reason": "LoRA/qwen3_moe branch-compatibility issue is unrelated to BitNet packed-weight loading." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen/GLM-family generation reports, but they do not appear to be the same concrete bug." + "reason": "GLM5 placeholder issue and Qwen3.5 flash-attention generation failure are unrelated." }, { - "left": "issue:44451", - "right": "issue:44488", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Similar BERT-loading symptom, but the packet does not provide enough evidence that they are the same underlying checkpoint issue." + "reason": "Duplicate of a previous false match: these are different Qwen3.5 video/trainer failures." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Several soft-edge accepts are not conservative enough given the packet. In particular, 41093\u219444805, 44479\u219444560, 38175\u219443994, and 44451\u219444488 are all supported only by broad title similarity/model family overlap; the packet provides no shared issue-body evidence, so treating them as duplicates is too strong. The summary also overstates the number of \u2018clear duplicates\u2019 and is a bit inconsistent with the verdict list. The strong near-exact duplicate 43644\u219444534 looks grounded, but the overall clustering should be more cautious." + "accept": true, + "feedback": "The summary is well grounded in the packet and stays appropriately conservative overall. The accepted soft pairs are limited to clearly similar regressions with matching error patterns or titles, and the rejected pairs mostly have distinct failure modes/code paths as stated." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1558,7 +1572,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:36010", "issue:39404", @@ -1590,14 +1604,12 @@ "issue:44387", "issue:44402", "issue:44451", - "issue:44479", "issue:44488", "issue:44661", "issue:44683", "issue:44743", "issue:44756", - "issue:44863", - "issue:44877", + "issue:44910", "issue:44912", "issue:44928", "issue:44960", @@ -1607,15 +1619,17 @@ "issue:45292", "issue:45335", "issue:45362", - "issue:45406" + "issue:45406", + "issue:45588" ], "soft_pairs": [ + "issue:44451|issue:44488", "issue:43708|issue:44075", "issue:43854|issue:43931", "issue:43856|issue:43873", "issue:42491|issue:45276", - "issue:41720|issue:42915", "issue:43257|issue:43854", + "issue:41720|issue:42915", "issue:39692|issue:43994", "issue:43856|issue:44387", "issue:44488|issue:44991", @@ -1624,13 +1638,14 @@ "issue:42915|issue:44756", "issue:42491|issue:43931", "issue:44661|issue:44683", + "issue:44910|issue:45588", "issue:42491|issue:43856", "issue:43404|issue:43454", "issue:45276|issue:45335", "issue:36010|issue:39404", "issue:44164|issue:44291", - "issue:41720|issue:44155", "issue:44402|issue:44488", + "issue:41720|issue:44155", "issue:43873|issue:44387", "issue:39692|issue:44960", "issue:44387|issue:44756", @@ -1645,290 +1660,271 @@ "issue:43957|issue:44756", "issue:44164|issue:44756", "issue:43646|issue:43708", - "issue:45292|issue:45335", - "issue:44479|issue:44877", - "issue:44402|issue:44451", - "issue:43645|issue:44164", - "issue:43257|issue:44863" + "issue:45292|issue:45335" ], - "prepared_review_unit_hash": "e07bfa254ad8ee572a4915fbba0937250bc39573183d250a41d3950f3325f6e0", + "prepared_review_unit_hash": "98218be164eda487b852383b837f16477a3b94f97a3544135ac982640d5ba542", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 39471, - "estimated_input_tokens": 9868, - "estimated_eval_tokens": 19992 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 38393, + "estimated_input_tokens": 9599, + "estimated_eval_tokens": 19454 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated model/load/regression reports. The only clear duplicate family is the `resize_token_embeddings` regression affecting model-specific embedding/output layers across Gemma4, T5Gemma, and the generic output_embeddings report.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45292 is the best representative of the duplicate family: it states the core, model-agnostic symptom (`resize_token_embeddings` not affecting `output_embeddings`) that the Gemma4 and T5Gemma reports appear to be instances of.", + "summary": "This cluster is mostly heterogeneous: the soft links are driven by broad lexical similarity (loading errors, quantization, resize_token_embeddings, flash attention, etc.) rather than a single shared bug. I do not see a safe global duplicate canonical; the only near-subcluster is around resize_token_embeddings, but even there the affected model paths differ.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the strongest global issue candidate because it is the most generic and reusable description of the shared `resize_token_embeddings` bug, and it is open while the near-duplicates are more model-specific.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/model load failures, but for different models and likely different root causes." + }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Different bugs: checkpoint resumption step calculation vs optimizer arguments being ignored." + "reason": "Trainer checkpoint-step math and SGD-optimizer arguments are unrelated bugs." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are loading failures, but for different models and different failure modes." + "reason": "Different loading failures on different model families; no shared code-path is evident." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is a Qwen3 MoE memory issue; the other is offloading with quantization. Not the same underlying bug." + "reason": "Qwen3 MoE training memory usage and quantization offload behavior are separate issues." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "LoRA compatibility on hf4.x/main branch is unrelated to Gemma4 token-embedding resizing." + "reason": "LoRA/hf4.x vs hf5.x compatibility is unrelated to Gemma4 resize_token_embeddings behavior." }, { - "left": "issue:41720", - "right": "issue:42915", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Both involve Qwen3-family models, but one is auto device mapping/cuda assert and the other is FineGrainedFP8 config failure." + "reason": "MoE weight conversion with accelerate/deepspeed is a different failure mode than GLM model loading." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:41720", + "right": "issue:42915", "accept": false, - "reason": "Accelerate+deepspeed weight conversion is unrelated to GLM-4.7-Flash loading in unit tests." + "reason": "CUDA assert on auto device mapping and qwen3_moe LoRA incompatibility are distinct." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both mention SigLIP2, but one is a broken docs example and the other is bad inference outputs for a specific checkpoint." + "reason": "Docs/example mistakes and bad SigLIP2 inference results are not the same bug." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Memory inefficiency in Qwen3 MoE training is not the same as increased reserved CUDA memory under int4 quantization." + "reason": "Memory-efficiency regression and int4 OOM from reserved CUDA memory are different problems." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Tokenizer loading failures for different models; same broad area, different underlying breakages." + "reason": "Tokenizer-loading regressions for different models are not clearly the same underlying defect." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Qwen3.5 chat crash and Gemma4Processor missing `_tokenizer` are unrelated code paths." + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated model-specific failures." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Non-persistent buffer junk and Jupyter custom-model initialization are different regressions." + "reason": "Non-persistent buffer junk and Jupyter custom-model init are separate Transformers 5 regressions." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to the Strix Halo mmap/OOM report." + "reason": "LoRA hf-version compatibility and mmap/OOM on Strix Halo are unrelated." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "LoRA reuse on main branch is not the same as Qwen3-VL weight-shape mismatch." + "reason": "Qwen3 MoE LoRA compatibility is not the same as Qwen3-VL weight-shape mismatch." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping lookup failure and compiled flex_attention on newer torch are unrelated." + "reason": "Tokenizer-mapping handling and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "These are different flash_attention crashes with different triggers and code paths." }, { "left": "issue:42491", "right": "issue:43856", "accept": false, - "reason": "LoRA compatibility and Qwen3 MoE memory usage are separate issues." + "reason": "LoRA model compatibility and Qwen3 MoE training memory use are separate issues." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention untied lm_head weights, but they are different model implementations and symptom scopes." + "reason": "Both mention lm_head tying, but they are different model classes and likely separate fixes." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Same regression family: `resize_token_embeddings` fails to propagate to model-specific embedding/output layers." + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but Gemma4 and T5Gemma affect different embedding paths." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Save/from_pretrained extra_state handling is different from init_empty_weights/_is_hf_initialized argument handling." + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument mismatch are different loading bugs." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:44402", + "right": "issue:44488", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 embedding/token leak are unrelated." + "reason": "Different model-loading failures; no concrete shared defect is shown." }, { - "left": "issue:44402", - "right": "issue:44488", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Tokenizer vocab mismatch for one model is not the same as loading a different model failing entirely." + "reason": "Qwen3 device-mapping CUDA failure and AudioFlamingo3 embedding/token leak are unrelated." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization offloading behavior and int4 reserved-memory OOM are different failure mechanisms." + "reason": "Quantization/offloading behavior and int4 reserved-memory OOM are not the same bug." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 docs/load issues are unrelated to GLM5." + "reason": "SigLIP2 docs/inference issues and GLM5 are unrelated model-specific reports." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 memory OOM and disabling mmap on Strix Halo are different problems." + "reason": "Int4 memory reservation OOM and disabling mmap on Strix Halo are different resource issues." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility and meta-device model loading failures are not the same bug." + "reason": "Torch 2.10 incompatibility and meta-device loading regressions are different compatibility failures." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Unit-test loading issues for GLM-4.7-Flash and Qwen3.5 save_pretrained regression are unrelated." + "reason": "Unit-test loading failure and save_pretrained checkpoint regression do not describe the same bug." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different model/version loading problems with no shared concrete code path." + "reason": "init_empty_weights TypeError and MXFP4 quantization fallback are unrelated." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing inefficacy in LoRA and inability to use checkpointing in eval mode are distinct behaviors." + "reason": "Gradient checkpointing ineffective in LoRA and gradient checkpointing disallowed in eval mode are different issues." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights constructor mismatch is unrelated to Strix Halo mmap/OOM." + "reason": "Unexpected _is_hf_initialized argument and mmap-related OOM are unrelated." }, { "left": "issue:45276", "right": "issue:45292", - "accept": true, - "reason": "Both report the same `resize_token_embeddings` family of failures affecting output/embedding layers." + "accept": false, + "reason": "Closely worded, but one is Gemma4-specific and the other is a broader output_embeddings report; not enough evidence of one underlying bug." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and GLM5 are unrelated." + "reason": "Qwen3.5 recurrent-state reset and GLM5 are different model bugs." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode checkpointing limitation is unrelated to the Qwen3.5 gradient explosion from 3D position_ids." + "reason": "Eval-mode checkpointing restriction and RLHF NaN from 3D position_ids are unrelated." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap OOM are not the same underlying issue." + "reason": "Meta-device loading failures and Strix Halo mmap OOM are different problems." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "extra_state save/load bug is unrelated to mmap/OOM behavior." + "reason": "save/from_pretrained extra_state handling and mmap OOM are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization regression and trainer checkpoint step calculation are unrelated." + "reason": "Custom model initialization and resume_from_checkpoint max_steps calculation are separate issues." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` does not update model-specific embedding/output modules." - }, - { - "left": "issue:44479", - "right": "issue:44877", "accept": false, - "reason": "Video-input regression across Qwen variants and strict config preventing granite_speech load are different issues." - }, - { - "left": "issue:44402", - "right": "issue:44451", - "accept": false, - "reason": "Different model/tokenizer load failures, not the same defect." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Jupyter custom-model initialization and extra_state serialization are unrelated." - }, - { - "left": "issue:43257", - "right": "issue:44863", - "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is unrelated to NemotronH checkpoint loading." + "reason": "Same general symptom, but different affected model implementations and embedding paths." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft-edge pairs. The only clearly supported duplicate family is the `resize_token_embeddings` regression spanning 45276/45292/45335, and the chosen canonical issue is a reasonable generic representative." - }, - "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 }, @@ -1943,13 +1939,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:32090", "issue:36032", "issue:39404", "issue:40990", "issue:42947", + "issue:43257", "issue:43299", "issue:43421", "issue:43425", @@ -1971,9 +1968,9 @@ "issue:43994", "issue:44079", "issue:44164", - "issue:44206", - "issue:44220", "issue:44265", + "issue:44402", + "issue:44451", "issue:44479", "issue:44488", "issue:44509", @@ -1983,18 +1980,21 @@ "issue:44683", "issue:44756", "issue:44805", - "issue:44811", "issue:44863", + "issue:44877", "issue:44898", "issue:44912", "issue:44918", "issue:44991", "issue:45081", "issue:45084", - "issue:45161", - "issue:45584" + "issue:45161" ], "soft_pairs": [ + "issue:44479|issue:44877", + "issue:44402|issue:44451", + "issue:43257|issue:44863", + "issue:43645|issue:44164", "issue:43425|issue:43828", "issue:43828|issue:43957", "issue:44589|issue:44756", @@ -2018,257 +2018,260 @@ "issue:43425|issue:44918", "issue:36032|issue:43452", "issue:32090|issue:39404", - "issue:43582|issue:43632", "issue:44991|issue:45081", + "issue:43582|issue:43632", "issue:43957|issue:44164", "issue:40990|issue:43421", "issue:44164|issue:44479", "issue:44488|issue:45081", "issue:43883|issue:44488", "issue:43425|issue:45161", - "issue:43611|issue:43644", - "issue:44811|issue:45584", - "issue:42947|issue:44756", - "issue:44206|issue:44220" + "issue:43611|issue:43644" ], - "prepared_review_unit_hash": "a5db50251de14db2f31c420599a517837bd7aceafaa26103fd8f65fb29ba80fe", + "prepared_review_unit_hash": "422c199abd6ec1a5e4a8017890c306d1608a9bdbbad7d023e9226d24ab8f4879", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38179, - "estimated_input_tokens": 9545, - "estimated_eval_tokens": 19346 + "soft_pair_count": 36, + "serialized_chars": 38483, + "estimated_input_tokens": 9621, + "estimated_eval_tokens": 19498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of unrelated Transformers v5 regressions, tokenizer/loading bugs, Whisper/audio issues, and docs complaints rather than a true duplicate set. The soft links are largely broad-similarity false positives.", - "confidence": 0.77, - "canonical_issue_reason": "43611 is the broadest representative of the v5 loading/init regression family and the closest umbrella issue among these mostly separate reports.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers v5 regressions and docs issues rather than one duplicate bug. The broadest representative is the v5 model-loading regression in issue 43611, but the soft pairs do not look like exact duplicates.", + "confidence": 0.22, + "canonical_issue_reason": "Issue 43611 is the broadest, most central representative of the overall v5 model-loading breakage theme in this set.", "canonical_pr_reason": null, - "best_issue_reason": "43611 is the most general issue here and best represents the cluster\u2019s dominant theme of Transformers v5 model-loading regressions.", + "best_issue_reason": "Issue 43611 best captures the widest shared symptom space (v5 loading regressions) among otherwise heterogeneous reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43425", - "right": "issue:43828", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Different bugs: torch version incompatibility vs an autocast dtype-mismatch in Phi-tiny-MoE." + "reason": "Different failures: Qwen video-input regression vs strict-config loading for granite_speech." }, { - "left": "issue:43828", - "right": "issue:43957", + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/load problems, but one is a specific vocab-size mismatch and the other is a generic model-load failure for a different checkpoint." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failure modes: Qwen3 MoE conversion vs NemotronH checkpoint loading." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to save/from_pretrained extra_state handling." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as a Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:43957", "accept": false, - "reason": "Both are model/runtime failures, but one is autocast dtype mismatch and the other is meta-device loading; not the same code path." + "reason": "Autocast dtype mismatch and meta-device loading breakage are distinct code paths." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Unrelated failures: Float8 storage lookup vs mmap/OOM behavior on Strix Halo." + "reason": "Storage lookup TypeError is unrelated to mmap-driven OOM on Strix Halo." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "The first is a reproduction of an earlier issue; the second is a Qwen3.5 cache/group-type crash. Different root causes." + "reason": "A reproduction of an old issue is not the same as a Qwen3.5 PagedAttentionCache crash." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Both involve loading models, but they are different model families with different checkpoint-shape/implementation failures." + "reason": "Qwen3-VL weight-shape mismatch is a different loading bug than NemotronH checkpoint incompatibility." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is custom model init in notebooks; not the same bug." + "reason": "Base_model_prefix loading regression is different from notebook-defined custom model initialization." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language pipeline behavior and GPT-OSS MXFP4 quantization are unrelated." + "reason": "Whisper return_language pipeline behavior is unrelated to GPT-OSS MXFP4 quantization fallback." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch compatibility is not the same as a Mistral image-preprocessor dtype mismatch." + "reason": "General torch-version incompatibility is not the same as image preprocessor/model dtype mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Different failures: PagedAttention cache group-type crash vs template-node compilation error." + "reason": "Qwen3.5 linear_attention cache crash and template-node compilation error are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs complaints, but they refer to different removed/changed API surfaces and not one concrete issue." + "reason": "Both are docs issues, but they cover different APIs and task removals." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Same general model family, but one is a Qwen3VL MoE loading regression and the other is a checkpoint shape mismatch; not clearly the same bug." + "reason": "Qwen3VL MoE loading regression and Qwen3-VL shape mismatch are not the same defect." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export with torch_compilable_check and Perceiver interpolation are separate model/export issues." + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver interpolation failure." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Both are runtime errors, but one is a video-input regression and the other is a mask/tensor shape mismatch." + "reason": "Video-input regression for Qwen VL models is not the same as a mask-shape IndexError." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Model output quality on SigLIP2 is not the same as incorrect ModelOutput key assignment." + "reason": "Nonsensical SigLIP outputs and ModelOutput key assignment are different bugs." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT prediction errors and a tokenizer load failure for est-roberta are different regressions." + "reason": "Incorrect CamemBERT MLM predictions is unrelated to tokenizer loading failure for est-roberta." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "One is Qwen3 MoE training memory usage; the other is an mmap/OOM workaround on Strix Halo." + "reason": "Qwen3 MoE training memory usage is unrelated to mmap OOM on Strix Halo." }, { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Whisper return_language and CamemBERT masked-LM predictions are unrelated bugs." + "reason": "Whisper pipeline behavior and CamemBERT MLM predictions are separate model-specific regressions." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity on gpt-oss and gradient checkpointing with LoRA are different problems." + "reason": "High perplexity and ineffective gradient checkpointing are not the same underlying issue." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage deserialization and template compilation failures are unrelated." + "reason": "Float8 storage lookup failure is unrelated to template-node compilation." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed zero3/BertModel initialization and compiled flex_attention on newer torch versions are separate issues." + "reason": "Deepspeed zero3 BertModel indexing error is unrelated to compiled flex_attention on torch>=2.9." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility is unrelated to Qwen3.5 input-embedding unpacking in TRL SFT trainer." + "reason": "Torch 2.10 compatibility and Qwen3.5 embedding unpacking are different failures." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer method-name conflict and gguf_file loading breakage are different tokenizer/model-loading bugs." + "reason": "T5Tokenizer special-token method conflict is not the same as gguf_file loading breakage." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language behavior." + "reason": "GPU broadcast TypeError in Trainer is unrelated to Whisper return_language pipeline behavior." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:44991", + "right": "issue:45081", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage do not share a concrete code path." + "reason": "Tokenizer load failure for est-roberta and Mistral regex patch crash are different tokenizer bugs." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Both are tokenizer-loading problems, but they affect different tokenizers and different failure mechanisms." + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." }, { "left": "issue:43957", "right": "issue:44164", "accept": false, - "reason": "Meta-device loading regressions and save/from_pretrained extra_state handling are distinct issues." + "reason": "Meta-device loading breakage and extra_state save/load handling are different paths." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "A perplexity regression is not the same as special-token post-processor updates at runtime." + "reason": "Perplexity regression and runtime special-token post-processor updates are unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state handling and video-input regressions are unrelated." + "reason": "extra_state serialization and Qwen VL video regression are different bugs." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer load failures, but they target different models and different tokenizer code paths." + "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated tokenizer issues." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing tied-weights metadata in MolmoForCausalLM is unrelated to loading sleng-bert." + "reason": "Missing all_tied_weights_keys and inability to load sleng-bert are different model-loading failures." }, { "left": "issue:43425", "right": "issue:45161", "accept": false, - "reason": "Torch 2.10 compatibility is a dependency issue; GPT-OSS tensor-parallel failure is a model-parallelism bug." + "reason": "Torch 2.10 incompatibility is not the same as GPT-OSS tensor-parallel loading failure." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are v5 regressions, but one is model-loading with base_model_prefix and the other is non-persistent buffer initialization." - }, - { - "left": "issue:44811", - "right": "issue:45584", - "accept": false, - "reason": "Both involve Whisper token handling, but batch_decode skip_special_tokens and empty-transcription generation after align_special_tokens are different bugs." - }, - { - "left": "issue:42947", - "right": "issue:44756", - "accept": false, - "reason": "LoRA gradient-checkpointing effectiveness and Strix Halo mmap OOM are unrelated." - }, - { - "left": "issue:44206", - "right": "issue:44220", - "accept": false, - "reason": "The titles suggest related audio-feature code, but they describe different failures without enough evidence of one underlying bug." + "reason": "Base_model_prefix loading regression and non-persistent buffer junk-filling are distinct v5 breakages." } ] }, @@ -2290,7 +2293,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:34567", "issue:36032", @@ -2298,6 +2301,7 @@ "issue:40444", "issue:41553", "issue:42915", + "issue:42947", "issue:43262", "issue:43317", "issue:43322", @@ -2308,7 +2312,6 @@ "issue:43540", "issue:43541", "issue:43582", - "issue:43632", "issue:43643", "issue:43644", "issue:43645", @@ -2318,30 +2321,33 @@ "issue:43825", "issue:43883", "issue:43994", + "issue:44206", "issue:44220", "issue:44265", "issue:44403", "issue:44451", "issue:44466", - "issue:44479", "issue:44488", "issue:44530", "issue:44534", "issue:44610", - "issue:44683", "issue:44756", + "issue:44811", "issue:44849", "issue:44987", "issue:44991", "issue:45081", "issue:45084", - "issue:45127", "issue:45216", "issue:45325", "issue:45357", - "issue:45507" + "issue:45507", + "issue:45584" ], "soft_pairs": [ + "issue:44811|issue:45584", + "issue:42947|issue:44756", + "issue:44206|issue:44220", "issue:44488|issue:44987", "issue:34567|issue:40444", "issue:43716|issue:45084", @@ -2356,8 +2362,8 @@ "issue:39404|issue:43825", "issue:42915|issue:44530", "issue:44849|issue:45325", - "issue:43262|issue:43377", "issue:43404|issue:44466", + "issue:43262|issue:43377", "issue:36032|issue:43645", "issue:43646|issue:44534", "issue:44987|issue:44991", @@ -2369,259 +2375,241 @@ "issue:43377|issue:43819", "issue:44403|issue:45081", "issue:44451|issue:45081", - "issue:44265|issue:44610", "issue:41553|issue:43582", - "issue:43632|issue:44756", - "issue:44220|issue:44683", - "issue:43404|issue:45127", - "issue:42915|issue:45084", - "issue:44987|issue:45081", - "issue:44479|issue:45325" + "issue:44265|issue:44610" ], - "prepared_review_unit_hash": "04da4f47d7694292770f2b927958323dd20fff88492dbb9be6b7a593ea0bb7ee", + "prepared_review_unit_hash": "5889fe98743af2cdcf581b24c1b72f87f9af4b68f2ca4c2ff58f759ae0d78fef", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38188, - "estimated_input_tokens": 9547, - "estimated_eval_tokens": 19350 + "soft_pair_count": 32, + "serialized_chars": 37263, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated Transformers regressions; only a couple of pairs look like true duplicates, centered on Qwen3.5 save_pretrained serialization and GGUF loading.", - "confidence": 0.37, - "canonical_issue_reason": "The cluster is broadly mixed, but the clearest duplicate family is the Qwen3.5 `save_pretrained` regression; issue 45216 is the broader earlier report, with 45357 as a later, more specific follow-up.", + "summary": "This set is mostly heterogeneous, but there are a few clear duplicate pairs: non-persistent buffers junk in v5, GGUF loading failures, and Qwen3.5 save_pretrained regressions. Most other soft pairs are only loosely related by subsystem and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43644 is the cleanest representative of the strongest duplicate pair here (with 44534) and describes a concrete v5 regression with a stable, generic title.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the best representative issue because it states the broader checkpoint-serialization failure and predates the narrower variant.", + "best_issue_reason": "Issue 43644 is the best overall issue to keep: it is broad, concrete, and directly duplicated by a later report of the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is about batch_decode skip_special_tokens and the other is about empty transcription generation after align_special_tokens; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "Gradient checkpointing with LoRA and mmap OOM on Strix Halo are unrelated failures." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio features, but one is a LasrFeatureExtractor arg-validation crash and the other is a lower-level _torch_extract_fbank_features issue; not clearly the same bug." + }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model-loading failures, but they affect different models and appear to be different breakages rather than one shared bug." + "reason": "Different model-loading/tokenizer failures for different checkpoints." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token-count tracking and Qwen2.5-VL iterable-dataset image handling are unrelated code paths." + "reason": "Trainer token counting and Qwen2.5-VL iterable-dataset multi-image failures are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 dtype mismatch and a template-node compilation TypeError are different failures with no clear shared root cause." + "reason": "Image preprocessor dtype mismatch and template-node compile failure are different code paths." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Molmo tied-weights attribute error and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "Molmo tied-weight attribute error and tokenizer loading for EMBEDDIA/est-roberta are unrelated." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both mention v5 regressions, but one is about non-persistent buffers and the other about custom model initialization; not the same concrete bug." + "reason": "Both are v5 regressions, but one is non-persistent buffer corruption and the other is custom model initialization in notebooks; not the same concrete bug." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from `trust_remote_code=True` config loading is unrelated to the Qwen3.5 linear-attention cache crash." + "reason": "Missing fields from trust_remote_code AutoConfig and PagedAttentionCache linear_attention errors are unrelated." }, { "left": "issue:43452", "right": "issue:43482", "accept": true, - "reason": "Both report the same GGUF-loading regression in v5; 43482 looks like the Qwen2.5-specific manifestation of the generic `gguf_file` breakage in 43452." + "reason": "Both report GGUF loading breaking in transformers v5; 43482 looks like a specific model instance of the broader gguf_file/from_pretrained regression in 43452." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Device-map/offload loading failure is a different problem from GGUF model loading." + "reason": "Device-map/offload dequantized-model loading and GGUF loading failure are different bugs." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Two separate model-loading failures with different repos and likely different causes." + "reason": "Two separate tokenizer/model-loading issues for different models." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method-name conflict in T5 and Qwen3MoE FP8 loading are unrelated." + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8 failure are unrelated." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Different compile/tracing errors in different models; not the same code-path issue." + "reason": "Torch dynamo grouped_mm tracing error and template-node compile error are different issues." }, { "left": "issue:39404", "right": "issue:43825", "accept": false, - "reason": "Whisper `return_language` behavior and a pipeline error-message regression are not the same bug." + "reason": "Whisper return_language pipeline regression and pipeline translation-task error messaging are distinct." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3MoE FP8 loading and Qwen3.5 PagedAttentionCache linear-attention crash are unrelated." + "reason": "FineGrainedFP8 config failure and PagedAttentionCache group-type error are unrelated." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen3.5/Qwen2.5-VL regressions, but one is about hidden states and the other about rope/position-id scaling; too different to merge." + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are different regressions." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI batch-vs-single padding-mask mismatch are separate issues." + "reason": "lm_head not tied in Mistral3 and inconsistent lm_head.weight serialization are related broadly, but not the same concrete bug." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:43262", + "right": "issue:43377", "accept": false, - "reason": "Both involve tied weights, but one is a missing tie in model init and the other is device-dependent serialization; different symptoms and likely different fixes." + "reason": "Audio apply_chat_template sampling-rate default and MIMI batched-vs-single padding-mask behavior are unrelated." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "T5 tokenizer loading conflict and custom-model initialization in notebooks are unrelated." + "reason": "Tokenizer conflict for T5 and custom model initialization breakage are different problems." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are v5 initialization regressions, but the titles point to different concrete failures; not enough to treat as the same bug." + "reason": "Custom model initialization in notebooks and non-persistent buffer junk are separate v5 regressions." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Two distinct tokenizer/model-loading failures for different model families." + "reason": "Different model-specific tokenizer loading failures." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are different issues." + "reason": "Template-node compilation failure and GraniteMoEHybrid invalid-method call are unrelated." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Vision encoder nonsense outputs and OmDet-Turbo processor size mismatch are unrelated." + "reason": "SigLIP2 bad outputs and OmDet-Turbo processor/model size mismatch are different bugs." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model initialization and non-persistent buffer junk are related in theme but not clearly the same underlying bug." + "reason": "Custom model initialization breakage and non-persistent buffer junk are different regressions." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both describe the same Qwen3.5 `save_pretrained` serialization regression; 45357 is a later, narrower report about the incorrect visual-encoder keys." + "reason": "Both describe the same Qwen3.5 save_pretrained regression; 45357 is a later, narrower report about incorrect visual-encoder keys." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next segfault and Qwen3OmniMoe video-processing ValueError are different multimodal loading bugs." + "reason": "Llava Next load segfault and Qwen3OmniMoe video-input ValueError are different failures." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI padding-mask batching bug and DAC latent reconstruction/STE bug are unrelated." + "reason": "MIMI padding-mask mismatch and DAC from_latents/forward STE mismatch are unrelated audio-model bugs." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Generic loading noise and a Mistral regex patch crash are different concerns." + "reason": "Loading noise and Mistral regex patch crashes are not the same issue." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model-loading failures with no shared concrete code path." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "torch.export failure with `torch_compilable_check` and an OmDet-Turbo processor size bug are unrelated." + "reason": "Different tokenizer loading problem vs Mistral regex patch crash." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Tokenizer error message quality and Apple Silicon allocator warmup TypeError are unrelated." - }, - { - "left": "issue:43632", - "right": "issue:44756", - "accept": false, - "reason": "HF initialization flag regression and Strix Halo mmap OOM mitigation are different issues." - }, - { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "Fbank feature extraction and compiled flex_attention failing on torch>=2.9 are unrelated." - }, - { - "left": "issue:43404", - "right": "issue:45127", - "accept": false, - "reason": "Both mention tied weights, but one is missing weight tying in Mistral3 and the other is LoRA merge collapse with extended vocab; not the same bug." - }, - { - "left": "issue:42915", - "right": "issue:45084", - "accept": false, - "reason": "Qwen3MoE FP8 loading and a template compilation error are unrelated." + "reason": "Bad AutoTokenizer error message for Voxtral and Apple Silicon allocator TypeError are unrelated." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:44265", + "right": "issue:44610", "accept": false, - "reason": "Model-loading failure for physical-intelligence/fast and Mistral regex crash are different problems." + "reason": "torch.export/exportability issue and processor output-size mismatch are different bugs." }, { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "Both are Qwen VL regressions, but one is a broad video-input regression and the other is a specific still-image position-id scaling bug; not clearly the same fix." + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same regression almost verbatim: transformers v5 fills non-persistent buffers with junk." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the cluster summary stays conservative, and the two accepted soft pairs are the only ones that are clearly supported by the titles. The representative/canonical issue choice for 45216 vs 45357 is reasonable, and the rest of the false verdicts do not overclaim shared root cause." + "feedback": "The summary is grounded in the packet, and the soft-edge decisions stay conservative overall. The three accepted duplicate pairs are well supported, and the rejected pairs mostly reflect reasonable separations by bug or code path rather than overreach." }, "evaluator_used": true, "retried": false, @@ -2640,7 +2628,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:33666", "issue:35707", @@ -2653,48 +2641,54 @@ "issue:43296", "issue:43317", "issue:43377", + "issue:43404", "issue:43421", "issue:43425", "issue:43482", - "issue:43525", "issue:43531", "issue:43611", "issue:43632", - "issue:43644", - "issue:43646", "issue:43742", - "issue:43749", "issue:43792", "issue:43818", "issue:43856", "issue:44062", "issue:44079", - "issue:44265", + "issue:44220", "issue:44291", "issue:44403", + "issue:44479", "issue:44534", "issue:44568", "issue:44589", "issue:44683", + "issue:44756", "issue:44811", "issue:44829", "issue:44877", "issue:44987", "issue:44991", "issue:45020", - "issue:45072", + "issue:45081", + "issue:45084", + "issue:45127", "issue:45325", "issue:45357", - "issue:45381", "issue:45479", "issue:45491", "issue:45538", "issue:45542" ], "soft_pairs": [ + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:42915|issue:45084", + "issue:44987|issue:45081", + "issue:44479|issue:45325", "issue:43296|issue:43531", - "issue:42175|issue:45542", "issue:44062|issue:44987", + "issue:42175|issue:45542", "issue:42915|issue:44291", "issue:40990|issue:44811", "issue:43611|issue:44534", @@ -2702,293 +2696,243 @@ "issue:36032|issue:43742", "issue:40444|issue:45325", "issue:43632|issue:44534", + "issue:43818|issue:45357", "issue:43531|issue:44877", "issue:42915|issue:44589", - "issue:43818|issue:45357", "issue:43421|issue:44568", "issue:36032|issue:41720", + "issue:44829|issue:45479", "issue:43482|issue:45538", "issue:44683|issue:45020", - "issue:44829|issue:45479", - "issue:33666|issue:40444", "issue:43425|issue:44403", + "issue:33666|issue:40444", "issue:44403|issue:44991", - "issue:44079|issue:44534", "issue:35707|issue:40444", + "issue:44079|issue:44534", "issue:43377|issue:45491", - "issue:43792|issue:44589", - "issue:43482|issue:43525", - "issue:44291|issue:44589", - "issue:43749|issue:44079", - "issue:44079|issue:45072", - "issue:43644|issue:44079", - "issue:43632|issue:45072", - "issue:44265|issue:45072", - "issue:40444|issue:45381", - "issue:45325|issue:45381", - "issue:43531|issue:44291", - "issue:43611|issue:43646" + "issue:43792|issue:44589" ], - "prepared_review_unit_hash": "e88ff0dea395ae7723cb1e1d31972aaef7dbc0cfb68788970213e168b38d9062", + "prepared_review_unit_hash": "8461b40e46e89d7e210faac5cc64ff950774ca7fa1798f1edba7df1b455ab982", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38398, - "estimated_input_tokens": 9600, - "estimated_eval_tokens": 19456 + "soft_pair_count": 31, + "serialized_chars": 37044, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a noisy mixed cluster of mostly unrelated Transformers regression issues. I only see a few genuine duplicate families: the `_is_hf_initialized`/`init_empty_weights` v5 init regression, the non-persistent buffer junk regression, and likely the Qwen2.5-VL rope/position-id bug.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43632 is the clearest representative of a concrete v5 loading/init regression and anchors one of the strongest duplicate pairs in the set.", + "summary": "The soft pairs are mostly superficial topic matches across unrelated bugs (tokenizers, multimodal models, v5 regressions, environment issues, and performance complaints). I would not merge any of these as duplicates; none clearly share the same concrete code path or fix.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the best umbrella representative because it describes a broad transformers-v5/remote_code regression rather than a model-specific symptom, so it best matches the cluster\u2019s mixed, high-level failure pattern.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the most specific, actionable issue among the duplicate candidates and best represents the shared `_is_hf_initialized` initialization bug.", + "best_issue_reason": "issue:45020 is the strongest global representative for triage: it is broad enough to summarize the cluster\u2019s theme of recent-version breakage, while the other issues are narrower and mostly unrelated to one another.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43296", - "right": "issue:43531", + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL load failure vs Qwen3-MoE sliding-window behavior." + "reason": "Audio feature extraction failure vs compiled flex_attention on torch>=2.9; different subsystems and failure modes." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "lm_head tying bug in Mistral image-text generation vs LoRA merge collapse after vocab extension; not the same code path." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression vs mmap OOM on Strix Halo; unrelated symptoms and fixes." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe vs template-node compilation error; no concrete overlap." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/loading bugs in different models; the shared theme of loading failure is too broad to merge." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression across Qwen VL models vs still-image rope-index scaling bug; related family, but not the same defect." + }, + { + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Both mention TF installation/backend, but one is missing TensorFlow in extras while the other is a runtime backend selection error." + "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue; unrelated models and code paths." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer AddedToken special-arg conflict and a model load failure for a different repo are not the same bug." + "reason": "AddedToken special-argument error vs a specific model load failure; too generic to be the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TF backend packaging, but one is missing TensorFlow in the torch extra while the other is a runtime backend-selection error." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Qwen3Moe FP8 config failure and `_is_hf_initialized` loading TypeError are unrelated regressions." + "reason": "Both are FP8/init-related at a high level, but one is a model-config failure and the other is an unexpected constructor argument in init_empty_weights." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on GPT-OSS and Whisper skip_special_tokens decoding are different code paths." + "reason": "Perplexity anomaly in language modeling vs Whisper decode ignoring skip_special_tokens; no shared underlying bug." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is model loading with base_model_prefix and the other is buffer initialization junk; no clear same bug." + "reason": "Model loading with base_model_prefix vs non-persistent buffer initialization; both v5 regressions, but different mechanisms." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map/offload loading failure and Qwen3 MoE training memory usage are different issues." + "reason": "Dequantized model offload/load failure vs Qwen3 MoE training memory inefficiency; related to memory, but not the same issue." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer add_special_tokens conflict vs MobileLLM key error are distinct loading failures." + "reason": "Tokenizer method conflict in T5 vs key error loading MobileLLM; distinct tokenizer/model problems." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is iterable-dataset multi-image finetuning and the other is rope/temporal position scaling." + "reason": "IterableDataset with multiple images per prompt vs rope-index scaling for still images; different multimodal bugs." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "These are different v5 regressions: `_is_hf_initialized` loading behavior vs non-persistent buffer contents." + "reason": "Both are v5 regressions, but one concerns initialization flags and the other buffer contents; no concrete code-path match." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-tower architecture bug vs save_pretrained key serialization bug; unrelated even within vision-language models." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and granite_speech strict config loading are unrelated." + "reason": "Qwen3-MoE sliding window issue vs granite_speech config strictness; unrelated subsystems." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure and missing Float8 storage are different failure modes." - }, - { - "left": "issue:43818", - "right": "issue:45357", - "accept": false, - "reason": "Video-LLaVA missing temporal attention/shared weights is unrelated to Qwen3.5 save_pretrained key regression." + "reason": "FP8 config failure vs missing Float8 storage type; both float8-adjacent, but not the same bug." }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Runtime post-processor update for special tokens and BOS/EOS omission on add_special_tokens are related in topic but not the same concrete bug." + "reason": "Runtime post-processor update bug vs add_special_tokens not adding BOS/EOS; tokenizer-related but different behaviors." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer loading error and Qwen3 auto device-map cuda assert are unrelated." + "reason": "Tokenizer load conflict vs Qwen3 auto device mapping CUDA assert; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 training degeneration vs single-label num_labels=1 zero-loss behavior; different modeling/training issues." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading with transformers v5 and CLIPTokenizer max_length are different issues." + "reason": "Qwen2.5-GGUF loading under v5 vs CLIPTokenizer max_length constant; unrelated." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Torch compiled flex_attention failure and remote_code model loading regressions do not share a code path." + "reason": "Torch 2.9 flex_attention compilation issue vs remote_code loading regressions; both version-related, but not the same defect." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Flash-Attention-3 training degeneration and single-label-zero-loss are different sequence-classification problems." + "reason": "Torch 2.10 compatibility issue vs loading-noise complaint; not duplicates." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training issues, but one is multi-GPU training and the other is multi-image iterable dataset handling." - }, - { - "left": "issue:43425", - "right": "issue:44403", - "accept": false, - "reason": "Torch 2.10 incompatibility and noisy transformer loading are unrelated." + "reason": "Multi-GPU training for Qwen2-VL vs multi-image iterable dataset finetuning failure; different failure contexts." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Noisy loading vs tokenizer load failure for a specific model are different symptoms and code paths." + "reason": "Unnecessary load-time noise vs tokenizer loading failure; one is a UX/logging issue, the other a functional bug." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated." + "reason": "Progressive generation with inputs_embeds/past_key_values vs multi-image iterable dataset failure; unrelated model behaviors." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + "reason": "ModelOutput key assignment bug vs non-persistent buffer junk; different internals and symptoms." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "MIMI encoder padding-mask mismatch and Gemma3 sliding-window NaNs are different bugs." + "reason": "MIMI encoder padding-mask mismatch vs Gemma3 NaN embeddings with sliding-window all-padding windows; both batching-related, but not the same model-path bug." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are not the same problem." - }, - { - "left": "issue:43482", - "right": "issue:43525", - "accept": false, - "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." - }, - { - "left": "issue:44291", - "right": "issue:44589", - "accept": false, - "reason": "`init_empty_weights`/_is_hf_initialized and Float8 storage errors are different regressions." - }, - { - "left": "issue:43749", - "right": "issue:44079", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." - }, - { - "left": "issue:44079", - "right": "issue:45072", - "accept": false, - "reason": "ModelOutput key handling and bfloat16 dtype mismatch are different issues." - }, - { - "left": "issue:43644", - "right": "issue:44079", - "accept": false, - "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated." - }, - { - "left": "issue:43632", - "right": "issue:45072", - "accept": false, - "reason": "Different Transformers v5 regressions: initialization flag handling vs dtype mismatch in inference." - }, - { - "left": "issue:44265", - "right": "issue:45072", - "accept": false, - "reason": "torch.export/torch_compilable_check failure and bfloat16 dtype mismatch are unrelated." - }, - { - "left": "issue:40444", - "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen2.5-VL, but one is multi-image finetuning failure and the other is video position-id corruption." - }, - { - "left": "issue:45325", - "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen2.5-VL rope/position-id computation bug in transformers 5.3.0, just exposed by still-image vs video inputs." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and `_is_hf_initialized` loading TypeError are unrelated." - }, - { - "left": "issue:43611", - "right": "issue:43646", - "accept": false, - "reason": "Both are v5 loading/init regressions, but the titles point to different concrete failures and the same code path is not clear enough to merge." - }, - { - "left": "issue:44291", - "right": "issue:43632", - "accept": true, - "reason": "These are the same `_is_hf_initialized` / init-empty-weights Transformers v5 loading regression expressed from two angles." + "reason": "Whisper runtime failure vs Float8 storage TypeError; unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and grounded in the packet. The rejected pairs mostly align with distinct titles/failure modes, and the accepted pairs are plausibly the same bug family and mergeable into one fix. No clear overstatement beyond the evidence shown." - }, - "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 }, @@ -3003,11 +2947,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:34634", "issue:35707", - "issue:39692", "issue:40444", "issue:40990", "issue:41720", @@ -3016,32 +2959,33 @@ "issue:43262", "issue:43296", "issue:43317", - "issue:43377", "issue:43454", "issue:43482", + "issue:43525", "issue:43526", - "issue:43550", + "issue:43531", "issue:43606", + "issue:43611", "issue:43632", + "issue:43644", + "issue:43646", "issue:43701", "issue:43746", "issue:43749", "issue:43792", - "issue:43819", "issue:43828", "issue:43873", "issue:43881", "issue:43883", "issue:43957", "issue:43994", - "issue:44186", + "issue:44079", "issue:44265", "issue:44291", "issue:44387", "issue:44466", "issue:44488", - "issue:44534", - "issue:44610", + "issue:44589", "issue:44617", "issue:44683", "issue:44877", @@ -3050,13 +2994,24 @@ "issue:45072", "issue:45081", "issue:45325", - "issue:45357", + "issue:45381", "issue:45563", "issue:45584" ], "soft_pairs": [ - "issue:41720|issue:45081", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43749|issue:44079", + "issue:44079|issue:45072", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43632|issue:45072", + "issue:44265|issue:45072", + "issue:45325|issue:45381", "issue:43881|issue:44488", + "issue:43611|issue:43646", + "issue:43531|issue:44291", + "issue:41720|issue:45081", "issue:42175|issue:43296", "issue:43454|issue:44466", "issue:43994|issue:44898", @@ -3068,250 +3023,231 @@ "issue:43792|issue:43957", "issue:43262|issue:43746", "issue:43632|issue:45563", + "issue:43881|issue:44991", "issue:40990|issue:45584", "issue:43317|issue:43873", - "issue:43881|issue:44991", - "issue:43606|issue:44265", "issue:34634|issue:35707", - "issue:44291|issue:44877", - "issue:44186|issue:44265", - "issue:43606|issue:43819", - "issue:43377|issue:44898", - "issue:35707|issue:41720", - "issue:43454|issue:45072", - "issue:43454|issue:43550", - "issue:44610|issue:45325", - "issue:43377|issue:44610", - "issue:43749|issue:44534", - "issue:39692|issue:40444", - "issue:44466|issue:45357", - "issue:43296|issue:44991", - "issue:43296|issue:44877" + "issue:43606|issue:44265", + "issue:44291|issue:44877" ], - "prepared_review_unit_hash": "90356b718f479d8f0ccfa85bebc20aec1d0225a4f4c99732d3939d6bc9c2a438", + "prepared_review_unit_hash": "4db937b638b2213ac5654d19164cee76a5e08d825396796de9a28ea1140eacf4", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37330, - "estimated_input_tokens": 9333, - "estimated_eval_tokens": 18922 + "soft_pair_count": 30, + "serialized_chars": 36596, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of false-positive similarities around model loading/offloading, quantization, and a few unrelated vision/audio/tokenizer regressions. Only one pair looks like a plausible duplicate-level match: offloading with quantization/device placement.", - "confidence": 0.46, - "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the only real overlap area (offloading + quantization/device placement), and it can naturally absorb the narrower repro in issue:43317.", + "summary": "Mostly heterogeneous issue cluster with a loose v5 loading-regression theme. The Qwen2.5-VL position-id pair should not be merged: they touch related model family code, but the titles indicate different bugs (still-image temporal scaling vs video vision position ids).", + "confidence": 0.64, + "canonical_issue_reason": "issue:43611 is the broadest umbrella among the v5-era regression reports and best represents the shared loading/breakage theme without overfitting to one model-specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue overall: it is open, broadly scoped, and already has inbound references, while the other items are mostly narrower one-off bugs or unrelated regressions.", + "best_issue_reason": "issue:43611 is the most reusable representative for the cluster because it covers the general Transformers 5.0 loading regression pattern seen across several items; the rest are too diverse to collapse into a narrower canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Different bugs: device-map CUDA assert vs tokenizer regex patch crash." + "reason": "GGUF loading incompatibility and missing `pad_token_id` on Llama4Config are different failure modes." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:44291", + "right": "issue:44589", "accept": false, - "reason": "Both are load failures, but for different models and likely different root causes." + "reason": "`init_empty_weights` argument handling and missing Float8 storage type are unrelated code paths." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "One is backend/extras packaging, the other is a model loading failure in vLLM." + "reason": "FSDP CPU-efficient loading is not the same bug as `ModelOutput` key assignment." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:44079", + "right": "issue:45072", "accept": false, - "reason": "Both mention lm_head/tied weights, but one is a missing tie causing bad generation and the other is device-dependent serialization; not the same concrete bug." + "reason": "`ModelOutput` key handling and bfloat16 dtype mismatch are distinct issues." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Different vision-model regressions with different symptoms and code paths." + "reason": "Non-persistent buffer serialization/junk data is unrelated to `ModelOutput` key assignment." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:40444", + "right": "issue:45381", "accept": false, - "reason": "Both are OOMs, but one is an int4 quantization memory regression and the other is a model-specific Sam3Video OOM." + "reason": "Both are Qwen2.5-VL, but multi-image finetuning failure and video `vision_position_ids` correctness are not the same bug." }, { - "left": "issue:43828", - "right": "issue:44683", + "left": "issue:43632", + "right": "issue:45072", "accept": false, - "reason": "Autocast dtype mismatch and compiled flex_attention failure are unrelated." + "reason": "`_is_hf_initialized` regression and inference dtype mismatch are different problems." }, { - "left": "issue:42915", - "right": "issue:43482", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Different model families and different failure modes (FP8 config vs GGUF/v5 loading)." + "reason": "`torch.export` with `torch_compilable_check` is a different path from a bfloat16 inference dtype mismatch." }, { - "left": "issue:43526", - "right": "issue:43883", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "A label-reduction bug is not the same as a missing attribute during model loading." + "reason": "The titles point to related Qwen2.5-VL position-id bugs, but still-image temporal scaling and video `vision_position_ids` are not enough to treat as the same concrete bug." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Checkpoint resume key mismatch vs Qwen2.5-VL rope-index scaling are unrelated." + "reason": "Different model-loading failures for unrelated models." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Whisper runtime failure and meta-device loading regression are different issues." + "reason": "Both are v5 loading regressions, but `base_model_prefix` handling and custom model initialization are different code-path failures." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "Audio chat-template sample-rate default bug vs PEFT checkpoint loading bug." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to unexpected `_is_hf_initialized` handling." }, { - "left": "issue:43632", - "right": "issue:45563", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "_is_hf_initialized regression and stale paged-generate warning are unrelated." + "reason": "CUDA device-map failure and Mistral tokenizer regex patch crash are unrelated." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Perplexity regression and empty-transcription generation failure are different." - }, - { - "left": "issue:43317", - "right": "issue:43873", - "accept": true, - "reason": "Both describe offloading/device_map loading failures in the quantization/dequantization path and could plausibly be fixed together." + "reason": "Packaging/backend dependency issues are not the same as a model load failure in vLLM." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "Different model/tokenizer loading failures with no clear shared root cause." + "reason": "Both mention tied weights, but one is generation corruption and the other is device-dependent serialization behavior." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "CPU offload device mismatch is unrelated to torch.export failures around torch_compilable_check." + "reason": "These are different vision-model correctness issues with different mechanisms." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Bark voice preset handling and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "A Transformers 5.x int4 memory regression and a model-specific CUDA OOM are not the same bug." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43828", + "right": "issue:44683", "accept": false, - "reason": "Unexpected _is_hf_initialized argument and strict granite_speech config loading are different bugs." + "reason": "Autocast dtype mismatch is unrelated to compiled flex_attention failures on newer torch." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:42915", + "right": "issue:43482", "accept": false, - "reason": "Tokenizer padding/NER crash is unrelated to torch.export compatibility." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43526", + "right": "issue:43883", "accept": false, - "reason": "CPU offload device mismatch and DAC.from_latents forward mismatch are different code paths." + "reason": "BEiT image-processor label reduction and Molmo tied-weights metadata are unrelated." }, { - "left": "issue:43377", - "right": "issue:44898", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Padding-mask batching bug and Perceiver image-size issue are unrelated." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43792", + "right": "issue:43957", "accept": false, - "reason": "Progressive generation bug vs device-mapping CUDA assert are unrelated." + "reason": "Whisper runtime failure and meta-device loading breakage are different issues." }, { - "left": "issue:43454", - "right": "issue:45072", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "Tied-weights serialization/generation bug vs bf16 dtype mismatch are different." + "reason": "Audio chat-template sampling-rate defaults and GraniteSpeech PEFT checkpoint loading are unrelated." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:43632", + "right": "issue:45563", "accept": false, - "reason": "Tied-weights bug and torch.compile SDPA failure do not share a concrete root cause." + "reason": "`_is_hf_initialized` regression and stale generate warning are unrelated." }, { - "left": "issue:44610", - "right": "issue:45325", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Processor resolution mismatch and temporal rope-index scaling are different bugs." + "reason": "Different model/tokenizer loading failures." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Batched padding-mask behavior and processor/model input-size mismatch are unrelated." + "reason": "GPT-OSS perplexity regression and Whisper empty-transcription failure are unrelated." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "FSDP RAM-efficient loading and non-persistent buffer initialization junk are different regressions." + "reason": "Both concern offloading/quantization, but the titles do not indicate the same concrete code-path bug." }, { - "left": "issue:39692", - "right": "issue:40444", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Doc-example model/processor mismatch and multi-image IterableDataset fine-tuning failure are not the same bug." + "reason": "BarkProcessor voice preset and progressive generation with `inputs_embeds`/`past_key_values` are unrelated." }, { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "lm_head serialization issue and incorrect visual-encoder key saving are different save_pretrained regressions." + "reason": "CPU-offload device mismatch and `torch.export`/`torch_compilable_check` failures are unrelated." }, { - "left": "issue:43296", - "right": "issue:44991", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "PaddleOCR-VL/vLLM loading failure and tokenizer loading for est-roberta are unrelated." + "reason": "Unexpected `_is_hf_initialized` argument is unrelated to strict config parsing for granite_speech." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded overall and conservatively framed. The representative issue choice is supported by the packet (open, broader scope, inbound refs), and the one accepted soft-edge pair is plausibly the same offloading/quantization bug. The remaining pair rejections are cautious and do not overclaim shared root cause." + "accept": false, + "feedback": "The overall clustering is reasonably conservative, but one soft-edge verdict overstates the evidence: issue:45325 vs issue:45381 was accepted even though the packet labels that pair as deterministic_accept=false. From the titles alone they are related Qwen2.5-VL position-id bugs, but still-image temporal position_ids scaling and video vision_position_ids being wrong are not enough to treat as the same bug confidently. Because of that unsupported accept, I can\u2019t approve the output as precise." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3326,39 +3262,40 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ - "issue:36010", + "issue:35707", "issue:36331", + "issue:39692", + "issue:40444", "issue:41720", "issue:42617", "issue:42915", + "issue:43296", "issue:43316", "issue:43317", "issue:43322", - "issue:43388", + "issue:43377", "issue:43404", "issue:43454", "issue:43526", - "issue:43531", - "issue:43540", "issue:43550", - "issue:43572", "issue:43577", "issue:43606", "issue:43708", "issue:43720", - "issue:43782", + "issue:43749", "issue:43792", + "issue:43819", "issue:43873", "issue:43881", "issue:44186", + "issue:44265", "issue:44292", - "issue:44361", "issue:44423", + "issue:44466", "issue:44479", - "issue:44514", - "issue:44545", + "issue:44534", "issue:44610", "issue:44671", "issue:44683", @@ -3370,20 +3307,31 @@ "issue:44918", "issue:44977", "issue:44991", - "issue:45059", "issue:45072", - "issue:45161", + "issue:45325", "issue:45357", - "issue:45406", - "issue:45464" + "issue:45406" ], "soft_pairs": [ - "issue:43454|issue:43720", - "issue:41720|issue:43322", - "issue:43792|issue:44683", - "issue:41720|issue:44977", - "issue:43404|issue:45357", - "issue:44423|issue:45406", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43377|issue:44898", + "issue:35707|issue:41720", + "issue:44610|issue:45325", + "issue:43454|issue:43550", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:44466|issue:45357", + "issue:43749|issue:44534", + "issue:39692|issue:40444", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43792|issue:44683", + "issue:43404|issue:45357", + "issue:41720|issue:44977", + "issue:44423|issue:45406", "issue:44186|issue:45072", "issue:43526|issue:43881", "issue:43873|issue:44756", @@ -3395,273 +3343,271 @@ "issue:44479|issue:44918", "issue:44186|issue:44610", "issue:36331|issue:42915", - "issue:36331|issue:42617", "issue:44671|issue:44743", + "issue:36331|issue:42617", "issue:43316|issue:44913", "issue:43550|issue:43606", "issue:42915|issue:43317", "issue:41720|issue:42617", - "issue:44292|issue:44479", - "issue:41720|issue:45161", - "issue:43531|issue:43572", - "issue:44186|issue:44361", - "issue:43388|issue:45059", - "issue:43540|issue:43782", - "issue:41720|issue:43873", - "issue:42915|issue:43322", - "issue:36010|issue:42617", - "issue:45406|issue:45464", - "issue:36331|issue:41720", - "issue:44514|issue:44545" + "issue:44292|issue:44479" ], - "prepared_review_unit_hash": "c40d944a7ebd82310614d29f462d0d5ccaa5648806c978e1b27b59e8ad14481a", + "prepared_review_unit_hash": "7ee9f258ff48d061152e18cea8f871e0c091921c73911853acf9142a9f282aae", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38022, - "estimated_input_tokens": 9506, - "estimated_eval_tokens": 19268 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 38235, + "estimated_input_tokens": 9559, + "estimated_eval_tokens": 19374 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but one near-exact duplicate pair stands out: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False` (issues 44514 and 44545). The rest are related at most by broad themes like loading/offloading, quantization, and model-specific regressions, but not the same underlying bug.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 44545 is the clearest canonical issue: it is an exact duplicate of 44514 with a cleaner title and the same underlying batched `apply_chat_template` padding=False crash.", + "summary": "These issues are mostly unrelated one-off bugs across different models, configs, and subsystems; none of the soft pairs look like true duplicates or the same fix candidate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44479 is the best single anchor because it is a clearly scoped regression spanning several related Qwen multimodal variants, but the cluster overall is too heterogeneous to have a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44545 is the best issue to keep as the representative duplicate target because it most directly names the concrete failing code path and matches the only clear duplicate pair.", + "best_issue_reason": "issue:44479 is the strongest representative issue: it is specific, regression-focused, and broad enough to stand in for the Qwen multimodal subgroup better than the narrower or more incidental reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs torch.export failures in torch_compilable_check; different code paths and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch in Bark vs DAC latent/STE mismatch; unrelated audio bugs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batching/padding-mask output mismatch vs Perceiver non-default resolution failure; different models and root causes." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values vs Qwen3 auto device-map cuda assert; not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor image-size mismatch vs rope-index temporal scaling bug; both Qwen-related but distinct." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights bug vs torch.compile/SDPA failure; different fixes." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying/serialization issue vs dtype mismatch in SwitchTransformers/TimmWrapperModel; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask batching bug vs OmDet processor/model size mismatch; no shared underlying defect." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Device-dependent lm_head serialization vs Qwen3.5 visual encoder key save regression; different serialization problems." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM loading breakage vs non-persistent buffer junk initialization; not the same code path." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example issues vs Qwen2.5-VL finetuning with iterable dataset; separate problems." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM vs tokenizer loading for est-roberta; different model/load failures." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading issue vs strict config rejection for granite_speech; unrelated." + }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Both are model-loading/weight-handling bugs, but they involve different models and different failure modes (`lm_head` tying vs packed-weight unpacking)." + "reason": "Weight-tying regression vs BitNet packed-weight unpacking during accelerate loading; different defects." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both mention severe runtime failures, but one is Qwen3 auto device mapping on A800 and the other is Llava Next loading segfault; no shared concrete bug." + "reason": "Qwen3 device-map assert vs Llava Next segmentation fault; both load-time failures but not the same bug." }, { "left": "issue:43792", "right": "issue:44683", "accept": false, - "reason": "Different subsystems and root causes: Whisper loading/run failure vs compiled flex_attention on torch >= 2.9." + "reason": "Whisper model runtime failure vs compiled flex_attention torch>=2.9 incompatibility; unrelated." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3-family generation/runtime issues, but one is a CUDA assert during auto device mapping and the other is flash-attention generation behavior." + "reason": "Mistral3 lm_head tying bug vs Qwen3.5 save_pretrained key regression; different models and symptoms." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:41720", + "right": "issue:44977", "accept": false, - "reason": "Both are weight-tying/serialization problems, but they affect different models and different assets (Mistral3 lm_head vs Qwen3.5 visual encoder keys)." + "reason": "Device-mapping crash vs flash-attention generation regression; both Qwen3.5-adjacent but not the same issue." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Different crash sites: continuous-batching multimodal AttributeError vs serve crash from missing `_tokenizer` in `Gemma4Processor`." + "reason": "Continuous-batching multimodal crash with str.to vs Gemma4Processor missing _tokenizer; different processor failures." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Both are dtype/input handling bugs, but one is tokenizer NER padding/truncation and the other is inference dtype mismatches in wrappers." + "reason": "LayoutLM tokenizer crash vs dtype mismatch in inference; no common underlying bug." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Different components and symptoms: BeitImageProcessorFast label reduction vs glm-4v-9b loading failure." + "reason": "BEiT reduce_labels bug vs glm-4v-9b loading failure; unrelated." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both discuss offloading/memory behavior, but one is quantization offloading and the other is mmap/OOM on Strix Halo; not the same bug." + "reason": "Quantization/offload behavior issue vs mmap OOM workaround on Strix Halo; different problem domains." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Different trainer/config issues: BLIP2 dtype propagation vs resume_from_checkpoint max_steps calculation." + "reason": "dtype preservation in Blip2 vs Trainer max_steps resume calculation; unrelated training/loading bugs." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Both are runtime failures, but one is running `3d_parallel.py` and the other is Qwen3Moe with FineGrainedFP8Config; no shared code path." + "reason": "3d_parallel.py runtime issue vs FineGrainedFP8Config failure; different subsystems." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Different issues in acceleration/compilation vs loading packed weights; too broad to be the same bug." + "reason": "torch.compile SDPA failure vs packed-weight unpacking during loading; unrelated." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both concern image-size/preprocessing mismatches, but they affect different models and different expected resolutions." + "reason": "Processor output size mismatch vs Perceiver interpolation failure; different vision bugs." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Both are config/tokenizer loading regressions, but one is strict config for granite_speech and the other is tokenizer loading for a specific model." + "reason": "Strict config loading vs tokenizer loading regression; separate config/tokenizer issues." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen3.5-family regressions, but one is video-input regression and the other is SFT unpacking of input embeddings." + "reason": "Video-input regression across Qwen vision models vs TRL unpacking of input embeddings; both Qwen3.5-related but distinct." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Different model families and bugs: LayoutLMv2Tokenizer crashes vs OmDet-Turbo processor output size mismatch." + "reason": "Tokenizer crash on sequence inputs vs OmDet processor/model resolution mismatch; unrelated." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer custom loss signature mismatch vs Qwen3Moe FP8 failure; unrelated failures." + "reason": "Trainer compute_loss API mismatch vs FineGrainedFP8Config failure; different trainer/runtime layers." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Unexpected `num_items_in_batch` argument is a trainer API mismatch, not related to 3d_parallel execution failure." + "reason": "CamemBERT masked-LM regression vs Qwen3.5 recurrent-state reset bug; different models and code paths." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Different Qwen3.5 areas: CamemBERT masked LM predictions vs recurrent states resetting in modular_qwen3_5.py." + "reason": "Unexpected trainer kwargs vs 3d_parallel.py failure; not the same issue." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config reload discrepancies, but they involve different fields and model families (`Gemma3TextConfig` vs GPTNeoX rotary_pct)." + "reason": "Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct reload regression; unrelated config bugs." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both involve device/compile/offload behavior, but one is SDPA with torch.compile and the other is CPU offload device mismatch for bark-small." + "reason": "Bamba compile/SDPA failure vs Bark CPU-offload device mismatch; different model/runtime issues." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both are loading/offload-related, but one is Qwen3Moe FP8 failure and the other is device_map=auto dequantized model offload failure." + "reason": "Qwen3Moe FP8 config failure vs dequantized model offload load failure; separate loading paths." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Both are execution failures, but one is CUDA assert on auto device mapping and the other is inability to run `3d_parallel.py`; not the same bug." + "reason": "Qwen3 auto device-map assert vs not being able to run 3d_parallel.py; unrelated failures." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "Different Qwen variants and different failure modes: NVFP4 run error vs video-input regression." - }, - { - "left": "issue:41720", - "right": "issue:45161", - "accept": false, - "reason": "Both touch parallelism/device placement, but one is a Qwen3 auto device-map crash and the other is only TP not working in GPT-OSS MoE." - }, - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Different model/config issues: Qwen3-MoE sliding window vs StableLmConfig missing pad_token_idx." - }, - { - "left": "issue:44186", - "right": "issue:44361", - "accept": false, - "reason": "Both are tokenizer/input-processing bugs, but they affect different tokenizers and different crash conditions." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "Different multimodal/data-prep issues: metric gathering drops labels vs SAM3 text/bounding-box behavior." - }, - { - "left": "issue:43540", - "right": "issue:43782", - "accept": false, - "reason": "Different Qwen3 Omni/MoE input-processing and from_pretrained weight_only error; not the same underlying bug." - }, - { - "left": "issue:41720", - "right": "issue:43873", - "accept": false, - "reason": "Both involve Qwen3 and device/offload concerns, but one is a CUDA assert on A800 and the other is quantization offloading behavior; not mergeable as one fix." - }, - { - "left": "issue:42915", - "right": "issue:43322", - "accept": false, - "reason": "Different model paths and failure types: FineGrainedFP8Config failure vs segmentation fault when loading Llava Next." - }, - { - "left": "issue:36010", - "right": "issue:42617", - "accept": false, - "reason": "Completely different problems: import path regression vs inability to run `3d_parallel.py`." - }, - { - "left": "issue:45406", - "right": "issue:45464", - "accept": false, - "reason": "Both affect serving, but one is a missing `_tokenizer` on `Gemma4Processor` and the other is streaming chat/completions on Qwen3.5-0.8B." - }, - { - "left": "issue:36331", - "right": "issue:41720", - "accept": false, - "reason": "Trainer loss-signature API mismatch is unrelated to Qwen3 auto device-map CUDA failure." - }, - { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Exact same crash and API path; the titles/body describe the same batched `Qwen2_5_VLProcessor.apply_chat_template` padding=False bug, with only minor wording differences." + "reason": "NVFP4 run failure for Qwen-3-8B vs Qwen multimodal video regression; different manifestations and likely different fixes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair, 44514/44545, is well supported by the near-identical titles and the shared `Qwen2_5_VLProcessor.apply_chat_template` padding=False crash. The remaining soft-edge verdicts are appropriately cautious and do not overstate similarity." - }, - "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 }, @@ -3676,21 +3622,27 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:30064", "issue:33357", "issue:34567", "issue:34634", "issue:35707", - "issue:39692", + "issue:36010", + "issue:36331", "issue:41720", + "issue:42617", "issue:42886", + "issue:42915", + "issue:43322", "issue:43381", + "issue:43388", "issue:43421", - "issue:43525", "issue:43531", + "issue:43540", "issue:43550", + "issue:43572", "issue:43606", "issue:43653", "issue:43720", @@ -3699,34 +3651,40 @@ "issue:43844", "issue:43873", "issue:43927", - "issue:43994", - "issue:44062", "issue:44077", "issue:44186", + "issue:44361", "issue:44368", "issue:44451", "issue:44492", "issue:44509", - "issue:44589", - "issue:44610", + "issue:44514", + "issue:44545", "issue:44625", - "issue:44671", "issue:44843", "issue:44898", - "issue:44918", - "issue:44936", - "issue:44987", "issue:44991", - "issue:45042", + "issue:45059", "issue:45072", - "issue:45081", - "issue:45183", - "issue:45356", + "issue:45161", "issue:45357", "issue:45381", + "issue:45406", + "issue:45464", "issue:45479" ], "soft_pairs": [ + "issue:43531|issue:43572", + "issue:41720|issue:45161", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:41720|issue:43873", + "issue:42915|issue:43322", + "issue:36010|issue:42617", + "issue:45406|issue:45464", + "issue:36331|issue:41720", + "issue:44514|issue:44545", "issue:33357|issue:35707", "issue:43606|issue:43720", "issue:41720|issue:43746", @@ -3737,248 +3695,230 @@ "issue:44625|issue:45479", "issue:43606|issue:43653", "issue:43421|issue:43927", - "issue:44898|issue:45072", "issue:43782|issue:45381", + "issue:44898|issue:45072", "issue:34567|issue:35707", "issue:34634|issue:41720", "issue:43381|issue:43844", "issue:42886|issue:44843", "issue:43421|issue:43653", "issue:44077|issue:44625", - "issue:44451|issue:44991", - "issue:44062|issue:44451", - "issue:44987|issue:45042", - "issue:43531|issue:44589", - "issue:44918|issue:44936", - "issue:43994|issue:44671", - "issue:39692|issue:44610", - "issue:43421|issue:44186", - "issue:45081|issue:45356", - "issue:43525|issue:43531", - "issue:39692|issue:43873", - "issue:45183|issue:45479", - "issue:43746|issue:45381" + "issue:44451|issue:44991" ], - "prepared_review_unit_hash": "27bbba0e0dac76012521bdd0bbd6a1b16f2717e0fd4bd2e4bd4b22c7114c4e41", + "prepared_review_unit_hash": "cb461e9fdc06cf848228d72df7e92503ef81d2d378b95ff84b4f4ca434044bd8", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36694, - "estimated_input_tokens": 9174, - "estimated_eval_tokens": 18604 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36745, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: tokenizer/load regressions, model-specific inference bugs, processor mismatches, and training issues. Only one soft edge looks like the same underlying bug: the offline tokenizer/cache failure tied to _patch_mistral_regex.", - "confidence": 0.67, - "canonical_issue_reason": "issue:44843 is the clearest root-cause report; it names the concrete failing code path (_patch_mistral_regex calling model_info() unconditionally), which directly explains the offline-cache symptom in issue:42886.", + "summary": "This cluster is mostly unrelated issues. I found two true duplicate pairs: the Qwen2_5_VLProcessor batched-input crash, and the HF_HUB_OFFLINE tokenizer-loading regression. The rest are only superficially similar.", + "confidence": 0.73, + "canonical_issue_reason": "issue:44514 is the clearest canonical issue because it is an exact duplicate of issue:44545 with the same crash signature and appears to be the original report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the most actionable representative of the only real duplicate subcluster, because it identifies the exact offending call site and the HF_HUB_OFFLINE breakage.", + "best_issue_reason": "issue:44514 is the best issue anchor here: the title match is exact, the failure mode is identical, and it is the cleanest duplicate target in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:43531", + "right": "issue:43572", "accept": false, - "reason": "Different failures in unrelated paths: MacOS bus error on a CLIP model vs. progressive generation with inputs_embeds/past_key_values." + "reason": "Different models and root causes: Qwen3-MoE sliding-window behavior vs StableLmConfig pad token metadata." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:41720", + "right": "issue:45161", "accept": false, - "reason": "Both involve loading/offload context, but they are different bugs with different models and failure modes (CPU offload device mismatch vs. packed weights not unpacked)." + "reason": "Both involve MoE/model parallelism, but the failures are unrelated: CUDA assert on Qwen3 vs TP not working on GPT-OSS MoE." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43388", + "right": "issue:45059", "accept": false, - "reason": "Different model families and root causes: Qwen3 device-mapping cuda assert vs. GraniteSpeech PEFT local checkpoint loading." + "reason": "Different code paths: metric gathering/last-batch label handling vs SAM3 PCS text+box behavior." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:44186", + "right": "issue:44361", "accept": false, - "reason": "Unrelated processor bugs: void segmentation maps vs. BarkProcessor voice_preset handling." + "reason": "Both are tokenizer issues, but for different tokenizers and different bugs; not the same underlying defect." }, { - "left": "issue:43550", - "right": "issue:43653", - "accept": false, - "reason": "Different subsystems entirely: torch.compile/SDPA on Bamba vs. BigBirdTokenizer special-token registration." - }, - { - "left": "issue:44492", - "right": "issue:44509", + "left": "issue:43540", + "right": "issue:43782", "accept": false, - "reason": "A typo in cache strategy docs is not the same issue as stale pipeline-task documentation." + "reason": "Different Qwen multimodal models and different failure modes: video-input ValueError vs weight_only loading error." }, { - "left": "issue:44368", - "right": "issue:45357", + "left": "issue:41720", + "right": "issue:43873", "accept": false, - "reason": "One is a warning about tie_word_embeddings during LoRA fine-tuning; the other is a save_pretrained regression for Qwen3.5 visual encoder keys." + "reason": "Qwen3 CUDA assert during device mapping is unrelated to quantization offloading behavior." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:42915", + "right": "issue:43322", "accept": false, - "reason": "Both mention classification config, but one is Qwen3.5 num_labels propagation and the other is a generic zero-loss bug for num_labels=1." + "reason": "FineGrainedFP8Config failure on Qwen3Moe is not the same as Llava Next segfault during load." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:36010", + "right": "issue:42617", "accept": false, - "reason": "Different bugs: offloading/device mismatch vs. tokenizer special-token decoding." + "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel.py execution failure." }, { - "left": "issue:43421", - "right": "issue:43927", + "left": "issue:45406", + "right": "issue:45464", "accept": false, - "reason": "Both are tokenizer/config related, but one is runtime post-processor updates and the other is save/load losing custom token IDs." + "reason": "Different surfaces: Gemma4Processor server crash vs Qwen3.5 streaming inference failure." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:36331", + "right": "issue:41720", "accept": false, - "reason": "Different model/runtime problems: Perceiver image-size handling vs. dtype mismatch in bfloat16 inference." + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 device-mapping CUDA errors." }, { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Both are Qwen/VL-related, but one is a from_pretrained weight_only error and the other is a video vision_position_ids regression." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same title and same batched-input/padding=False crash in Qwen2_5_VLProcessor.apply_chat_template; clear duplicate." }, { - "left": "issue:34567", + "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counting is unrelated to progressive generation with embeddings/past key values." + "reason": "MacOS bus error on CLIP is unrelated to progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 device-mapping are unrelated bugs." + "reason": "CPU-offload device mismatch for Bark-small is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "One is about checkpointing in eval mode; the other is a training-gradient anomaly with ZeRO-3." + "reason": "Qwen3 CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different bugs." }, { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Same underlying offline tokenizer/cache regression: 42886 reports the symptom, while 44843 pinpoints the root cause in _patch_mistral_regex/model_info()." + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset handling are unrelated." }, { - "left": "issue:43421", + "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer issues: runtime special-token updates vs. mask token registration/decoding." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:44492", + "right": "issue:44509", "accept": false, - "reason": "Different problems: patchtsmixer post_init policy vs. Qwen3.5 num_labels propagation." + "reason": "Both are docs/wording issues, but they are different documentation changes, not the same bug." }, { - "left": "issue:44451", - "right": "issue:44991", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Both are tokenizer loading failures, but they affect different models and don\u2019t show the same root cause." + "reason": "Different Qwen3.5 issues: tie_word_embeddings warning vs incorrect visual-encoder keys on save_pretrained." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Different failures: AddedToken special-argument conflict vs. model loading failure for ScandiBERT." + "reason": "num_labels propagation bug is not the same as the zero-loss behavior for num_labels=1 across sequence-classification models." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Unrelated: loading a specific model vs. PIL image processors wrongly requiring torchvision." + "reason": "CPU offload device mismatch and BigBird mask-token decode output are unrelated." }, { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:43421", + "right": "issue:43927", "accept": false, - "reason": "Different issues: sliding_window behavior in Qwen3-MoE vs. missing Float8 storage type." + "reason": "Runtime post-processor updates for special tokens are unrelated to DiaConfig losing custom token IDs after save/load." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Different trainer failures: unpacking Qwen3.5 embeddings in TRL SFT vs. evaluate() after train()." + "reason": "Different Qwen VL bugs: weight_only loading vs video vision_position_ids." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "Both are wrong-model-output complaints, but they are model-specific and not the same bug." + "reason": "Perceiver image-resolution interpolation and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Both mention processor/model mismatch, but one is a documentation example with multiple errors and the other is a specific OmDet-Turbo image-size mismatch." + "reason": "TrainerState token counter update bug is unrelated to generation with inputs_embeds and past_key_values." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:34634", + "right": "issue:41720", "accept": false, - "reason": "Different tokenizer problems: post-processor updates vs. LayoutLMv2 NER/padding crashes." + "reason": "BarkProcessor voice_preset bug is unrelated to Qwen3 CUDA assert on auto device mapping." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Both mention fix_mistral_regex/tokenizer regressions, but the symptoms and affected models differ enough that they do not clearly look like the same underlying bug." + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the ZeRO-3 gradient growth report." }, { - "left": "issue:43525", - "right": "issue:43531", - "accept": false, - "reason": "Llama4Config pad_token_id and Qwen3-MoE sliding_window are unrelated configuration bugs." + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe HF_HUB_OFFLINE tokenizer-loading failures; issue:44843 pinpoints the model_info call in _patch_mistral_regex as the root cause." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Documentation/model-processor example errors are unrelated to offloading with quantization." + "reason": "Special-token runtime update behavior and BigBird mask-token decode output are unrelated." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Both are broad validation/config bugs, but one is about input_ids/inputs_embeds error messaging and the other is a degenerate loss issue for num_labels=1." + "reason": "post_init policy for patchtsmixer is unrelated to num_labels propagation in Qwen3.5." }, { - "left": "issue:43746", - "right": "issue:45381", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Different Qwen/GraniteSpeech failures with no shared concrete code path." + "reason": "Both are tokenizer-loading regressions, but they affect different models and are not clearly the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet and conservative overall. The only accepted soft edge, issue:42886 \u2194 issue:44843, is well supported by the titles and the described offline/cache regression. The rejected edges are phrased cautiously and do not overclaim duplicate status." + "feedback": "The summary is grounded in the packet, and the two accepted pairs are conservative and well-supported by the issue titles: issue:44514/issue:44545 are near-verbatim duplicates, and issue:42886/issue:44843 clearly describe the same HF_HUB_OFFLINE tokenizer-loading regression with one issue giving the specific cause. The remaining soft-edge verdicts stay appropriately cautious and do not overclaim duplicates." }, "evaluator_used": true, "retried": false, @@ -3997,34 +3937,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:30064", "issue:36010", + "issue:39692", "issue:40444", "issue:43335", "issue:43421", + "issue:43525", "issue:43531", "issue:43540", "issue:43550", "issue:43577", - "issue:43582", "issue:43596", "issue:43618", - "issue:43643", - "issue:43644", "issue:43653", "issue:43697", "issue:43716", "issue:43720", "issue:43746", - "issue:43749", "issue:43756", - "issue:43782", "issue:43818", "issue:43819", - "issue:43825", - "issue:43827", "issue:43873", "issue:43927", "issue:43994", @@ -4032,27 +3967,43 @@ "issue:44062", "issue:44186", "issue:44220", - "issue:44442", - "issue:44448", + "issue:44451", "issue:44488", - "issue:44561", + "issue:44589", + "issue:44610", "issue:44661", "issue:44671", "issue:44811", "issue:44843", - "issue:44877", "issue:44898", - "issue:44977", - "issue:45020", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", "issue:45072", "issue:45081", - "issue:45381" + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479" ], "soft_pairs": [ + "issue:44062|issue:44451", + "issue:44918|issue:44936", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:43994|issue:44671", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:43525|issue:43531", + "issue:43746|issue:45381", "issue:43596|issue:44220", - "issue:43746|issue:43873", - "issue:43540|issue:44008", + "issue:45183|issue:45479", + "issue:39692|issue:43873", "issue:43618|issue:43697", + "issue:43540|issue:44008", + "issue:43746|issue:43873", "issue:40444|issue:43746", "issue:44220|issue:44661", "issue:43716|issue:44008", @@ -4061,240 +4012,222 @@ "issue:43653|issue:43720", "issue:44843|issue:45081", "issue:43421|issue:44811", - "issue:44186|issue:44898", "issue:30064|issue:36010", + "issue:44186|issue:44898", "issue:43550|issue:45072", "issue:43577|issue:43818", "issue:44062|issue:44488", "issue:43550|issue:43927", - "issue:43540|issue:45381", - "issue:43643|issue:44877", - "issue:43577|issue:43582", - "issue:43531|issue:43643", - "issue:43782|issue:44977", - "issue:43644|issue:43749", - "issue:44448|issue:44671", - "issue:43653|issue:43819", - "issue:44561|issue:45020", - "issue:43825|issue:43994", - "issue:43550|issue:43819", - "issue:44186|issue:44442", - "issue:43825|issue:43827" + "issue:43540|issue:45381" ], - "prepared_review_unit_hash": "62c85041d11196b4d996beacf2ab6b3fb56dd5e40c61c64dd408d7752077b034", + "prepared_review_unit_hash": "02544a81fcff1fa14fa95d15c68c09a1692f74e7bd0835bbd12c3a039372b8a5", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 37219, - "estimated_input_tokens": 9305, - "estimated_eval_tokens": 18866 + "serialized_chars": 36804, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set; it\u2019s a heterogeneous bucket of unrelated GitHub issues across tokenizers, multimodal models, loading/config paths, and v5 regressions. I rejected all soft edges because each pair only shares broad keywords or subsystem overlap, not the same concrete bug.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out: the items span many unrelated failures, so there is no stable duplicate root to anchor the cluster.", + "summary": "The set is mostly a collection of unrelated bug reports across different models and subsystems. I found no strong duplicate pairs; at most a few are near the same tokenizer-regex area, but not enough to merge as the same concrete bug.", + "confidence": 0.26, + "canonical_issue_reason": "Issue 43873 is the broadest and most active open report in the set, so it is the best representative issue if one must be chosen; however, the cluster does not look like a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues is a good global representative; the similarity links are mostly superficial rather than evidence of one underlying defect.", + "best_issue_reason": "43873 has the widest scope ('offloading' + 'quantization'), the most discussion/inbound references, and is still open, making it the strongest canonical candidate among these issues.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/loading failures, but they involve different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "One is a Qwen3.5 SFT embedding unpacking failure, the other is a trainer lifecycle/evaluate-after-train issue; same area, different bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and symptoms: model load failure vs image processor torchvision dependency regression." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated issues: Qwen3-MoE sliding-window behavior versus a Float8 storage lookup TypeError." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output correctness complaints, but they target different models and likely different root causes." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention model/processor mismatches, but the models and concrete failures are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer-related, but one is a runtime post-processor update feature gap and the other is a LayoutLMv2 tokenizer crash." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is an AttributeError crash and the other is a tokenizer regression/warning issue; not clearly the same concrete bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and different errors; no shared code-path bug is evident." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "PEFT checkpoint loading versus Qwen2.5-VL video position IDs; unrelated failures." + }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Both mention crashes, but one is DeepSpeed/BertModel init and the other is audio fbank feature extraction; different code paths and bugs." + "reason": "Different failure classes: deepspeed/zero3 initialization vs audio feature extraction." }, { - "left": "issue:43746", + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both affect validation/loss logic across models, but one is about XOR input validation errors and the other is degenerate loss for num_labels=1." + }, + { + "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "One is local checkpoint loading with PEFT adapters, the other is offloading under quantization; same broad loading area but not the same failure." + "reason": "Doc/example errors for SigLIP2 are not the same as a quantization/offloading runtime issue." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different model components and symptoms; one is missing CLIP attentions, the other is differing RTDetrV2 outputs in v5." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Different multimodal models and different bugs: video input ValueError vs a Gemma3n variable-name collision in forward()." + "reason": "Different multimodal paths: Qwen3OmniMoe video processing versus Gemma 3n audio tensor attribute collision." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "CLIP attentions assignment regression and RTDetrV2 output drift are unrelated model-specific issues." + "reason": "Checkpoint loading with adapters is unrelated to quantization/offloading behavior." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to GraniteSpeech local checkpoint loading." + "reason": "Both involve multimodal model loading/training, but the concrete bugs are different and not mergeable as one fix." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction failure and tokenizer-mapping/model addition failure are different subsystems." + "reason": "Audio feature extraction and add-new-model-like/tokenizer mapping behavior are unrelated." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch is not the same bug as Gemma3n\u2019s audio_mask attribute collision." + "reason": "Different models and different dtype/attribute issues; no shared bug." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC.from_latents/STE mismatch are distinct model implementations and defects." + "reason": "Accelerate loading of packed weights is unrelated to DAC latent decoding/STE behavior." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Smollm3 RoPE-layer dropping are unrelated configuration/model issues." + "reason": "Both are model-configuration bugs, but they concern different architectures and different configuration logic." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration and BitNet accelerate loading are unrelated." + "reason": "Tokenizer special-token registration vs BitNet packed-weight loading are unrelated." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both touch _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer AttributeError; different concrete failures." + "reason": "Both mention _patch_mistral_regex, but the reported failures differ: offline hub access vs tokenizer object attribute crash." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token/post-processor update behavior is not the same as Whisper batch_decode ignoring skip_special_tokens." + "reason": "Special-token post-processing update behavior is not the same as Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash and Perceiver image-classification failure are unrelated." + "reason": "Image segmentation-map processing and a GenerationMixin import error are completely unrelated." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Void segmentation maps in image processing and a GenerationMixin import error have no shared code path." + "reason": "Tokenizer padding/NER crash versus image classification with interpolation; different model paths and bugs." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Bamba torch.compile with SDPA and SwitchTransformers/TimmWrapperModel dtype mismatches are different bugs." + "reason": "Different runtime issues: torch.compile/SDPA failure versus bfloat16 dtype mismatch." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + "reason": "BLIP2 dtype loading issue and Video-LLaVA temporal-attention/weight-sharing issue are unrelated." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken duplicate special kwarg and failing to load a specific model are not the same defect." - }, - { - "left": "issue:43550", - "right": "issue:43927", - "accept": false, - "reason": "Bamba compile/SDPA failure and DiaConfig save/load token-id loss are unrelated." + "reason": "Both are load failures, but they are for different models and different tokenizer/model incompatibilities." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both are video-related Qwen issues, but they affect different model versions and different bugs (input processing vs vision_position_ids)." - }, - { - "left": "issue:43643", - "right": "issue:44877", - "accept": false, - "reason": "AutoConfig trust_remote_code field loss and strict config blocking granite_speech loading are separate config-loading problems." - }, - { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "BLIP2 dtype mismatch and Apple Silicon caching_allocator_warmup TypeError are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:43643", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code AutoConfig field loss are different issues." - }, - { - "left": "issue:43782", - "right": "issue:44977", - "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure are different model/path problems." - }, - { - "left": "issue:43644", - "right": "issue:43749", - "accept": false, - "reason": "Non-persistent buffer junk in Transformers 5.0 and FSDP CPU RAM efficient loading are distinct loading regressions." - }, - { - "left": "issue:44448", - "right": "issue:44671", - "accept": false, - "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction regressions are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:43819", - "accept": false, - "reason": "Tokenizer special-token registration and DAC STE mismatch are unrelated bugs." - }, - { - "left": "issue:44561", - "right": "issue:45020", - "accept": false, - "reason": "Both mention remote_code breakage, but one is specifically is_torch_fx_available removal and the other is a broad recent-version regression; not the same concrete bug." - }, - { - "left": "issue:43825", - "right": "issue:43994", - "accept": false, - "reason": "Pipeline error-message wording and Siglip2 nonsensical results are different problems." - }, - { - "left": "issue:43550", - "right": "issue:43819", - "accept": false, - "reason": "Bamba SDPA/torch.compile failure and DAC forward/from_latents mismatch are unrelated." - }, - { - "left": "issue:44186", - "right": "issue:44442", - "accept": false, - "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer issues." - }, - { - "left": "issue:43825", - "right": "issue:43827", - "accept": false, - "reason": "Both involve pipeline v5 messaging/docs, but one is a runtime error message and the other is stale documentation; not the same bug/change." + "reason": "Qwen3OmniMoe video-processing ValueError and qwen2.5-vl vision_position_ids mismatch are separate multimodal bugs." } ] }, @@ -4316,7 +4249,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:30064", "issue:34634", @@ -4324,52 +4257,64 @@ "issue:36331", "issue:41720", "issue:42175", - "issue:43257", "issue:43262", - "issue:43329", - "issue:43452", - "issue:43454", - "issue:43526", + "issue:43531", + "issue:43550", "issue:43577", "issue:43582", "issue:43606", - "issue:43638", + "issue:43643", + "issue:43644", "issue:43650", "issue:43653", - "issue:43697", "issue:43720", "issue:43749", "issue:43782", "issue:43819", - "issue:43854", + "issue:43825", + "issue:43827", "issue:43906", + "issue:43994", "issue:44060", + "issue:44186", "issue:44291", "issue:44368", + "issue:44442", + "issue:44448", "issue:44485", "issue:44509", - "issue:44554", - "issue:44568", + "issue:44561", "issue:44610", "issue:44671", "issue:44805", "issue:44821", "issue:44857", - "issue:44912", + "issue:44877", "issue:44936", "issue:44977", "issue:44991", + "issue:45020", "issue:45072", "issue:45081", "issue:45084", "issue:45325", - "issue:45406", - "issue:45488", - "issue:45538" + "issue:45406" ], "soft_pairs": [ - "issue:44821|issue:45084", + "issue:43643|issue:44877", + "issue:43531|issue:43643", + "issue:43782|issue:44977", + "issue:43577|issue:43582", + "issue:43644|issue:43749", + "issue:44448|issue:44671", + "issue:43653|issue:43819", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:44186|issue:44442", + "issue:43825|issue:43827", "issue:43650|issue:43906", + "issue:44821|issue:45084", "issue:41720|issue:44991", "issue:43606|issue:45072", "issue:44805|issue:44936", @@ -4378,228 +4323,223 @@ "issue:42175|issue:45081", "issue:44610|issue:45072", "issue:43782|issue:45325", + "issue:44060|issue:44368", "issue:34634|issue:36010", "issue:43720|issue:45072", - "issue:44060|issue:44368", "issue:45081|issue:45406", "issue:43749|issue:44291", "issue:43262|issue:43819", - "issue:43582|issue:44857", "issue:43653|issue:44671", - "issue:43526|issue:43697", - "issue:43526|issue:44554", - "issue:43653|issue:44912", - "issue:45084|issue:45538", - "issue:43454|issue:43577", - "issue:34634|issue:36331", - "issue:44568|issue:45488", - "issue:43257|issue:43329", - "issue:43452|issue:44991", - "issue:43638|issue:44936", - "issue:43854|issue:44977" + "issue:43582|issue:44857" ], - "prepared_review_unit_hash": "cafd1b8c75caa3610108444bef45fd54e7d117783b54cbc849ff18bf5d74ba44", + "prepared_review_unit_hash": "9c6160f3da737897b996353cb848665789ebe437ba3c40920d36824472542134", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36843, - "estimated_input_tokens": 9211, - "estimated_eval_tokens": 18678 + "soft_pair_count": 30, + "serialized_chars": 36832, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a heterogeneous grab-bag of unrelated Transformers issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates. The best anchor issue is the bfloat16/device-mismatch report because it is the most central to the few loosely related loading/inference items, but it is still not a true duplicate of the others.", - "confidence": 0.43, - "canonical_issue_reason": "issue:45072 is the most cluster-central item because several other soft links loosely point at dtype/device loading/inference failures, but the cluster is too heterogeneous to justify a stronger duplicate canonical.", + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions across different model families, processors, tokenizers, training, and docs. I found no strong duplicate pairs to merge; at most there is loose thematic overlap around recent v5/remote_code breakages, but not the same underlying bug.", + "confidence": 0.68, + "canonical_issue_reason": "No single issue cleanly represents a true duplicate set. If one anchor is needed, issue 45020 is the broadest umbrella for recent remote_code regressions, but the cluster overall is too mixed to treat it as a precise canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45072 has the broadest relevance to the few related runtime-mismatch reports (device/dtype/inference), making it the best representative anchor even though the edges are not true duplicates.", + "best_issue_reason": "Issue 45020 is the best high-level representative only because it is the broadest and most umbrella-like of the set; it captures a recurring family of recent-version remote_code breakages better than the others, though it is not a precise duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43643", + "right": "issue:44877", "accept": false, - "reason": "AutoImageProcessor URL loading and a tokenizer template compilation error are unrelated failure modes." + "reason": "Both involve config/loading problems, but one is missing fields with trust_remote_code while the other is strict config blocking granite_speech; different bugs." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "One is a vague data request; the other is a reproduction of a specific upstream bug. Not the same issue." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to trust_remote_code config field loss." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Different subsystems and different failures: CUDA assert during Qwen3 device mapping vs tokenizer loading for est-roberta." + "reason": "Different Qwen variants and different failure modes: weight_only loading error vs flash-attention generation bug." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Both mention mismatches, but they are different models and different concrete code paths; not a mergeable duplicate." + "reason": "BLIP2 dtype propagation and Apple Silicon allocator TypeError are unrelated code paths." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "A mask/indexing shape error is not the same as trainer.evaluate() failing after train()." + "reason": "Non-persistent buffer initialization junk vs FSDP CPU RAM efficient loading are different loading bugs." }, { - "left": "issue:30064", - "right": "issue:36331", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Image processor segmentation-map handling and a custom trainer keyword-argument regression are unrelated." + "reason": "Both are v5 regressions, but on different models and different symptoms; not the same underlying bug." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "RoPE implementation discussion and stale docs about removed pipelines are unrelated." + "reason": "BigBirdTokenizer special-token registration and DAC from_latents/STE mismatch are unrelated." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Packaging/backends availability and a Mistral regex patch crash are different problems." + "reason": "Both mention remote_code regressions, but 44561 is specifically about removing is_torch_fx_available; 45020 is a broader report with unknown root cause." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Processor input-size mismatch and dtype mismatch in inference are different concrete bugs." + "reason": "One is a runtime error message about removed pipeline tasks; the other is stale docs. Related theme, different bug." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "One is a from_pretrained weight_only load error; the other is a RoPE position-id scaling bug in a different Qwen VL model." + "reason": "Bamba torch.compile with SDPA is unrelated to DAC.from_latents missing STE." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Bark voice_preset behavior and a GenerationMixin import error are unrelated." + "reason": "LayoutLMv2Tokenizer NER/padding crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer failures." }, { - "left": "issue:43720", - "right": "issue:45072", + "left": "issue:43825", + "right": "issue:43827", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different failure from dtype mismatch in bfloat16 inference." + "reason": "Runtime pipeline error messaging and documentation cleanup are not the same duplicate." }, { - "left": "issue:44060", - "right": "issue:44368", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Both mention tied-weights warnings, but one is an incorrect tying bug and the other is a config warning in fine-tuning." + "reason": "Placeholder issue title and an isolated reproduction of another issue are not duplicates." }, { - "left": "issue:45081", - "right": "issue:45406", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Mistral regex patching and Gemma4Processor missing _tokenizer are unrelated tokenizer/serve failures." + "reason": "AutoImageProcessor URL loading and a template compilation TypeError are unrelated." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Both concern low-memory loading, but one is broken FSDP CPU RAM efficient loading and the other is an unexpected constructor arg regression." + "reason": "Qwen3 device-mapping CUDA assert and tokenizer loading for est-roberta are different subsystems." }, { - "left": "issue:43262", - "right": "issue:43819", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Audio sampling-rate defaults and DAC latent reconstruction mismatch are unrelated." + "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are distinct failures." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are different platform/code-path issues." + "reason": "Mask-shape IndexError and trainer.evaluate() failing after train() are not the same bug." }, { - "left": "issue:43653", - "right": "issue:44671", + "left": "issue:30064", + "right": "issue:36331", "accept": false, - "reason": "Different tokenizer/model bugs: BigBird special-token registration vs CamemBERT masked LM predictions." + "reason": "Void segmentation map processing and CustomTrainer compute_loss signature mismatch are unrelated." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Label reduction in BeitImageProcessorFast is not the same as RTDetrV2 output drift in v5." + "reason": "GLM-5 RoPE implementation discussion is unrelated to stale pipeline docs." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Image processor label handling and an MPS attention correctness issue are unrelated." + "reason": "Missing TensorFlow in extras install and Mistral regex patch crash are unrelated." }, { - "left": "issue:43653", - "right": "issue:44912", + "left": "issue:44610", + "right": "issue:45072", "accept": false, - "reason": "Tokenizer special-token registration and MXFP4 quantization fallback are different bugs." + "reason": "OmDet-Turbo image-size mismatch and dtype mismatch reports are different bugs." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43782", + "right": "issue:45325", "accept": false, - "reason": "Template-compilation failure and CLIPTokenizer max-length misconfiguration are not the same problem." + "reason": "Different Qwen-VL model issues: weight_only load error vs incorrect RoPE temporal scaling." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:44060", + "right": "issue:44368", "accept": false, - "reason": "AyaVision weight tying and Blip2 dtype casting are different multimodal loading bugs." + "reason": "One is a tied-weights warning bug in Qwen3-Next; the other is a LoRA fine-tuning warning about tie_word_embeddings. Same theme, different issue." }, { "left": "issue:34634", - "right": "issue:36331", + "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice preset and CustomTrainer compute_loss signature are unrelated." + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "Different tokenizer regressions affecting different models and behaviors; not the same code path." + "reason": "BitNet packed-weight unpacking and bfloat16 dtype mismatch are different code paths." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:45081", + "right": "issue:45406", "accept": false, - "reason": "Qwen3 MOE loading with accelerate/deepspeed and multimodal token counting/video-branch undefined names are unrelated." + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are separate processor-loading bugs." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "gguf_file loading support and est-roberta tokenizer loading failure are different issues." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected argument are related to loading, but not the same underlying defect." }, { - "left": "issue:43638", - "right": "issue:44936", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "Zero3/Bert training index error and post-train evaluation failure are unrelated." + "reason": "Audio chat-template sampling-rate default and DAC forward/from_latents mismatch are unrelated." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and CamemBERT MLM prediction regression are distinct tokenizer/model issues." + }, + { + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "GLM-4.7 unit-test loading and Qwen3.5 flash-attention generation issues are different model-specific bugs." + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash are unrelated." } ] }, @@ -4621,63 +4561,74 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ - "issue:33357", "issue:34567", + "issue:34634", "issue:36010", "issue:36331", "issue:38175", "issue:39692", "issue:40990", - "issue:41720", - "issue:42175", - "issue:42915", "issue:43257", "issue:43262", - "issue:43317", "issue:43329", "issue:43450", "issue:43452", + "issue:43454", + "issue:43526", "issue:43531", - "issue:43540", "issue:43550", "issue:43577", - "issue:43582", + "issue:43638", "issue:43645", + "issue:43653", "issue:43696", "issue:43697", "issue:43720", - "issue:43742", "issue:43746", "issue:43749", "issue:43756", "issue:43819", + "issue:43854", "issue:43927", "issue:43931", - "issue:44291", "issue:44479", + "issue:44554", "issue:44568", "issue:44589", "issue:44610", "issue:44756", "issue:44811", "issue:44912", - "issue:44938", - "issue:44987", + "issue:44936", + "issue:44977", + "issue:44991", "issue:45042", "issue:45072", + "issue:45084", "issue:45356", "issue:45357", - "issue:45381", + "issue:45488", "issue:45538" ], "soft_pairs": [ - "issue:43746|issue:44811", - "issue:44589|issue:45042", - "issue:38175|issue:44610", - "issue:39692|issue:44912", - "issue:43257|issue:43696", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43653|issue:44912", + "issue:43454|issue:43577", + "issue:34634|issue:36331", + "issue:44568|issue:45488", + "issue:43257|issue:43329", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43257|issue:43696", + "issue:39692|issue:44912", "issue:43819|issue:43927", "issue:43720|issue:44610", "issue:43550|issue:44912", @@ -4692,233 +4643,217 @@ "issue:43257|issue:43756", "issue:43329|issue:43450", "issue:34567|issue:40990", - "issue:43577|issue:45072", "issue:43697|issue:45357", - "issue:42175|issue:44938", - "issue:43452|issue:43582", - "issue:41720|issue:43540", - "issue:44479|issue:45381", - "issue:43927|issue:44912", - "issue:44987|issue:45538", - "issue:42915|issue:43742", - "issue:44291|issue:45042", - "issue:43317|issue:45538", - "issue:33357|issue:34567" + "issue:43577|issue:45072" ], - "prepared_review_unit_hash": "1177635d0dbb40e6d3b10aca178c2aade811f200e3da111666a61ee846954453", + "prepared_review_unit_hash": "7cb7cb6d43b49c33888d0e0baaa3d71230a4963d01526ccf6fe0e3879dc51bb4", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37117, - "estimated_input_tokens": 9280, - "estimated_eval_tokens": 18816 + "soft_pair_count": 32, + "serialized_chars": 37517, + "estimated_input_tokens": 9380, + "estimated_eval_tokens": 19016 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issues grouped by broad Transformers subsystems. I do not see a single true duplicate cluster, and none of the soft pairs are strong enough to merge as the same underlying bug/change.", - "confidence": 0.88, - "canonical_issue_reason": "No canonical issue: the set spans many distinct failures (tokenizers, multimodal/video processors, loading/quantization, hardware-specific crashes, and trainer behavior) rather than one shared root cause.", + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in training, tokenizers, vision, audio, loading, quantization, and multimodal processors. I do not see any soft edge that looks like the same underlying issue, so all candidate duplicate links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No safe canonical issue: the set is not a duplicate cluster but a grab bag of distinct bugs, so picking any one issue as the representative would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: there is no one issue that represents the whole set, and the pairwise candidates are not close enough to be treated as duplicates.", + "best_issue_reason": "No issue is a strong global best representative for duplicate triage. If forced, issue 43257 is the most substantial standalone report, but it is still too specific to serve as a cluster-wide canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43526", + "right": "issue:43697", "accept": false, - "reason": "Different surfaces and root causes: local checkpoint loading for GraniteSpeech adapters vs Whisper processor decoding behavior." + "reason": "Different problems: BEiT label reduction vs RT-DETR output differences." }, { - "left": "issue:44589", - "right": "issue:45042", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Unrelated bugs: Float8 storage lookup failure vs PIL image processors incorrectly requiring torchvision." + "reason": "Unrelated: image processor label handling vs MPS attention correctness." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Both are model/processor complaints, but they concern different models and different failures (zero probabilities vs input-size mismatch)." + "reason": "Separate tokenizer/config bugs; no shared code-path indicated." }, { - "left": "issue:39692", + "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Different models and different bugs: SigLIP2 doc example errors vs GPT-OSS MXFP4 quantization fallback/loading." + "reason": "BigBird special-token registration issue is unrelated to GPT-oss quantization fallback." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Accelerate/DeepSpeed MoE weight conversion is not the same problem as a CUDA OOM on GPT-oss-20b." + "reason": "AyaVision lm_head tying bug vs BLIP2 dtype-loading issue are different failures." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Different code paths: DAC latent reconstruction/STE mismatch vs DiaConfig losing custom token IDs on save/load." + "reason": "BarkProcessor voice_preset and trainer compute_loss kwargs are unrelated." }, { - "left": "issue:43720", - "right": "issue:44610", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to OmDet-Turbo processor image-size output mismatch." + "reason": "Different tokenizer regressions: BOS/EOS insertion vs pre-tokenizer override." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba-9B-v2 is a different bug from MXFP4 quantization loading/fallback." + "reason": "Qwen3 MoE load/convert bug is not the same as multimodal token counting video-branch NameError." }, { - "left": "issue:36010", - "right": "issue:43645", + "left": "issue:43638", + "right": "issue:44936", "accept": false, - "reason": "Import path breakage for GenerationMixin is not the same as Jupyter custom-model initialization regressions." + "reason": "DeepSpeed ZeRO-3/BERT indexing failure is distinct from trainer evaluate-after-train behavior." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different behaviors, so they are not the same bug." + "reason": "gguf_file loading breakage and tokenizer loading failure are different paths." }, { - "left": "issue:43262", + "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "PEFT checkpoint loading bug vs Whisper batch_decode skip_special_tokens bug." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "FSDP CPU-RAM-efficient loading and Strix Halo mmap OOM are different loading/memory issues with no shared concrete root cause." + "reason": "GLM-4.7 test load issue and Qwen3.5 flash-attention generation issue are unrelated." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "Both involve video VLMs, but one is undefined names in a helper and the other is a broader regression in video input handling." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo image size mismatch are different bugs." }, { - "left": "issue:43531", + "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend image processors requiring torchvision." + "reason": "Float8 storage lookup error is unrelated to PIL/image-processor torchvision dependency." }, { "left": "issue:43257", - "right": "issue:43931", - "accept": false, - "reason": "MoE weight conversion during accelerate/deepspeed loading is not the same as Qwen3-VL weight-shape mismatch on model load." - }, - { - "left": "issue:36010", - "right": "issue:36331", + "right": "issue:43696", "accept": false, - "reason": "GenerationMixin import failure and CustomTrainer.compute_loss signature mismatch are separate API breakages." + "reason": "Model load/weight conversion bug vs CUDA OOM on GPT-oss-20b." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer count regression are unrelated model-specific issues." + "reason": "SigLIP2 docs/example errors do not match GPT-oss quantization fallback." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Undefined video-token helper names are not the same as batched video processor shape errors." + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig save/load token ID loss." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "TrainerState token-count tracking and GPT-oss perplexity are unrelated training/evaluation issues." + "reason": "BitNet packed-weight unpacking issue is not the same as OmDet-Turbo processor shape bug." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapper bfloat16 mismatches are different model-loading dtype bugs." + "reason": "Bamba-9B-v2 torch.compile SDPA failure is unrelated to GPT-oss quantization." }, { - "left": "issue:43697", - "right": "issue:45357", + "left": "issue:36010", + "right": "issue:43645", "accept": false, - "reason": "RTDetrV2 output drift in v5 is unrelated to Qwen3.5 save_pretrained visual-encoder key regression." + "reason": "GenerationMixin import error and custom-model Jupyter initialization regression are distinct." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Missing TensorFlow in torch extra install and Python 3.14 import failure are different packaging/runtime problems." + "reason": "Different tokenizer regressions affecting different mechanisms and models." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:43262", + "right": "issue:44811", "accept": false, - "reason": "gguf_file tokenizer/model loading breakage is unrelated to Apple Silicon caching_allocator_warmup TypeError." + "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper batch decoding." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert and Qwen3OmniMoe video ValueError are different failures and likely different code paths." + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different loading issues." }, { - "left": "issue:44479", - "right": "issue:45381", + "left": "issue:43329", + "right": "issue:44479", "accept": false, - "reason": "Both are video-input regressions, but they mention different models and different symptoms, so they are not clearly the same bug." + "reason": "Both concern video handling, but one is a specific NameError in token counting while the other is a broader regression; not the same bug." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:34567", + "right": "issue:40990", "accept": false, - "reason": "Config token-ID persistence and MXFP4 loading fallback are unrelated issues." + "reason": "Trainer token-count metric bug does not match GPT-oss perplexity reports." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43697", + "right": "issue:45357", "accept": false, - "reason": "Loading physical-intelligence/fast on v5.1.0+ is not the same as CLIPTokenizer model_max_length behavior." + "reason": "RT-DETR output divergence is unrelated to Qwen3.5 visual-encoder key saving." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43257", + "right": "issue:43931", "accept": false, - "reason": "FineGrainedFP8Config failure for Qwen3Moe and a key error loading MobileLLM-125M are different model-load bugs." + "reason": "Different Qwen loading failures: MoE weight conversion vs Qwen3-VL shape mismatch." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError is unrelated to the torchvision requirement regression." + "reason": "Qwen3 MoE loading bug and Smollm3 RoPE-layer mismatch are unrelated." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:43329", + "right": "issue:43450", "accept": false, - "reason": "GPU+CPU offload loading failure is unrelated to CLIPTokenizer max-length semantics." + "reason": "Undefined helper/variable in video token counting is not the same as batched video processor output shape." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "MacOS bus error on CLIP model load and TrainerState token counting are completely different issues." + "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision requirement are unrelated." } ] }, @@ -4940,66 +4875,76 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:28282", "issue:29127", + "issue:33357", "issue:34567", "issue:34689", "issue:36010", - "issue:36331", "issue:38175", + "issue:41720", "issue:42175", "issue:42915", + "issue:43317", "issue:43452", "issue:43493", "issue:43526", "issue:43540", - "issue:43577", "issue:43582", "issue:43643", "issue:43646", - "issue:43688", "issue:43742", "issue:43749", "issue:43756", "issue:43782", "issue:43824", "issue:43906", + "issue:43927", "issue:43994", "issue:44062", "issue:44291", "issue:44479", - "issue:44484", "issue:44488", - "issue:44514", "issue:44560", - "issue:44561", - "issue:44704", - "issue:44792", + "issue:44737", "issue:44821", "issue:44898", - "issue:44964", + "issue:44912", + "issue:44938", + "issue:44987", "issue:44991", - "issue:45081", + "issue:45042", "issue:45137", - "issue:45290", "issue:45325", "issue:45375", "issue:45381", "issue:45405", "issue:45479", - "issue:45538" + "issue:45538", + "issue:45588" ], "soft_pairs": [ - "issue:43540|issue:44560", + "issue:42175|issue:44938", + "issue:41720|issue:43540", + "issue:43452|issue:43582", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:33357|issue:34567", + "issue:44291|issue:45042", "issue:43906|issue:45381", + "issue:42915|issue:43742", + "issue:43540|issue:44560", "issue:43540|issue:44479", - "issue:45137|issue:45405", "issue:42915|issue:45538", + "issue:45137|issue:45405", "issue:42175|issue:43824", - "issue:42915|issue:44821", "issue:43526|issue:45479", + "issue:44737|issue:45588", + "issue:42915|issue:44821", "issue:42175|issue:44488", "issue:44062|issue:44991", "issue:38175|issue:44898", @@ -5007,240 +4952,233 @@ "issue:43646|issue:43749", "issue:43582|issue:43782", "issue:43643|issue:45375", - "issue:43742|issue:44291", "issue:43756|issue:45325", "issue:43493|issue:43994", "issue:28282|issue:29127", "issue:36010|issue:42175", - "issue:44484|issue:44704", - "issue:34567|issue:36331", - "issue:44291|issue:44821", - "issue:43452|issue:44488", - "issue:44062|issue:45081", - "issue:44792|issue:44964", - "issue:43688|issue:43749", - "issue:44514|issue:45290", - "issue:43452|issue:43577", - "issue:43643|issue:44561" + "issue:43742|issue:44291" ], - "prepared_review_unit_hash": "42e8fc472bfa84066a4901b9b63b663c1290e95776102c46d2c94ee706323b48", + "prepared_review_unit_hash": "81d1e53b766bfb62969ec4b0be0f8f5debd94b7e73cac88b0943693cfb21b442", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36890, - "estimated_input_tokens": 9223, - "estimated_eval_tokens": 18702 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36487, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports; the only clear duplicate pair is the `apply_chat_template` crash with assistant tool calls and empty content. The rest are at best broad topical similarities, not the same concrete bug.", - "confidence": 0.58, - "canonical_issue_reason": "`issue:45290` is the cleanest canonical report: it states the core `apply_chat_template(tokenize=True)` crash with assistant tool calls and no content, while `issue:44514` looks like a narrower variant of the same failure.", + "summary": "This set is not a tight duplicate cluster; it mixes many unrelated Transformers bugs that only share broad wording around loading/importing/models. No pull requests are present, and none of the soft pairs look like the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue clearly dominates as the same underlying problem across the set. If forced to pick a representative, issue 44987 is the broadest recent loading-regression report, but the cluster is too heterogeneous for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45290` is the best representative of the only strong duplicate subgroup in this set because it describes the underlying code-path bug most directly and broadly.", + "best_issue_reason": "Issue 44987 is the best global representative because it is a current, concrete model-loading regression with a general title and a likely actionable reproduction, whereas many others are narrower, model-specific, or about different subsystems entirely.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:42175", + "right": "issue:44938", "accept": false, - "reason": "Same broad Qwen video area, but different models and error shapes; not enough to treat as the same concrete bug." + "reason": "One is about TensorFlow missing from a pip extra; the other is a Python 3.14 load failure. Same broad install/load surface, but not the same bug." }, { - "left": "issue:43906", - "right": "issue:45381", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Different problems: isolated reproduction of an older issue versus a Qwen2.5-VL video position-id regression." + "reason": "Qwen3 auto device-map CUDA assert and Qwen3OmniMoe video ValueError are different failure modes and different code paths." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Both mention video inputs, but one is Qwen3OmniMoe-specific and the other is a broader Qwen video regression; not clearly the same fixable bug." + "reason": "GGUF tokenizer/model loading vs Apple Silicon allocator warmup TypeError are unrelated mechanisms." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44479", + "right": "issue:45381", "accept": false, - "reason": "Completely different topics: DeepSpeed ZeRO3 deque error vs PEFT version pin bump." + "reason": "Both are Qwen2.5-VL/Qwen video regressions, but the reported breakage differs: one is a broader v5.3.0 video-input regression across several models, the other is a specific still-image temporal position_id bug." }, { - "left": "issue:42915", - "right": "issue:45538", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Unrelated: Qwen3Moe FP8 loading failure vs CLIPTokenizer max length behavior." + "reason": "DiaConfig save/load token ID loss and git-oss-20b MXFP4 fallback are unrelated model/config bugs." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Both are import/backend-related, but one is TensorFlow backend packaging and the other is a missing Qwen2_5_VL export." + "reason": "Physical-intelligence/fast loading failure is not the same as CLIPTokenizer's huge model_max_length behavior." }, { - "left": "issue:42915", - "right": "issue:44821", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Different failures in different components; no shared code-path evidence." + "reason": "Device-map/offload loading failure and tokenizer max-length semantics are different issues." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "Different model families and bugs: BeitImageProcessorFast label reduction vs sequence-classification zero-loss behavior." + "reason": "MacOS bus error while loading a CLIP model and TrainerState token-count tracking are unrelated." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Both are loading-related, but the specific failures and targets are unrelated." + "reason": "init_empty_weights/_is_hf_initialized argument handling is a model-init bug; PIL backend image processor torchvision requirement is a different image-processing regression." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Both involve tokenizer loading, but one is a generic AddedToken TypeError and the other is a model-specific tokenizer load failure." + "reason": "A reproduction of a prior issue about custom model loading does not match a Qwen2.5-VL video-position bug." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Different model behaviors: SigLIP2 zero probabilities vs Perceiver non-default resolution failure." + "reason": "Both involve Qwen3/Qwen3Moe model loading, but one is FineGrainedFP8Config-specific and the other is a MobileLLM key error; different concrete failures." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Both are import/load complaints, but about different models and different underlying causes." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3-vl-embedding StopIteration are distinct video-processing failures." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Different regression classes: custom model init breakage vs FSDP CPU RAM-efficient loading." + "reason": "Same general family, but one is a video-input ValueError in Qwen3OmniMoe and the other is a broader v5.3.0 regression affecting multiple Qwen VL variants." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Apple Silicon allocator TypeError and Qwen3VL weight_only loading error are unrelated." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length are unrelated." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "Both touch config handling, but one is generic remote-code field loss and the other is a specific missing config field." + "reason": "DeepSpeed ZeRO3 deque underflow and PEFT version bump are completely different problems." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "Different loading bugs: MobileLLM key error vs init_empty_weights/_is_hf_initialized TypeError." + "reason": "TensorFlow backend packaging and missing Qwen2.5-VL class export are unrelated." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Both mention RoPE/position handling, but they concern different models and different bugs." + "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss behavior affect different components and code paths." }, { - "left": "issue:43493", - "right": "issue:43994", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Same model family, but one is an implementation discrepancy and the other is a bad AutoModel/pipeline result; too broad to merge." + "reason": "XLNet CPU arange placement bug and flash_attention s_aux=None crash are unrelated implementation bugs." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:42915", + "right": "issue:44821", "accept": false, - "reason": "Both are error-message issues, but one is missing PyTorch import dependency and the other is LayoutLMv3 box-content validation." + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL failure are different subsystems." }, { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Both are import/version issues, but they concern different APIs and failure modes." + "reason": "Backend packaging for TensorFlow and a model-specific load failure are not the same bug." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Different API behaviors: save_pretrained shard sizing vs AutoProcessor kwargs passthrough." + "reason": "AddedToken special-arg duplication and tokenizer loading for EMBEDDIA/est-roberta are different tokenizer problems." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "TrainerState token counting and custom trainer compute_loss signature are unrelated trainer issues." + "reason": "SigLIP2 zero probabilities/nonsensical outputs and Perceiver non-default-resolution failure are different model-specific issues." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Different subsystems and failures: empty-weights init vs loading AutoImageProcessor from URL." + "reason": "Missing PyTorch dependency error and Llama 3.2 Vision model-loading breakage are unrelated import/load failures." }, { - "left": "issue:43452", - "right": "issue:44488", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Both are model-loading complaints, but one is a gguf_file/from_pretrained regression and the other is a specific model repo load failure." + "reason": "Transformers 5.0 custom model initialization breakage and FSDP CPU RAM efficient loading failure are different code paths." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Tokenizer errors in both, but the root causes and affected paths differ." + "reason": "Apple Silicon caching_allocator_warmup TypeError and Qwen3VL weight_only error are unrelated." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Different multimodal model failures; one is a failing janus test, the other is a Phi-4 multimodal load issue." + "reason": "trust_remote_code missing fields in AutoConfig and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are both config-related, but not the same defect." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Aux-loss normalization bug and FSDP loading bug are unrelated." + "reason": "Smollm3 RoPE-layer mismatch and Qwen2.5-VL rope-index scaling bug are distinct architecture-specific regressions." }, { - "left": "issue:44514", - "right": "issue:45290", - "accept": true, - "reason": "Same underlying `apply_chat_template` crash with assistant tool calls and empty content; one is just a batched/padding variant." + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and SigLIP2 nonsensical AutoModel/pipeline outputs are related by model family but not clearly the same underlying bug." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Both involve model loading, but the specific models and failure causes differ." + "reason": "Missing PyTorch import error and LayoutLMv3 box-information error are unrelated." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import error and TensorFlow-extra packaging issue are unrelated import/packaging failures." + }, + { + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Both are about `trust_remote_code`-adjacent loading, but one is missing fields in AutoConfig and the other is a removed helper breaking remote-code models." + "reason": "MobileLLM key error and init_empty_weights unexpected argument are different initialization bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is conservative and supported by the packet. The one accepted soft pair is the only clear duplicate subgroup indicated, and the other pairwise rejections stay within the evidence available from titles/metadata without overstating sameness." - }, - "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 }, @@ -5255,21 +5193,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:24643", - "issue:28282", "issue:29127", - "issue:32090", - "issue:33357", - "issue:35141", - "issue:38175", + "issue:34567", + "issue:36331", "issue:41720", "issue:41762", - "issue:43122", "issue:43295", "issue:43452", - "issue:43525", "issue:43531", "issue:43577", "issue:43643", @@ -5278,273 +5211,264 @@ "issue:43697", "issue:43720", "issue:43742", + "issue:43749", "issue:43819", "issue:43906", - "issue:44361", - "issue:44442", + "issue:44062", + "issue:44291", "issue:44464", "issue:44466", - "issue:44479", + "issue:44484", + "issue:44488", "issue:44514", + "issue:44561", "issue:44568", "issue:44589", "issue:44625", + "issue:44704", "issue:44743", + "issue:44792", "issue:44811", "issue:44821", "issue:44843", "issue:44877", "issue:44898", "issue:44936", - "issue:44977", - "issue:44991", + "issue:44964", "issue:45005", "issue:45042", "issue:45081", "issue:45216", + "issue:45290", "issue:45356", "issue:45381", "issue:45440" ], "soft_pairs": [ - "issue:43742|issue:44589", + "issue:44484|issue:44704", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:44514|issue:45290", + "issue:43688|issue:43749", + "issue:43643|issue:44561", "issue:44514|issue:45381", + "issue:43452|issue:43577", "issue:43697|issue:45216", + "issue:43742|issue:44589", "issue:45042|issue:45081", "issue:43531|issue:44821", - "issue:44625|issue:44877", "issue:43688|issue:45440", + "issue:44625|issue:44877", "issue:43720|issue:44898", "issue:43452|issue:44843", "issue:43819|issue:44811", "issue:43653|issue:44568", - "issue:44466|issue:45005", "issue:43295|issue:45356", - "issue:44464|issue:44743", + "issue:44466|issue:45005", "issue:41762|issue:44936", - "issue:24643|issue:29127", + "issue:44464|issue:44743", "issue:41720|issue:43906", - "issue:43525|issue:43643", - "issue:44361|issue:44442", - "issue:43577|issue:43697", - "issue:38175|issue:43295", - "issue:43653|issue:44361", - "issue:44843|issue:44991", - "issue:28282|issue:32090", - "issue:28282|issue:35141", - "issue:44479|issue:44936", - "issue:28282|issue:33357", - "issue:43122|issue:43906", - "issue:44977|issue:45356" + "issue:24643|issue:29127" ], - "prepared_review_unit_hash": "e1d30d83ca0947ed1fae1660f69c0d19a24ac41d938e48d521623eaa92f3df00", + "prepared_review_unit_hash": "b05bb5c62c054f797dbe62da5258f1dcd94e25bbe2e8af3981425c83b741c693", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36769, - "estimated_input_tokens": 9193, - "estimated_eval_tokens": 18642 + "soft_pair_count": 27, + "serialized_chars": 36175, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This batch is mostly a grab-bag of unrelated issue reports. I only see one plausible duplicate pair around tied-weights serialization in v5; the rest are different model families, different code paths, or different failure modes.", - "confidence": 0.83, - "canonical_issue_reason": "If a canonical issue must be chosen, issue 45005 is the best representative because it describes the broader tied-weights regression that also covers the more device-specific symptom in 44466.", + "summary": "Most pairs are false positives from broad lexical similarity (trainer, tokenizer, loading, or v5 regressions) but describe different concrete bugs. The only plausible duplicate-like pair is the tied-weights save/serialization regression in v5: issue 44466 and issue 45005.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44466 is the clearest, most concrete report of the tied-weights serialization regression, with a specific failure mode and a broad enough description to represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45005 is the strongest global representative in this set: it is the clearest, broadest description of the only likely duplicate cluster (tied weights in v5).", + "best_issue_reason": "issue:44466 is the best representative issue because it centers on a concrete, reproducible code-path problem rather than a narrower application-specific manifestation.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Different load failures and likely different root causes: MobileLLM key error vs Float8 storage lookup error." + "reason": "Both involve saving/loading APIs, but one is about max shard size and the other about forwarding kwargs to cached_file; different bugs." }, { - "left": "issue:44514", - "right": "issue:45381", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is chat-template batching/padding and the other is video vision position IDs." + "reason": "Both are Trainer-related, but one is a token-count tracking bug and the other is a custom compute_loss signature breakage." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:44291", + "right": "issue:44821", "accept": false, - "reason": "Unrelated regressions: RTDetrV2 output mismatch vs Qwen3.5 checkpoint save_pretrained corruption." + "reason": "Different loading failures: init_empty_weights/_is_hf_initialized vs loading AutoImageProcessor from URL." }, { - "left": "issue:45042", + "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Different subsystems entirely: image processor torchvision dependency vs Mistral regex patch crash." + "reason": "Both are tokenizer errors, but one is AddedToken special-arg handling and the other is a Mistral regex/backend_tokenizer crash." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Qwen3-MoE sliding-window bug is unrelated to AutoImageProcessor URL loading." + "reason": "Both are model-loading issues, but they affect different models and appear to stem from different code paths." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Both are config-related, but they affect different models and different failures." + "reason": "Both mention multimodal model loading/generation, but the affected models and failure modes are distinct." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Both mention MoE models, but one is auxiliary-loss normalization and the other is DeepSeekV3 implementation divergence." + "reason": "Same method family, but different crashes: batched padding handling vs assistant tool-call messages with no content." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Different bug classes: unpacking packed weights during accelerate load vs Perceiver image classification at non-default resolution." + "reason": "These are unrelated: auxiliary-loss normalization in MoE models versus FSDP CPU RAM efficient loading." }, { - "left": "issue:43452", - "right": "issue:44843", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Both are from tokenizer/model loading, but one is gguf_file handling and the other is an offline model_info() call in mistral regex patching." + "reason": "Both touch trust_remote_code behavior, but one is missing config fields and the other is removal of is_torch_fx_available." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "DAC latent reconstruction mismatch is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "Both are Qwen2.5-VL issues, but one is chat template batching and the other is incorrect vision_position_ids for video input." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Both concern special tokens, but they are different tokenizers and different failures." - }, - { - "left": "issue:44466", - "right": "issue:45005", - "accept": true, - "reason": "Same underlying v5 tied-weights regression: 44466 is the device-dependent serialization symptom, while 45005 is the broader tied-weights report." + "reason": "Different bugs: gguf_file loading failure vs dtype propagation for BLIP-2 qformer/model." }, { - "left": "issue:43295", - "right": "issue:45356", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Different regressions affecting different tokenizer/processor paths and different versions." + "reason": "Different regression classes: RTDetrV2 output drift vs Qwen3.5 checkpoint serialization/save_pretrained correctness." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Both mention generation/state behavior, but one is compiled-forward chunked generation and the other is recurrent-state reset in Qwen3.5 modular code." + "reason": "Both are loading errors, but one is a key error for MobileLLM and the other is a missing Float8 storage type." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "DeepSpeed ZeRO-3 load error is unrelated to trainer.evaluate() failing after trainer.train()." + "reason": "Unrelated subsystems: image processor backend dependency handling vs Mistral tokenizer regex handling." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "Different errors and code paths: DeepSpeed training weight shape vs LayoutLMV3 box-validation message clarity." + "reason": "Different areas and failures: Qwen3-MoE sliding_window behavior vs loading AutoImageProcessor from URL." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "No evidence of the same bug; the second is only an isolated reproduction of another issue." + "reason": "Both are model correctness reports, but they concern different architectures and different implementation divergences." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Related thematically, but one is a specific missing pad_token_id on Llama4Config and the other is a broader AutoConfig trust_remote_code field-loss bug." + "reason": "Both involve config loading, but one is num_labels propagation and the other is strict config rejection for granite_speech." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "Different tokenizer failures with different models and symptoms." + "reason": "Different model bugs: packed-weight unpacking during accelerate loading vs Perceiver interpolation on non-default resolution." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Blip2 dtype propagation is unrelated to RTDetrV2 output differences." + "reason": "Both mention loading, but one is gguf/model loading and the other is offline-path behavior in _patch_mistral_regex." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43819", + "right": "issue:44811", "accept": false, - "reason": "Siglip2 zero probabilities are unrelated to the processor.tokenizer regression." + "reason": "Different functionality entirely: DAC latent conversion versus Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:43653", - "right": "issue:44361", - "accept": false, - "reason": "Different tokenizer bugs affecting different tokenizers and failure modes." - }, - { - "left": "issue:44843", - "right": "issue:44991", + "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they appear to be separate root causes." + "reason": "Both concern tokenizer special tokens, but they describe different tokenizers and different failures." }, { - "left": "issue:28282", - "right": "issue:32090", + "left": "issue:43295", + "right": "issue:45356", "accept": false, - "reason": "ImportError for missing PyTorch and NoneType broadcast error are unrelated." + "reason": "Both are tokenizer/processor regressions, but the concrete breakage is different: processor.tokenizer access/images passthrough vs codec handling and warning text." }, { - "left": "issue:28282", - "right": "issue:35141", - "accept": false, - "reason": "No shared underlying bug: missing PyTorch vs tied embedding resize reinitialization." + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same underlying tied-weights serialization regression in v5; 45005 looks like a model-family-specific manifestation of the broader issue in 44466." }, { - "left": "issue:28282", - "right": "issue:33357", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Completely different failures: missing backend dependency vs MacOS bus error on CLIP." + "reason": "Different training/runtime problems: DeepSpeed ZeRO-3 load failure versus evaluate() failing after train()." }, { - "left": "issue:44479", - "right": "issue:44936", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Video-input regression in Qwen models is unrelated to trainer.evaluate() post-train failure." + "reason": "Both are generation/model-state issues, but one is compiled-forward chunked generation inconsistency and the other is recurrent-state reset in modular_qwen3_5.py." }, { - "left": "issue:43122", + "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "The isolated reproduction reference is too vague to establish the same underlying tokenization bug." + "reason": "The titles are only loosely related by a runtime error/bug reference; one is Qwen3 auto device mapping and the other is a reproduction of an earlier issue." }, { - "left": "issue:44977", - "right": "issue:45356", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to Kimi-K2.5 tokenizer codec handling." + "reason": "Completely different bugs: DeepSpeed weight shape error during training versus LayoutLMv3 error-message clarity for insufficient box info." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it identifies one plausible duplicate pair (44466/45005) based on tightly related tied-weights v5 titles, and the other soft-edge rejections are appropriately cautious given only title-level evidence. No overstatement stands out." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are appropriately conservative: most pairs are correctly rejected despite superficial lexical overlap, while the only accepted pair (44466/45005) is a plausible same-bug cluster around tied-weights serialization in v5. No evidence of overstatement or unsafe merging across unrelated bugfixes." }, "evaluator_used": true, "retried": false, @@ -5563,303 +5487,311 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ + "issue:28282", "issue:30064", "issue:32090", + "issue:33357", "issue:33666", "issue:34567", - "issue:36010", + "issue:35141", + "issue:38175", "issue:41720", - "issue:43012", + "issue:43122", "issue:43262", "issue:43278", + "issue:43295", "issue:43329", - "issue:43334", "issue:43452", - "issue:43493", "issue:43504", "issue:43525", "issue:43531", - "issue:43540", "issue:43550", - "issue:43572", "issue:43577", - "issue:43606", + "issue:43643", "issue:43653", "issue:43688", - "issue:43716", + "issue:43697", "issue:43720", "issue:43742", - "issue:43756", - "issue:43825", - "issue:43844", - "issue:43873", + "issue:43906", "issue:43927", "issue:44361", + "issue:44442", "issue:44451", "issue:44464", "issue:44479", "issue:44554", "issue:44610", "issue:44625", - "issue:44821", + "issue:44843", "issue:44849", - "issue:44913", + "issue:44936", "issue:44977", + "issue:44991", "issue:45084", "issue:45200", "issue:45229", "issue:45325", - "issue:45357" + "issue:45356", + "issue:45357", + "issue:45588" ], "soft_pairs": [ + "issue:43525|issue:43643", + "issue:44361|issue:44442", + "issue:43577|issue:43697", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:44843|issue:44991", + "issue:28282|issue:32090", + "issue:44479|issue:44936", + "issue:43122|issue:43906", + "issue:28282|issue:35141", + "issue:28282|issue:33357", + "issue:44977|issue:45356", + "issue:43577|issue:45588", "issue:30064|issue:33666", "issue:43653|issue:43927", - "issue:44464|issue:44977", + "issue:43577|issue:44554", "issue:43329|issue:45325", + "issue:44464|issue:44977", "issue:43531|issue:43742", - "issue:43577|issue:44554", - "issue:44479|issue:44625", "issue:43550|issue:44361", - "issue:43012|issue:43577", + "issue:44479|issue:44625", "issue:43504|issue:43720", - "issue:41720|issue:44464", "issue:43504|issue:43550", + "issue:41720|issue:44464", "issue:32090|issue:33666", "issue:32090|issue:34567", - "issue:43452|issue:44451", "issue:43262|issue:45084", "issue:43278|issue:43688", "issue:43504|issue:44610", - "issue:45200|issue:45229", + "issue:43452|issue:44451", "issue:44849|issue:45357", - "issue:43334|issue:43572", - "issue:43756|issue:44913", - "issue:43493|issue:43825", - "issue:43540|issue:43716", - "issue:43742|issue:44821", - "issue:43525|issue:43572", - "issue:33666|issue:36010", - "issue:43720|issue:43927", - "issue:43688|issue:43873", - "issue:43606|issue:43927", - "issue:43278|issue:43844" + "issue:45200|issue:45229" ], - "prepared_review_unit_hash": "1d3922b93ccb8be819b125c6018785d50e044f1f45cd62514f578bfe41615d57", + "prepared_review_unit_hash": "14383a9245de7af8d8f1c70c5b149a0b3e1f5f601241bb844df723fb51754dbf", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36418, - "estimated_input_tokens": 9105, - "estimated_eval_tokens": 18466 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37468, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are largely unrelated issue reports across different models, processors, loading paths, and training/runtime bugs; the soft pairs share only superficial thematic overlap, not the same underlying defect.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical duplicate stands out: the set is heterogeneous, spanning unrelated bugs in tokenizer/config loading, multimodal processing, training, quantization, and generation.", + "summary": "This cluster is heterogeneous: the paired items mostly share broad areas like tokenizers, model loading, training, or vision models, but they do not describe the same underlying bug/change. I would not merge any soft edges. If a single anchor is needed, issue 44843 is the best representative of the most active tokenizer-regression thread, but the cluster overall is not one duplicate set.", + "confidence": 0.9, + "canonical_issue_reason": "No true canonical across the whole cluster because the reports are unrelated; 44843 is the most suitable anchor only because it is a well-scoped, active tokenizer-loading regression with inbound reference activity.", "canonical_pr_reason": null, - "best_issue_reason": "If one representative issue must be chosen, issue 43873 is the broadest/high-activity report, but it is not a duplicate hub and should not be treated as the canonical merge target.", + "best_issue_reason": "44843 is the strongest representative of the most actionable subset here: a clear tokenizer regression with discussion and external linkage, unlike the other items that span unrelated bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Different problems: void segmentation map handling vs Qwen2-VL multi-GPU training." + "reason": "Both are config/loading problems, but one is a missing pad_token_id attribute and the other is missing fields from trust_remote_code; different code paths and fixes." }, { - "left": "issue:43653", - "right": "issue:43927", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Both involve token-related behavior, but one is BigBird special-token decode and the other is DiaConfig save/load token IDs; different bug." + "reason": "Both mention tokenizer failures, but they affect different tokenizers and different load paths; not the same bug." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Both affect generation, but one is compiled-forward inconsistency and the other is flash-attention behavior in Qwen3.5." + "reason": "One is a BLIP2 dtype-loading issue, the other is a model output regression in RTDetrV2; unrelated defects." }, { - "left": "issue:43329", - "right": "issue:45325", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Both touch VLM multimodal internals, but one is an undefined video token-count path and the other is still-image rope indexing." + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are different behaviors in different components." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Sliding-window MoE bug vs a model-loading key error; not the same code path." + "reason": "BigBird special-token registration and MLuke tokenizer AttributeError are distinct tokenizer bugs." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but they involve different failures and different models; too broad to be the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "One is dtype propagation on load, the other is an MPS attention correctness issue." + "reason": "PyTorch import missing vs Trainer NoneType GPU broadcast are unrelated." }, { "left": "issue:44479", - "right": "issue:44625", + "right": "issue:44936", "accept": false, - "reason": "Video-input regression in multiple Qwen VL variants vs missing num_labels propagation in Qwen3.5." + "reason": "Video-input regression in Qwen VL models is unrelated to trainer.evaluate() failing after train()." }, { - "left": "issue:43550", - "right": "issue:44361", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "torch.compile + SDPA failure in Bamba is unrelated to MLukeTokenizer task AttributeError." + "reason": "Both concern tokenization/version behavior, but the titles indicate different reproductions and no shared concrete failure mode." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Both concern precision/dtype, but one is a warning during bfloat16 compilation and the other is incorrect model dtype on load." + "reason": "ImportError for missing PyTorch and embedding reinitialization after resize are unrelated." }, { - "left": "issue:43504", - "right": "issue:43720", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Legacy-field loading bug in BEiT vs packed-weight unpacking bug in BitNet accelerate loading." + "reason": "Missing PyTorch import and MacOS bus error in CLIP are different failures." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:44977", + "right": "issue:45356", "accept": false, - "reason": "CUDA assert under auto device mapping is unrelated to chunked generation divergence with compiled forward." + "reason": "Flash-attention generation bug in Qwen3.5 and Kimi-K2.5 tokenizer regression are different components and code paths." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Different models and failures: BEiT config loading vs Bamba torch.compile/SDPA." + "reason": "BLIP2 dtype handling and flash_attention.py crashing on s_aux=None are unrelated." }, { - "left": "issue:32090", + "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Trainer NoneType broadcast error is not the same as Qwen2-VL multi-GPU training." + "reason": "Void segmentation-map preprocessing and Qwen2-VL multi-GPU training are not the same issue." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:43653", + "right": "issue:43927", "accept": false, - "reason": "One is a distributed broadcast TypeError; the other is a TrainerState counter not updating." + "reason": "BigBird mask token registration and DiaConfig custom token IDs are different tokenizer/config bugs." }, { - "left": "issue:43452", - "right": "issue:44451", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "gguf_file path handling issue vs a generic inability to load a specific model." + "reason": "BLIP2 dtype mismatch and MPS attention correctness are different model/runtime problems." }, { - "left": "issue:43262", - "right": "issue:45084", + "left": "issue:43329", + "right": "issue:45325", "accept": false, - "reason": "Audio sampling-rate default bug is unrelated to template-node compilation errors." + "reason": "Undefined video-branch variables and still-image rope scaling are both multimodal, but they affect different logic paths." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Both mention training behavior, but one is dtype drift between train/eval and the other is auxiliary-loss normalization." + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation are different generation regressions." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Pretrained preset loading bug vs processor/model image-size mismatch." + "reason": "Qwen3-MoE sliding_window handling and MobileLLM key error are separate model-loading/model-config bugs." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "mm_token_type_ids defaulting issue is unrelated to multi-GPU inference OOM." + "reason": "Bamba torch.compile+SDPA failure and MLuke tokenizer AttributeError do not share a concrete code path." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Hidden-states bug in Qwen3.5 vs incorrect visual encoder keys saved on pretrained serialization." + "reason": "Video regression in Qwen VL models and Qwen3.5 num_labels propagation are unrelated." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43504", + "right": "issue:43720", "accept": false, - "reason": "Both are missing-config-field regressions, but for different models, different fields, and different failure modes." + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are both loading bugs, but for different models and mechanisms." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "RoPE-layer configuration bug vs rotary_pct not persisting on reload; similar theme, different defect." + "reason": "Beit pretrained-load legacy field and Bamba SDPA compile failure are unrelated." }, { - "left": "issue:43493", - "right": "issue:43825", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to pipeline task support messaging." + "reason": "CUDA assert with auto device mapping and compiled-forward chunked generation are different runtime bugs." }, { - "left": "issue:43540", - "right": "issue:43716", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Video-processing ValueError in Qwen3OmniMoe vs image-preprocessor/model dtype mismatch in Mistral-3." + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:32090", + "right": "issue:34567", "accept": false, - "reason": "Model key error on load vs AutoImageProcessor URL loading; different subsystems." + "reason": "GPU broadcast NoneType error and TrainerState token counter not updating are different trainer issues." }, { - "left": "issue:43525", - "right": "issue:43572", + "left": "issue:43262", + "right": "issue:45084", "accept": false, - "reason": "Both mention missing pad token fields, but they affect different configs and attributes." + "reason": "Audio chat-template sample-rate defaulting and template-node compilation TypeError are unrelated." }, { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "Qwen2-VL multi-GPU training is unrelated to GenerationMixin import failure." + "reason": "Embedding dtype mismatch in evaluation and auxiliary-loss normalization are separate training behaviors." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Packed-weight loading bug vs config token-ID loss on save/load." + "reason": "Beit loading legacy field issue and OmDet-Turbo processor/model input-size mismatch are unrelated." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Aux-loss normalization is unrelated to offloading with quantization." + "reason": "gguf_file breaks tokenizer/model loading, while ScandiBERT is a model-specific loading failure; no shared bug." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig token-ID persistence." + "reason": "Qwen3.5 hidden-states regression and incorrect visual-encoder keys in save_pretrained are different defects." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Embedding dtype drift vs abnormal gradient growth under DeepSpeed ZeRO-3 are different issues." + "reason": "Text-only mm_token_type_ids defaulting and multi-GPU inference OOM are not the same issue." } ] }, @@ -5881,10 +5813,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:33357", "issue:33666", + "issue:36010", "issue:36331", "issue:39692", "issue:43257", @@ -5892,38 +5825,37 @@ "issue:43295", "issue:43299", "issue:43329", + "issue:43334", "issue:43493", "issue:43504", + "issue:43525", "issue:43540", "issue:43572", - "issue:43575", "issue:43606", "issue:43646", - "issue:43653", "issue:43688", - "issue:43701", + "issue:43716", "issue:43720", + "issue:43742", "issue:43746", "issue:43756", "issue:43824", + "issue:43825", "issue:43844", + "issue:43873", "issue:43927", - "issue:43994", "issue:44060", - "issue:44112", - "issue:44291", "issue:44361", "issue:44423", - "issue:44464", "issue:44466", "issue:44488", - "issue:44493", "issue:44521", "issue:44589", "issue:44625", "issue:44734", - "issue:44792", + "issue:44821", "issue:44843", + "issue:44913", "issue:44964", "issue:44977", "issue:45290", @@ -5932,245 +5864,252 @@ "issue:45584" ], "soft_pairs": [ + "issue:43334|issue:43572", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:43540|issue:43716", + "issue:43525|issue:43572", + "issue:43742|issue:44821", + "issue:33666|issue:36010", + "issue:43720|issue:43927", + "issue:43688|issue:43873", + "issue:43606|issue:43927", + "issue:43278|issue:43844", "issue:43257|issue:43299", "issue:43720|issue:44361", "issue:39692|issue:43493", - "issue:44964|issue:45405", "issue:43540|issue:44977", + "issue:44964|issue:45405", "issue:43329|issue:43606", "issue:44488|issue:44843", - "issue:33666|issue:36331", "issue:43493|issue:43844", + "issue:33666|issue:36331", "issue:43756|issue:44060", "issue:44589|issue:45520", "issue:44625|issue:45584", "issue:43646|issue:44466", - "issue:43688|issue:43746", "issue:44521|issue:45290", + "issue:43688|issue:43746", "issue:44423|issue:44734", "issue:43824|issue:44589", "issue:33357|issue:33666", "issue:39692|issue:43295", - "issue:43504|issue:43606", - "issue:43994|issue:44493", - "issue:44464|issue:45584", - "issue:43927|issue:44361", - "issue:43572|issue:44291", - "issue:43504|issue:43653", - "issue:43575|issue:45405", - "issue:43278|issue:43701", - "issue:44792|issue:45405", - "issue:43257|issue:45405", - "issue:43606|issue:44112" + "issue:43504|issue:43606" ], - "prepared_review_unit_hash": "01bf351f947c48ffb3ef4dfa6fcf840806a16ec36dc1b01d62ade80582030c3b", + "prepared_review_unit_hash": "66088b4866c8fc65c78371c27da13de60f212f47b63f7fbb916e49292b5e5f77", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36407, - "estimated_input_tokens": 9102, - "estimated_eval_tokens": 18460 + "soft_pair_count": 31, + "serialized_chars": 36665, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model-loading, multimodal, tokenizer, training, and CI regressions. The soft pairs share broad subsystem keywords at best, but not the same concrete bug/change, so none should be merged as duplicates.", - "confidence": 0.19, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the issues span unrelated model-loading, multimodal, trainer, config, and serving regressions. The soft-similarity pairs are mostly same-subsystem but different root causes, so they should not be deduped or merged as one PR.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical duplicate exists here; if one issue must anchor the cluster, issue:44521 is the clearest high-signal open report with active discussion and inbound references.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44521 is the strongest representative by signal quality: open, well-scoped, and already drawing references from other reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Both involve Qwen3 MOE loading, but one is about missing weight conversion under accelerate/deepspeed and the other is a version regression in Qwen3VL model loading; different failure modes and code paths." + "reason": "Both are missing-token-id style config regressions, but they affect different model families and different fields (pad_token_id vs pad_token_idx)." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "One is a packed-weight loading bug in BitNet/accelerate; the other is an AttributeError in MLukeTokenizer task handling. No shared concrete defect." + "reason": "Both involve config/state persistence, but one is about dropped RoPE layers and the other about rotary_pct resetting; different code paths and symptoms." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43493", + "right": "issue:43825", "accept": false, - "reason": "Both mention SigLIP2, but one is a documentation/example mismatch while the other is an implementation-vs-JAX discrepancy in the model itself." + "reason": "SigLIP2 implementation mismatch and pipeline translation-message behavior are unrelated bugs." }, { - "left": "issue:44964", - "right": "issue:45405", + "left": "issue:43540", + "right": "issue:43716", "accept": false, - "reason": "A model loading regression is not the same as a dependency version bump issue; one is about loading Phi-4 multimodal, the other about an unreleased MIN_PEFT_VERSION." + "reason": "Both are multimodal-input failures, but one is Qwen3OmniMoe video processing and the other is Mistral-3 image preprocessor dtype mismatch." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:43525", + "right": "issue:43572", "accept": false, - "reason": "Both are Qwen3.5-related, but one is video-input processing in Qwen3OmniMoe and the other is flash-attention generation behavior; distinct bugs." + "reason": "Same broad regression class, but different config classes and different missing attributes; not the same bug." }, { - "left": "issue:43329", - "right": "issue:43606", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Undefined variables in multimodal token counting is unrelated to a CPU-offload device mismatch in bark-small." + "reason": "Model loading key error and AutoImageProcessor-from-URL failure are distinct loading paths." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "One is a model loading failure for a specific checkpoint, the other is offline-mode breakage from an unconditional hub metadata call; different root causes." + "reason": "Multi-GPU training and GenerationMixin import failure are unrelated." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Multi-GPU training support and a custom trainer compute_loss signature mismatch are separate training issues." + "reason": "One is packed-weight unpacking during accelerate load; the other is config token-ID persistence. Different bugs." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "Both are correctness bugs, but they affect different models and mechanisms: SigLIP2 implementation mismatch versus gradient inflation under ZeRO-3." + "reason": "Aux-loss normalization and quantization/offload behavior are separate training/runtime problems." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Smollm3 RoPE-layer truncation and Qwen3-Next tied-weights warnings are unrelated model-specific configuration bugs." + "reason": "CPU offload device mismatch and save/load token-ID loss are unrelated." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Both mention missing storage/dispatch paths, but one is a Float8 storage lookup failure and the other is a flash_attn import_utils KeyError on Python 3.13." + "reason": "Embedding dtype drift in eval and gradient blow-up under ZeRO-3 are not the same issue." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Both mention Qwen3 MOE, but one is accelerate/deepspeed weight conversion and the other is dev-version model loading; different failure modes." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Both are v5 regressions, but one is custom model initialization and the other is inconsistent lm_head serialization; different code paths." + "reason": "Packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { - "left": "issue:43688", - "right": "issue:43746", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Auxiliary-loss normalization in MoE models is not the same as GraniteSpeech PEFT adapter loading from local checkpoints." + "reason": "Docs example errors and the SigLIP2 HF-vs-JAX discrepancy are different issues." }, { - "left": "issue:44521", - "right": "issue:45290", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Both concern apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is tool-call messages with no content. Different bugs." + "reason": "Both involve Qwen3.5-family multimodal/runtime problems, but the concrete failures are different (video input ValueError vs flash-attention generation behavior)." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:44964", + "right": "issue:45405", "accept": false, - "reason": "Both hit serve/runtime multimodal paths, but one crashes on string-to-.to() handling and the other on KV-cache continuation tensor indexing." + "reason": "Phi-4 multimodal loading and an unreleased PEFT minimum-version bump are unrelated." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43329", + "right": "issue:43606", "accept": false, - "reason": "ImportError for a renamed model class is unrelated to a missing Float8 storage object during serialization/loading." + "reason": "Undefined multimodal-token helper usage and CPU-offload device mismatch are different code paths." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "A MacOS bus error loading CLIP is unrelated to Qwen2-VL multi-GPU training." + "reason": "Loading a specific model and offline-mode failure in _patch_mistral_regex are not the same bug." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "A broken SigLIP2 example in docs is not the same as a regression in processor.tokenizer access and image-to-tokenizer passing." + "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient increase are unrelated." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "A legacy field preventing BEiT semantic-segmentation loading is unrelated to a bark-small CPU offload device mismatch." + "reason": "Qwen2-VL multi-GPU training and compute_loss signature breakage are different trainer issues." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Both are model-quality/loading complaints, but one is SigLIP2 nonsensical outputs and the other is unexpected position-id keys across many models." + "reason": "Both concern model configuration, but one is RoPE-layer serialization and the other is incorrect tied-weight warnings in Qwen3-Next." }, { - "left": "issue:44464", + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage import/type failure and flash_attn lookup on Python 3.13 are separate compatibility problems." + }, + { + "left": "issue:44625", "right": "issue:45584", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to Whisper empty-transcription failure after token alignment." + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "DiaConfig save/load token ID loss and MLukeTokenizer task AttributeError are different layers and failure modes." + "reason": "Custom model initialization breakage and device-dependent lm_head.weight serialization are different v5 regressions." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Both involve initialization/loading changes in v5, but missing pad_token_idx in StableLmConfig is not the same as an unexpected _is_hf_initialized argument in init_empty_weights." + "reason": "Both involve apply_chat_template, but one is multimodal assistant-mask generation and the other is tool-call/no-content crash." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43688", + "right": "issue:43746", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are unrelated bugs." + "reason": "Aux-loss normalization and GraniteSpeech PEFT local-checkpoint loading are unrelated." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "TP OOM for a large Qwen2 model is unrelated to a dependency version bump for PEFT." + "reason": "Both are serve-time crashes, but one is continuous-batching multimodal conversion and the other is KV-cache continuation indexing." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to resume_from_checkpoint key mismatches." + "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated." }, { - "left": "issue:44792", - "right": "issue:45405", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "A failing janus image-generation test does not match a PEFT minimum-version issue." + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are not the same bug." }, { - "left": "issue:43257", - "right": "issue:45405", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Qwen3 MOE weight conversion/loading and a PEFT version requirement are unrelated." + "reason": "Docs-example mistakes and the processor.tokenizer regression are different problems." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Both touch GraniteSpeech/device handling, but one is bark-small CPU offload mismatch and the other is a stale CI test override. Not the same defect." + "reason": "BEiT legacy-field loading failure and CPU-offload device mismatch are unrelated." } ] }, @@ -6192,45 +6131,45 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:15354", "issue:37428", "issue:38175", "issue:39401", "issue:43232", + "issue:43257", + "issue:43278", "issue:43295", "issue:43334", - "issue:43388", - "issue:43450", "issue:43493", + "issue:43504", "issue:43525", - "issue:43526", "issue:43540", "issue:43572", + "issue:43575", "issue:43582", + "issue:43606", + "issue:43653", "issue:43701", - "issue:43824", "issue:43844", - "issue:43873", + "issue:43927", "issue:43957", - "issue:43975", + "issue:43994", + "issue:44112", + "issue:44291", "issue:44315", + "issue:44361", "issue:44464", "issue:44466", - "issue:44514", - "issue:44521", + "issue:44493", "issue:44554", "issue:44568", - "issue:44589", "issue:44610", "issue:44792", "issue:44849", - "issue:44898", - "issue:44936", "issue:44964", "issue:44977", - "issue:44987", "issue:45072", "issue:45084", "issue:45127", @@ -6238,232 +6177,236 @@ "issue:45200", "issue:45325", "issue:45356", - "issue:45412", + "issue:45405", "issue:45446", "issue:45520", - "issue:45563" + "issue:45584" ], "soft_pairs": [ + "issue:43994|issue:44493", + "issue:43572|issue:44291", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:44464|issue:45584", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43257|issue:45405", + "issue:43606|issue:44112", "issue:15354|issue:38175", "issue:44554|issue:45446", "issue:45084|issue:45520", - "issue:43582|issue:44977", "issue:43540|issue:45200", + "issue:43582|issue:44977", "issue:43844|issue:44964", - "issue:45072|issue:45198", "issue:43232|issue:44849", + "issue:45072|issue:45198", "issue:39401|issue:44568", - "issue:37428|issue:43957", "issue:44315|issue:44849", - "issue:43334|issue:43525", + "issue:37428|issue:43957", "issue:44554|issue:45356", + "issue:43334|issue:43525", "issue:43295|issue:44610", "issue:43493|issue:43701", "issue:45200|issue:45325", - "issue:44466|issue:45127", - "issue:44898|issue:45412", - "issue:43873|issue:44464", - "issue:44792|issue:45563", - "issue:43388|issue:43526", - "issue:43844|issue:44936", - "issue:44514|issue:44521", - "issue:37428|issue:43824", - "issue:43572|issue:44987", - "issue:43295|issue:43450", - "issue:43572|issue:44589", - "issue:43824|issue:43975", - "issue:43295|issue:43873" + "issue:44466|issue:45127" ], - "prepared_review_unit_hash": "0a150c296e824a0b32e894eabaf61d94e42bc53278af1318b794133910c7a4e7", + "prepared_review_unit_hash": "d013e6d923b876957d6089ed6b4eabc71b3c7b9e0bfe061fe1a3ba645fe09bfd", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36626, - "estimated_input_tokens": 9157, - "estimated_eval_tokens": 18570 + "soft_pair_count": 27, + "serialized_chars": 36066, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: several unrelated Transformers regressions are mixed together. The only clear duplicate-style pair is the missing `pad_token_id` config AttributeError; most other soft edges are similar only at a broad subsystem level and should stay separate.", - "confidence": 0.38, - "canonical_issue_reason": "#43334 is the clearest representative of the `pad_token_id`-missing config regression and is earlier/more discussed than its sibling.", + "summary": "The cluster is mostly heterogeneous: it spans unrelated tokenizer, generation, loading, dtype, and model-specific regression reports. Only one soft pair looks plausibly like the same underlying config-attribute regression; the rest should stay separate.", + "confidence": 0.3, + "canonical_issue_reason": "Issue 43525 is the clearest representative if a single anchor is needed: it is a crisp, reproducible `pad_token_id` AttributeError and it matches the only plausible duplicate-style pair in the set. That said, the overall cluster is not a clean duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "#43334 is the best overall issue to anchor the small `pad_token_id` subcluster; it states the failure mode cleanly and matches the only strong duplicate candidate.", + "best_issue_reason": "43525 is the best standalone issue to anchor on because it is narrowly scoped, well-defined, and closest to a likely shared fix for missing `pad_token_id` on config objects.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Different models and failures: TorchScript GeneratorExp export vs SigLIP2 zero-probability output." + "reason": "Both mention SigLIP2/position-id behavior, but one is a model-output discrepancy and the other is an unexpected key warning; too broad and not clearly the same bug." }, { - "left": "issue:44554", - "right": "issue:45446", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Both touch attention/flex attention areas, but one is an MPS correctness bug and the other is a version-check import bug." + "reason": "Both involve loading under transformers 5.x, but one is a missing config field and the other is an `init_empty_weights` argument mismatch; different failure modes and code paths." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Unrelated import/compile failures with no shared concrete code path." + "reason": "Different model families and different tokenizer/model-loading failures; only a vague theme of special fields, not the same underlying issue." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and Qwen3.5 flash-attention generation issue are different bugs." + "reason": "Both are attribute/tokenizer-related, but one is about custom token IDs being lost on save/load and the other is an MLuke tokenizer AttributeError on tasks; not the same bug." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "Both are multimodal/model-processing issues, but one is video input handling and the other is Gemma 4 token-type defaults." + "reason": "Both touch generation, but one is compiled-forward chunked generation inconsistency and the other is empty-transcription handling after token alignment; unrelated code paths." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "DeepSpeed/ZeRO gradient instability is unrelated to Phi-4 multimodal model loading." + "reason": "OOM on tensor-parallel model loading vs a package version bump issue; no shared code-path or symptom." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Different subsystems: dtype mismatch in inference vs Wav2Vec2 save/tokenization failure." + "reason": "Embedding dtype drift vs resume checkpoint key mismatch are different regression types and different subsystems." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:44792", + "right": "issue:45405", "accept": false, - "reason": "Generation kwargs syncing and Qwen3.5 hidden-state output are separate generation behaviors." + "reason": "A test failure for Janus model image generation and a dependency-version issue are unrelated." }, { - "left": "issue:39401", - "right": "issue:44568", + "left": "issue:43257", + "right": "issue:45405", "accept": false, - "reason": "Both are tokenizer bugs, but they affect different tokenizers and different behavior (`offset_mapping` vs special-token insertion)." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to an unreleased PEFT version bump." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Flash-attention import failure and meta-device model loading breakage are distinct issues." + "reason": "Both are CI/device-related, but one is a CPU-offload device mismatch and the other is a stale GraniteSpeech test; not the same bug." }, { - "left": "issue:44315", - "right": "issue:44849", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Liger Kernel application in `model_init` is unrelated to Qwen3.5 hidden-state output behavior." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": true, - "reason": "Both report the same `AttributeError` caused by config objects missing `pad_token_id`; likely one fix addresses both." + "reason": "TorchScript GeneratorExp export failure vs SigLIP2 zero probabilities are unrelated model/runtime issues." }, { "left": "issue:44554", - "right": "issue:45356", + "right": "issue:45446", "accept": false, - "reason": "Different problems: MPS attention correctness vs Kimi-K2.5 tokenizer codec/regex regression." + "reason": "Attention correctness on MPS with mismatched head dims is not the same as a PyTorch version-check import bug in flex_attention." }, { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Processor/tokenizer API regression and model loading with `torch.device(\"meta\")` are not the same bug." + "reason": "Template-node compilation error vs flash-attn import KeyError on Python 3.13 are different failures." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume checkpoint key mismatch do not share a concrete failure path." + "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma 4 token-type defaults are different multimodal preprocessing issues." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "Both are Qwen2.5-VL issues, but one is token-type defaults and the other is temporal position-id scaling." + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation problems are unrelated." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Serialization of tied weights and LoRA merge collapse are related only broadly; the concrete bugs differ." + "reason": "ZeRO-3 gradient inflation during training vs inability to load a multimodal model are different problems." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + "reason": "Generation kwargs update after sync_gpus is not the same as an output_hidden_states bug in Qwen3.5." }, { - "left": "issue:43873", - "right": "issue:44464", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Quantized offloading and compiled-forward chunked generation are different behaviors." + "reason": "Dtype mismatch in inference wrappers vs Wav2Vec2 save/tokenization failure are unrelated." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:39401", + "right": "issue:44568", "accept": false, - "reason": "Janus image-generation test failure and stale paged-generate warning are not the same bug." + "reason": "Offset-mapping corruption and missing BOS/EOS insertion are both tokenizer issues, but they affect different tokenizer logic and outputs." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:44315", + "right": "issue:44849", "accept": false, - "reason": "Both involve labels, but one is `gather_for_metrics` dropping tuple elements and the other is `BeitImageProcessorFast` reduce_labels truncation." + "reason": "Liger Kernel application with model_init is unrelated to Qwen3.5 hidden-state output behavior." }, { - "left": "issue:43844", - "right": "issue:44936", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "DeepSpeed gradient growth and trainer evaluate-after-train failure are separate training issues." + "reason": "Flash-attention import breakage and meta-device model loading failures are different initialization issues." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Both involve `apply_chat_template`, but one is a batched padding=False crash and the other is incorrect assistant masks for multimodal inputs." + "reason": "Attention correctness on MPS and Kimi-K2.5 tokenizer codec/regression issues do not share a concrete code path." }, { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different code paths." + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same concrete failure class: `pad_token_id` missing on config objects during model loading/generation, suggesting one shared regression in config attribute access." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:43295", + "right": "issue:44610", "accept": false, - "reason": "StableLm config `pad_token_idx` regression and loading `physical-intelligence/fast` under v5.1 are not the same underlying bug." + "reason": "Processor/tokenizer regression for custom code and a 640px-vs-224px processor size mismatch are different model-preprocessing bugs." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to checkpoint-resume key mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal position-related metadata, but one is missing `mm_token_type_ids` defaults and the other is incorrect temporal scaling in rope index computation; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Processor/tokenizer regression and quantized offloading failure do not look like one fixable code path." + "reason": "Serialization inconsistency for tied `lm_head.weight` is a different issue from LoRA merge collapse with extended vocabulary." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The pad_token_id pair (43334/43525) is a defensible duplicate-style match, and the remaining soft-edge rejections do not overclaim shared evidence. No PR-pair mergeability issue is present here." + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous and only elevates the one closely matching `pad_token_id` pair. The accepted soft edge (43334, 43525) is conservative and supported by the shared AttributeError symptom, and the rejected pairs are generally framed narrowly without overclaiming identity." }, "evaluator_used": true, "retried": false, @@ -6482,44 +6425,45 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ - "issue:29942", - "issue:32090", "issue:37428", "issue:38175", "issue:42915", - "issue:43262", "issue:43278", "issue:43295", - "issue:43425", + "issue:43388", "issue:43450", "issue:43493", + "issue:43526", + "issue:43572", "issue:43575", - "issue:43606", - "issue:43611", "issue:43653", "issue:43819", "issue:43824", - "issue:43825", "issue:43827", + "issue:43844", "issue:43856", + "issue:43873", "issue:43901", - "issue:43931", + "issue:43975", "issue:43994", "issue:44112", "issue:44206", "issue:44360", "issue:44442", - "issue:44448", "issue:44462", + "issue:44464", + "issue:44514", + "issue:44521", "issue:44561", "issue:44568", - "issue:44610", - "issue:44743", - "issue:44779", + "issue:44589", + "issue:44792", "issue:44849", - "issue:44857", + "issue:44898", + "issue:44936", + "issue:44987", "issue:44991", "issue:45003", "issue:45083", @@ -6527,16 +6471,27 @@ "issue:45198", "issue:45245", "issue:45290", - "issue:45310", "issue:45381", "issue:45412", - "issue:45478", + "issue:45563", "issue:45584" ], "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43873|issue:44464", + "issue:44792|issue:45563", + "issue:43388|issue:43526", + "issue:44514|issue:44521", + "issue:43844|issue:44936", + "issue:37428|issue:43824", + "issue:43572|issue:44987", + "issue:43295|issue:43450", + "issue:43572|issue:44589", + "issue:43824|issue:43975", "issue:44442|issue:45198", - "issue:43278|issue:43856", + "issue:43295|issue:43873", "issue:44360|issue:44561", + "issue:43278|issue:43856", "issue:38175|issue:45412", "issue:43295|issue:43994", "issue:44206|issue:45584", @@ -6545,233 +6500,228 @@ "issue:44849|issue:45003", "issue:42915|issue:43824", "issue:43653|issue:44112", - "issue:43450|issue:43493", "issue:44568|issue:44991", + "issue:43450|issue:43493", "issue:45290|issue:45381", "issue:45127|issue:45245", "issue:43819|issue:45083", - "issue:43450|issue:43575", "issue:44462|issue:44561", - "issue:44561|issue:44779", - "issue:44610|issue:44857", - "issue:43262|issue:43450", - "issue:43819|issue:44112", - "issue:44448|issue:44743", - "issue:43606|issue:45083", - "issue:43278|issue:43825", - "issue:29942|issue:32090", - "issue:37428|issue:43425", - "issue:45310|issue:45478", - "issue:43611|issue:43931" + "issue:43450|issue:43575" ], - "prepared_review_unit_hash": "a42d36626f56171845c0af13dba9ccba7ec9265319ea73dabb85ca7ff1916be2", + "prepared_review_unit_hash": "2a67b4d8a8f0483eea48d4331c8efc0270dfb21242ae8b92fcd58b40c885c8f1", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36310, - "estimated_input_tokens": 9078, - "estimated_eval_tokens": 18412 + "soft_pair_count": 30, + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of unrelated transformer/model issues. The only clear exact duplicate pair is the Qwen3.5 MoE from_pretrained regression, and the SigLIP2 pair is the only other plausible same-bug match.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45310 is the best canonical issue: it is the earliest report of the exact Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0, and issue:45478 reads like a later duplicate/follow-up.", + "summary": "Mostly heterogeneous issues with no PRs; nearly all soft pairs are false positives. The only plausible duplicate relation is the SigLIP2 output-bug pair (38175/43493).", + "confidence": 0.84, + "canonical_issue_reason": "issue:43493 is the best umbrella candidate for the only clear duplicate-like pair: it frames the SigLIP2 problem at the implementation-vs-JAX level, which subsumes the symptom-specific zero-probabilities report in issue:38175.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest global issue anchor because it names a concrete version-triggered regression, has the same failure mode as its duplicate, and is the most representative dedupe target in this set.", + "best_issue_reason": "issue:43493 is the strongest representative of the cluster\u2019s only real overlap and has the broadest description of the underlying SigLIP2 correctness bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44442", - "right": "issue:45198", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Both are tokenizer/processor bugs, but they affect different models and different failure modes; not the same underlying defect." + "reason": "Different models and failure modes: Perceiver resolution handling vs RT-DETR memory release." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43873", + "right": "issue:44464", "accept": false, - "reason": "Training dtype mismatch and MoE memory inefficiency are different bugs with no shared concrete code-path." + "reason": "Both are runtime issues, but they concern unrelated code paths: quantization offloading vs compiled chunked generation." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "DSA indexer/ReLU discussion is unrelated to the v5 trust_remote_code import breakage." + "reason": "Janus test failure and stale warning for num_return_sequences are unrelated symptoms." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "SigLIP2 zero-probability output and RT-DETR memory leak are unrelated model behaviors." + "reason": "Both involve labels, but one is a trainer metric gathering bug and the other is BeitImageProcessorFast label reduction; not the same bug." }, { - "left": "issue:43295", - "right": "issue:43994", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "Both mention processor/model usage, but they are different regressions on different models and APIs." + "reason": "Both touch Qwen2.5-VL chat templating, but one crashes on batched padding=False input while the other returns zero assistant masks; different defects." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43844", + "right": "issue:44936", "accept": false, - "reason": "Audio feature-extractor crash on unsupported args is not the same bug as Whisper empty-transcription generation failure." + "reason": "Training instability with ZeRO-3 is unrelated to evaluate() failing after train()." }, { - "left": "issue:38175", - "right": "issue:43493", - "accept": true, - "reason": "Both are about SigLIP2 producing wrong outputs versus expected behavior/reference, so they look like the same underlying model implementation bug." + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but they are for different missing symbols and different code paths." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Both are docs-related, but they refer to different deprecated/changed pipeline behaviors and are not the same concrete issue." + "reason": "StableLmConfig pad_token_idx regression is not the same as a model load failure for physical-intelligence/fast." }, { - "left": "issue:44849", - "right": "issue:45003", + "left": "issue:43295", + "right": "issue:43450", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and unsafe sys.modules access are different code paths and symptoms." + "reason": "Processor.tokenizer regression and batched video-shape bug affect different processor behaviors." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:43572", + "right": "issue:44589", "accept": false, - "reason": "Qwen3 MoE FP8 training failure and Qwen2.5-VL import error are unrelated." + "reason": "Config missing pad_token_idx is unrelated to Float8 storage lookup failure." }, { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "Tokenizer special-token registration and GraniteSpeech CI device-override failure are different bugs." + "reason": "Both are model-loading related, but one is a top-level import failure and the other is a detokenization bug." }, { - "left": "issue:43450", - "right": "issue:43493", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Video batch-shape bug is unrelated to the SigLIP2 output discrepancy." + "reason": "Tokenizer load failure for FastSpeech2Conformer and save_pretrained/tokenization failure for Wav2Vec2 are different issues." }, { - "left": "issue:44568", - "right": "issue:44991", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Different tokenizer regressions affecting different models; no evidence they share the same root cause." + "reason": "Custom processor/tokenizer regression is unrelated to quantization offloading behavior." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL video position-id bug are distinct failures." + "reason": "DSA indexer activation bug and trust_remote_code breakage from removed helper are different code paths." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "LoRA/tied-embeddings collapse and category-count overflow are unrelated." + "reason": "Embedding dtype drift in evaluate() is unrelated to Qwen3 MoE memory usage." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "DAC latent/forward mismatch and Qwen3 Omni feature-length helper behavior are different defects." + "reason": "SigLIP2 probability issue and RT-DETR memory leak are unrelated models and failures." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:43295", + "right": "issue:43994", "accept": false, - "reason": "Video processor shape handling and tp OOM on Qwen2-57B are unrelated issues." + "reason": "Custom processor/tokenizer regression is not the same as SigLIP2 nonsensical outputs." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Tokenizer.json being ignored is a tokenizer-loading bug, while is_torch_fx_available removal affects trust_remote_code imports; different root causes." + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Whisper empty-transcription failure." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Same model family and same output-correctness problem; the JAX-vs-HF discrepancy report is the broader form of the zero-probabilities symptom." + }, + { + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Both involve v5 regressions, but one is an API removal/import break and the other is tokenizer output correctness; not the same bug." + "reason": "Both are docs regressions, but they concern different pipeline/documentation updates and should not be merged." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:44849", + "right": "issue:45003", "accept": false, - "reason": "Processor input-size mismatch and AMP/CUDA loss crash are different model/training paths." + "reason": "Qwen3.5 hidden-states bug is unrelated to unsafe sys.modules access in modeling_utils." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and batched video processor shape handling are unrelated modality bugs." + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import failure are unrelated." }, { - "left": "issue:43819", + "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "DAC latent mismatch and GraniteSpeech CI device override failure are not the same underlying issue." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech device-override test failure are unrelated." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:44568", + "right": "issue:44991", "accept": false, - "reason": "Pegasus v4/v5 output difference and Qwen3.5 recurrent-state reset bug are different model regressions." + "reason": "Different tokenizer regressions affecting different models; same broad area but not the same underlying bug." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:43450", + "right": "issue:43493", "accept": false, - "reason": "CPU offload device mismatch and feature-length helper behavior do not describe the same failure." + "reason": "Video processor shape bug and SigLIP2 implementation discrepancy are unrelated." }, { - "left": "issue:43278", - "right": "issue:43825", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Training/eval dtype change is unrelated to a pipeline error-message regression." + "reason": "Both involve Qwen2.5-VL, but one is chat-template/tool-call handling and the other is video vision_position_ids; different code paths." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Flash Attention 2 test failures and _gpu_broadcast_one NoneType errors are separate CI/runtime problems." + "reason": "LoRA merge collapse and category-count overflow are unrelated." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Flash-attention import failure and Torch 2.10 compatibility are too broad and not clearly the same concrete bug." + "reason": "DAC latent/STE mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "These are the same Qwen3.5 MoE from_pretrained regression on transformers>=5.4.0; 45478 is a near-verbatim duplicate of 45310." + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json loading behavior and trust_remote_code breakage come from different parts of the loading stack." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Base_model_prefix loading breakage and Qwen3-VL weight-shape mismatch are different model-loading errors." + "reason": "Video processor shape bug and tensor-parallel OOM are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The Qwen3.5 MoE pair is clearly the same issue by title and chronology, and the rejected pairs stay conservative without overclaiming shared root cause. The summary appropriately keeps the cluster characterization modest and avoids broad dedupe claims beyond the evidence." + "feedback": "The evaluation is grounded in the packet: almost all pairings are clearly heterogeneous from the titles alone, and the only plausible duplicate-like relation is the SigLIP2 pair (38175/43493). The one accepted soft edge is still stated conservatively, and the canonical/best issue choices are reasonable as the broader SigLIP2 report." }, "evaluator_used": true, "retried": false, @@ -6790,360 +6740,348 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:29127", "issue:29942", "issue:32090", - "issue:34689", - "issue:35141", "issue:37428", "issue:38175", "issue:39692", "issue:40444", - "issue:43066", + "issue:43262", "issue:43278", - "issue:43329", "issue:43335", - "issue:43404", + "issue:43425", "issue:43450", "issue:43504", "issue:43526", "issue:43550", "issue:43606", + "issue:43611", "issue:43653", - "issue:43701", "issue:43720", "issue:43723", "issue:43819", - "issue:43873", + "issue:43825", + "issue:43931", "issue:44112", "issue:44292", "issue:44351", "issue:44448", - "issue:44462", "issue:44493", "issue:44554", + "issue:44561", "issue:44568", + "issue:44610", + "issue:44743", "issue:44779", "issue:44855", "issue:44857", "issue:44977", - "issue:44987", "issue:45072", "issue:45083", "issue:45200", "issue:45229", - "issue:45372", + "issue:45310", "issue:45381", - "issue:45406", + "issue:45478", "issue:45491", "issue:45520", - "issue:45563" + "issue:45588" ], "soft_pairs": [ + "issue:45200|issue:45588", + "issue:44561|issue:44779", + "issue:44610|issue:44857", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44448|issue:44743", + "issue:43606|issue:45083", + "issue:43278|issue:43825", + "issue:45310|issue:45478", + "issue:29942|issue:32090", + "issue:37428|issue:43425", + "issue:43611|issue:43931", "issue:43335|issue:43550", - "issue:43819|issue:44493", "issue:39692|issue:43526", + "issue:43819|issue:44493", "issue:37428|issue:44351", "issue:43450|issue:43526", "issue:45200|issue:45381", "issue:44855|issue:45083", - "issue:43404|issue:45200", - "issue:39692|issue:44493", "issue:43335|issue:43653", "issue:29127|issue:32090", + "issue:39692|issue:44493", "issue:44448|issue:44779", - "issue:38175|issue:44493", "issue:44292|issue:45520", "issue:44977|issue:45229", + "issue:38175|issue:44493", "issue:43335|issue:45083", "issue:43335|issue:43504", "issue:43550|issue:44112", "issue:43335|issue:45072", "issue:44568|issue:45491", "issue:43720|issue:44112", - "issue:44448|issue:44977", "issue:40444|issue:43526", - "issue:43335|issue:44112", "issue:43723|issue:44554", - "issue:34689|issue:35141", - "issue:44857|issue:45072", - "issue:43606|issue:44857", - "issue:43066|issue:44462", - "issue:45372|issue:45406", - "issue:43873|issue:44493", - "issue:44977|issue:45563", - "issue:43873|issue:45229", - "issue:43278|issue:43329", - "issue:43701|issue:45083", - "issue:29942|issue:35141", - "issue:43550|issue:45083", - "issue:37428|issue:44987" + "issue:44448|issue:44977", + "issue:43335|issue:44112" ], - "prepared_review_unit_hash": "75c19cf1a613041fa746f7802f80b2e451fb3f21caad9d67b908d69d09ff0bd8", + "prepared_review_unit_hash": "e3821aec64d6a9bc35aa9d5ac7ffbd0e11b9c7d6ca687e0bfc95387d7137eab4", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 38, - "serialized_chars": 39326, - "estimated_input_tokens": 9832, - "estimated_eval_tokens": 19920 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 38050, + "estimated_input_tokens": 9513, + "estimated_eval_tokens": 19282 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft-similarity pairs look like false positives: they span different models, different failure modes, and different code paths, so there is no true duplicate cluster here.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: the items are heterogeneous (loading/import errors, tokenizer behavior, vision/video processing, training/dispatch, CI-only failures) and do not point to one underlying bug.", + "summary": "This cluster is mostly unrelated issues, with one clear duplicate pair: #45310 and #45478 both report the same Qwen3.5 Moe from_pretrained failure.", + "confidence": 0.96, + "canonical_issue_reason": "#45310 is the earlier report of the Qwen3.5 Moe from_pretrained regression, so it should be the canonical issue over the later duplicate #45478.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue to anchor duplicates; none of the issues is a clear representative of the others because they are not the same defect.", + "best_issue_reason": "#45310 is the clearest representative issue in the cluster because it is the earliest report of the duplicated Qwen3.5 Moe from_pretrained bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Sparse-layer config creation and torch.compile/SDPA model failures are different bugs in different code paths." + "reason": "Different bugs: Gemma 4 token-type defaults vs a flash_attention integration crash on s_aux=None." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "DAC latent/forward mismatch is unrelated to unexpected position-id key warnings." + "reason": "Different failure modes and code paths: removed utility breaking trust_remote_code vs Deepseek tokenizer output regression." }, { - "left": "issue:39692", - "right": "issue:43526", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Doc example/model-processor mismatch and quantization problems are not the same as BeitImageProcessorFast reduce_labels behavior." + "reason": "Unrelated issues: image processor/model input-size mismatch vs LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:37428", - "right": "issue:44351", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Missing flash-attention helper import and missing HybridCache import are separate import/API regressions." + "reason": "Different bugs: DAC latent reconstruction mismatch vs a GraniteSpeech CI test/device override issue." }, { - "left": "issue:43450", - "right": "issue:43526", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Batched video processor shape handling is unrelated to reduce_labels returning one label in BEiT fast processing." + "reason": "Both involve processors, but one is an audio chat-template sampling-rate default and the other is a batched video shape bug." }, { - "left": "issue:45200", - "right": "issue:45381", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaults and Qwen2.5-VL video vision_position_ids are different multimodal bugs." + "reason": "Different concrete problems: Pegasus output drift vs Qwen3 recurrent-state reset in cache handling." }, { - "left": "issue:44855", + "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 torch.jit parsing/import error is unrelated to qwen3_omni_moe feature-length helper behavior." - }, - { - "left": "issue:43404", - "right": "issue:45200", - "accept": false, - "reason": "lm_head weight tying in Mistral3 is a different issue from Gemma 4 token-type defaults." + "reason": "Different subsystems and symptoms: bark-small CPU offload mismatch vs qwen3_omni_moe helper-length behavior." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:43278", + "right": "issue:43825", "accept": false, - "reason": "SigLIP2 example/quantization issues do not match the unexpected position-id-key warning regression." + "reason": "Unrelated regressions: embedding dtype drift in eval vs pipeline v5 error-message behavior for translation tasks." }, { - "left": "issue:43335", - "right": "issue:43653", - "accept": false, - "reason": "Sparse-layer configuration creation and tokenizer special-token registration are unrelated defects." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model, and the same v5.4.0 from_pretrained failure; #45478 is a later duplicate of #45310." }, { - "left": "issue:29127", + "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer NoneType broadcast failures are not the same bug." + "reason": "Unrelated CI/test failure vs trainer broadcast TypeError; no shared concrete code path." }, { - "left": "issue:44448", - "right": "issue:44779", - "accept": false, - "reason": "Pegasus v4/v5 output differences and Deepseek tokenizer regressions affect different models and code paths." - }, - { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "SigLIP2 zero-probability outputs are not the same as unexpected position-id key warnings." + "reason": "Different problems: missing flash attention helper import vs broad torch 2.10 incompatibility report." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:43611", + "right": "issue:43931", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import KeyError are separate issues." + "reason": "Different loading failures: base_model_prefix handling in v5 vs Qwen3-VL weight-shape mismatch." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Qwen3.5 flash-attention generation problems are unrelated to Gemma4 multi-GPU CUDA OOM." + "reason": "Different model/config issues: sparse layer creation in SwitchTransformers vs Bamba torch.compile+SDPA failure." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Sparse-layer config bug and qwen3_omni_moe length-helper behavior do not share the same failure mode." + "reason": "Different BEiT-related but distinct bugs: SigLIP2 docs/example errors vs BeitImageProcessorFast reduce_labels behavior." }, { - "left": "issue:43335", - "right": "issue:43504", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Sparse-layer creation and BEiT legacy-field loading failure are unrelated." + "reason": "Different symptoms: DAC latent mismatch vs unexpected position-id keys across many models." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:37428", + "right": "issue:44351", "accept": false, - "reason": "torch.compile/SDPA model failure and a stale CI device-override test are not the same defect." + "reason": "Different missing imports: _flash_supports_window_size vs HybridCache." }, { - "left": "issue:43335", - "right": "issue:45072", + "left": "issue:43450", + "right": "issue:43526", "accept": false, - "reason": "Sparse-layer config creation is unrelated to dtype mismatches in bfloat16 inference." + "reason": "Different processor bugs: batched video output shape vs BEiT fast label reduction." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:45200", + "right": "issue:45381", "accept": false, - "reason": "Tokenizer add_special_tokens behavior and Gemma3 NaN embeddings arise from different subsystems." + "reason": "Different modalities and root causes: text-only Gemma4 token-type defaults vs Qwen2.5-VL video position-id issue." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to a stale CI device override." + "reason": "Python parsing/import failure in DebertaV2 vs qwen3_omni_moe helper-function behavior." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Pegasus output drift and Qwen3.5 flash-attention generation bugs are not the same underlying problem." + "reason": "Different bugs in different components: sparse layer creation vs BigBirdTokenizer special-token registration/decode output." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to BEiT reduce_labels output." + "reason": "Different issues entirely: LayoutLMv3 error-message clarity vs trainer broadcast TypeError." }, { - "left": "issue:43335", - "right": "issue:44112", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Config-induced sparse-layer creation is not the same as a CI-only stale device override failure." + "reason": "Different reports: SigLIP2 doc/example problems vs widespread unexpected position-id key behavior." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "AutoTokenizer loading regression and an MPS attention correctness issue are different problems." + "reason": "Different concrete regressions: Pegasus output change vs Deepseek tokenizer correctness." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:44292", + "right": "issue:45520", "accept": false, - "reason": "Llama 3.2 model loading break and post_init reinitializing embeddings are different bugs." + "reason": "Different problems: Qwen-3-8B-NVFP4 runtime error vs Python 3.13 flash_attn import KeyError." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "AMP/CUDA crash in LwDetrImageLoss is unrelated to bfloat16 dtype mismatches in inference." + "reason": "Different scope: qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU CUDA OOM." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "CPU offload device mismatch and AMP/CUDA loss crash are different runtime failures." + "reason": "Different issues: SigLIP2 zero probabilities vs position-id key warnings/errors." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are separate tokenizer-loading regressions." + "reason": "Different code paths: SwitchTransformers sparse-layer config vs qwen3_omni_moe helper output lengths." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:43335", + "right": "issue:43504", "accept": false, - "reason": "Gemma4 processor import dependency failure and missing _tokenizer attribute in serve are not the same issue." + "reason": "Different bugs: SwitchTransformers sparse-layer creation vs BEiT semantic-segmentation pretrained loading preset issue." }, { - "left": "issue:43873", - "right": "issue:44493", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to unexpected position-id key warnings." + "reason": "Different failures: torch.compile+SDPA on Bamba vs GraniteSpeech stale CI device override test." }, { - "left": "issue:44977", - "right": "issue:45563", + "left": "issue:43335", + "right": "issue:45072", "accept": false, - "reason": "Flash-attention generation failure and a stale num_return_sequences warning are different concerns." + "reason": "Different problems in different models: SwitchTransformers config bug vs dtype mismatches in bfloat16 inference." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:44568", + "right": "issue:45491", "accept": false, - "reason": "Quantized offloading issues and Gemma4 multi-GPU OOM are distinct failure modes." + "reason": "Different tokenizer/default-token behavior vs Gemma3 NaN embeddings from mixed-length sliding-window attention." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Embedding dtype drift during eval and undefined helper names in multimodal token counting are unrelated." + "reason": "Different bugs: BitNet packed-weight unpacking during accelerate loading vs GraniteSpeech stale CI test." }, { - "left": "issue:43701", - "right": "issue:45083", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "resume_from_checkpoint key mismatch is unrelated to qwen3_omni_moe helper behavior." + "reason": "Different model/task bugs: Qwen2.5-VL iterable dataset with multiple images vs BEiT fast processor label reduction." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Flash Attention 2 test failures and embedding reinitialization in post_init do not describe the same bug." + "reason": "Different regressions: AutoTokenizer.from_pretrained v5 loading issue vs MPS attention correctness when value head dim differs from query." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to qwen3_omni_moe feature-length helper issues." + "reason": "Different concrete issues: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation bug." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:43335", + "right": "issue:44112", "accept": false, - "reason": "Missing flash-support import and loading physical-intelligence/fast on transformers>=5.1.0 are different regressions." + "reason": "Different issues: SwitchTransformers sparse-layer config bug vs GraniteSpeech CI device-override test failure." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-pair call on #45310/#45478 looks grounded, but the canonical_issue_reason overstates evidence: #45310 is clearly the earlier report, yet the packet does not support that it has \u2018more surrounding discussion/reference activity\u2019 than #45478 (45478 has higher discussion_activity, and 45310 only has one inbound reference). Please keep the canonicalization rationale strictly to the earlier/earlier-report basis." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -7158,296 +7096,305 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:25251", - "issue:29127", "issue:29942", - "issue:30064", "issue:32090", - "issue:33290", "issue:33357", - "issue:34567", - "issue:39692", + "issue:34689", + "issue:35141", + "issue:37428", "issue:41720", - "issue:42915", - "issue:42994", "issue:43065", - "issue:43257", + "issue:43066", "issue:43278", + "issue:43329", "issue:43381", + "issue:43412", "issue:43421", - "issue:43504", + "issue:43550", + "issue:43606", "issue:43653", - "issue:43756", + "issue:43701", + "issue:43873", "issue:43976", "issue:43994", "issue:44186", - "issue:44206", "issue:44265", "issue:44361", "issue:44448", "issue:44451", + "issue:44462", "issue:44466", - "issue:44479", - "issue:44610", + "issue:44493", "issue:44743", "issue:44857", - "issue:44871", "issue:44977", + "issue:44987", "issue:45072", - "issue:45103", + "issue:45083", "issue:45198", "issue:45229", "issue:45245", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", "issue:45520", - "issue:45563" + "issue:45563", + "issue:45588" ], "soft_pairs": [ - "issue:41720|issue:45229", + "issue:34689|issue:35141", + "issue:45372|issue:45588", + "issue:43066|issue:44462", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:45372|issue:45406", + "issue:44977|issue:45563", + "issue:43412|issue:45588", + "issue:43873|issue:45229", + "issue:43873|issue:44493", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:43278|issue:43329", + "issue:43550|issue:45083", + "issue:37428|issue:44987", + "issue:43976|issue:45440", "issue:45245|issue:45563", + "issue:41720|issue:45229", "issue:32090|issue:33357", - "issue:43976|issue:45440", "issue:45372|issue:45459", "issue:44451|issue:45520", "issue:44448|issue:44466", "issue:25251|issue:32090", - "issue:43065|issue:45412", "issue:43065|issue:43994", - "issue:43278|issue:43381", + "issue:44857|issue:45588", + "issue:43065|issue:45412", "issue:43653|issue:44743", "issue:44186|issue:45198", - "issue:43257|issue:43278", + "issue:43278|issue:43381", "issue:44265|issue:45198", "issue:44361|issue:45198", - "issue:43421|issue:45491", - "issue:43994|issue:45412", - "issue:42915|issue:42994", - "issue:44871|issue:44977", - "issue:44206|issue:44479", - "issue:43756|issue:45440", - "issue:43504|issue:44857", - "issue:29942|issue:30064", - "issue:44610|issue:45412", - "issue:33357|issue:39692", - "issue:45103|issue:45372", - "issue:32090|issue:33290", - "issue:29127|issue:34567", - "issue:45072|issue:45229" + "issue:43421|issue:45491" ], - "prepared_review_unit_hash": "860a73e3913dbe1609cdafa958411863c33c7bbdabced4ba906e6a6ecc51f374", + "prepared_review_unit_hash": "f5c4998a8ead105b9c36c1648d53ff5db7f9b48292d740baafa4d6c495ff2579", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36127, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37350, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated single-issue reports across different models and subsystems. The soft similarity links are all false positives; none of the pairs look like the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue: the items are mostly unrelated bugs rather than one duplicate family.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No strong global best issue either, since there is no coherent duplicate cluster to anchor on.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "These issues are largely unrelated, spanning different model families, tokenizer regressions, export/runtime bugs, and device/offload failures. I found no soft-edge pair that looks like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous and the soft pairs are only superficially similar.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue for deduplication; if forced, issue:45229 has the richest discussion, but it is not representative of the other items.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Both are inference/runtime problems, but one is Qwen3 auto device-mapping asserts and the other is Gemma4 multi-GPU OOM; different models and failure modes." + "reason": "Different regressions: model loading for Llama 3.2 Vision vs token embedding reinitialization after resize." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:45372", + "right": "issue:45588", "accept": false, - "reason": "Unrelated problems: category-count limit runtime error vs a stale warning about num_return_sequences in paged generate()." + "reason": "Gemma4 processor import/load failure is unrelated to flash-attention's None sink handling." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Trainer broadcast NoneType error and MacOS bus error in CLIP are distinct bugs with no shared code path." + "reason": "Tokenizer decoder type mismatch and ignoring tokenizer.json are different tokenizer-loading bugs." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "Python version compatibility vs DeepSeekV3MoE divergence; these are not the same defect." + "reason": "CPU offload device mismatch and AMP CUDA crash in LwDetr are distinct failure modes." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:44857", + "right": "issue:45072", "accept": false, - "reason": "One is a missing ReasoningEffort import breaking Gemma 4 loading; the other is tokenizer error masking when protobuf is absent." + "reason": "Different code paths and symptoms: LwDetr AMP crash vs Bamba torch.compile/SDPA failure." }, { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Model-loading failure for ScandiBERT and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "Processor import error and missing _tokenizer attribute in serve are separate Gemma4 issues." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "Both mention version-dependent model behavior, but one is Pegasus output regression and the other is lm_head serialization/tied-weights inconsistency." + "reason": "Flash-attention generation bug vs stale warning about num_return_sequences are not the same bug." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Pipeline top_k nesting bug has nothing to do with Trainer GPU broadcast of NoneType." + "reason": "Executorch export guard/erfinv issue is unrelated to flash_attention sink-less AttributeError." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not released are different lifecycle/code-path issues." + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different problems." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "Sam3PixelDecoder architecture placeholder vs SigLIP2 wrong outputs; different models and symptoms." + "reason": "Offloading with quantization is unrelated to position-id unexpected-key serialization issues." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Embedding dtype drift during eval and gradient checkpointing in eval mode are separate evaluation-time issues." + "reason": "Checkpoint resume key mismatch and qwen3_omni helper length logic are unrelated." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to Qwen3.5 recurrent state reset with cache." + "reason": "FlashAttention test failures do not match the embedding reinitialization bug." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure affect different tokenizers and paths." + "reason": "Training/eval dtype drift is unrelated to the multimodal-token counting NameError/undefined-variable bug." }, { - "left": "issue:43257", - "right": "issue:43278", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to embedding dtype changes in eval." + "reason": "Bamba SDPA compile failure is unrelated to qwen3_omni_moe feature-length computation." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "torch.export failure due to torch_compilable_check is not the same as Wav2Vec2 save_pretrained/tokenization failure." + "reason": "Missing flash-support import and loading a specific model on transformers>=5.1 are distinct issues." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are separate tokenizer bugs." + "reason": "Python version compatibility and DeepseekV3MoE divergence are different concerns." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Runtime post-processor update bug and Gemma3 NaN embeddings from sliding-window attention are unrelated." + "reason": "Category cardinality overflow and stale generate warning are unrelated." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "SigLIP2 nonsensical outputs and RT-DETR memory leak are completely different problems." + "reason": "Qwen3 device-mapping cudaErrorAssert and Gemma4 OOM are different model/runtime failures." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "FineGrainedFP8Config failure on Qwen3Moe and quantized model saving failure are both quantization-related but not the same bug." + "reason": "Trainer GPU broadcast NoneType error is unrelated to MacOS bus error in a CLIP model." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Gemma-3 eos_token_id mismatch and Qwen3.5 flash-attention generation failure do not share a concrete code path." + "reason": "Gemma4 processor import error and tokenizer protobuf decode-error masking are separate bugs." }, { - "left": "issue:44206", - "right": "issue:44479", + "left": "issue:44451", + "right": "issue:45520", "accept": false, - "reason": "Feature-extractor center-arg regression and Qwen VL video-input regression are different model/input pipelines." + "reason": "Model load failure for ScandiBERT is unrelated to flash_attn import KeyError on Python 3.13." }, { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and DeepSeekV3MoE divergence are unrelated model-architecture complaints." + "reason": "Different serialization/output regressions: Pegasus v4/v5 output drift vs lm_head.weight device-dependent serialization." }, { - "left": "issue:43504", - "right": "issue:44857", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Beit pretrained-load legacy field bug and LwDetrImageLoss AMP CUDA crash are distinct failures." + "reason": "Pipeline top_k nested-list behavior and trainer broadcast NoneType are not the same underlying bug." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing failure are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder and Siglip2 nonsensical outputs are unrelated model issues." }, { - "left": "issue:44610", + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr AMP/CUDA failure is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "OmDet-Turbo processor image-size mismatch and RT-DETR memory leak are different bugs." + "reason": "A placeholder Conv2d and a memory-release bug in RT-DETR do not match." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 documentation example errors are not the same underlying issue." + "reason": "BigBirdTokenizer special-token registration and qwen3_5 recurrent-state reset are different subsystems and failures." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "auto_docstring future-annotations crash and Gemma 4 processor import failure are unrelated import/runtime errors." + "reason": "LayoutLMv2Tokenizer padding/truncation crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Trainer broadcast NoneType error and DeepSpeed Adafactor OOM are different training-time problems." + "reason": "torch.export exportability with torch_compilable_check is a different problem from Wav2Vec2 tokenization/save failure." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are separate issues." + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization issues." }, { - "left": "issue:45072", - "right": "issue:45229", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "dtype mismatch in inference wrappers and Gemma4 multi-GPU OOM are not the same defect." + "reason": "Runtime special-token post-processor update bug and Gemma3 NaN embeddings in sliding-window attention are different." } ] }, @@ -7469,290 +7416,290 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:29127", "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", "issue:33357", - "issue:33666", + "issue:34567", "issue:35141", "issue:36010", + "issue:39692", "issue:42915", + "issue:42994", "issue:43232", + "issue:43257", "issue:43262", - "issue:43316", + "issue:43278", "issue:43334", "issue:43381", "issue:43388", - "issue:43525", + "issue:43441", "issue:43526", "issue:43531", - "issue:43575", - "issue:43646", "issue:43653", "issue:43701", - "issue:43723", + "issue:43756", "issue:43761", "issue:43824", "issue:43931", - "issue:44077", + "issue:43994", "issue:44079", "issue:44186", - "issue:44188", "issue:44206", "issue:44279", "issue:44442", "issue:44464", "issue:44479", "issue:44610", - "issue:44743", - "issue:44811", - "issue:44857", - "issue:44964", + "issue:44871", "issue:44977", - "issue:45003", "issue:45072", - "issue:45216", + "issue:45103", + "issue:45229", "issue:45245", - "issue:45290", + "issue:45372", + "issue:45412", "issue:45440", - "issue:45479", "issue:45491", - "issue:45584" + "issue:45588" ], "soft_pairs": [ + "issue:43257|issue:43278", + "issue:43994|issue:45412", + "issue:42915|issue:42994", + "issue:44206|issue:44479", + "issue:44871|issue:44977", + "issue:43756|issue:45440", + "issue:29942|issue:30064", + "issue:44610|issue:45412", + "issue:33357|issue:39692", + "issue:45103|issue:45372", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:45072|issue:45229", "issue:43824|issue:44279", "issue:43381|issue:43701", "issue:43653|issue:44442", - "issue:43334|issue:43531", "issue:43526|issue:44186", "issue:44464|issue:45491", + "issue:43334|issue:43531", "issue:29942|issue:36010", - "issue:29127|issue:33357", "issue:44977|issue:45245", + "issue:29127|issue:33357", "issue:43262|issue:44206", "issue:29127|issue:35141", "issue:43761|issue:44079", "issue:42915|issue:43931", "issue:44442|issue:45072", "issue:43232|issue:43388", - "issue:43526|issue:44857", - "issue:44479|issue:45290", - "issue:43526|issue:44610", - "issue:44743|issue:44811", - "issue:43723|issue:45479", - "issue:45003|issue:45440", - "issue:43575|issue:43701", - "issue:43931|issue:45216", - "issue:44977|issue:45584", - "issue:43646|issue:44077", - "issue:43761|issue:44188", - "issue:43316|issue:43525", - "issue:29942|issue:33666", - "issue:44964|issue:45440" + "issue:43441|issue:45588" ], - "prepared_review_unit_hash": "3af25fde097b959b0962bc4954bd24324d853cf36594b0d6fda0bd593eec03e4", + "prepared_review_unit_hash": "d18a9b91db34b38eb9d042088423a8b50ffb84b18a2fdc2df0033a6b56058b70", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36402, - "estimated_input_tokens": 9101, - "estimated_eval_tokens": 18458 + "serialized_chars": 36510, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This looks like a loose thematic cluster of Transformers bugs and regressions, not a set of true duplicates. The soft pairs are mostly same-subsystem overlaps (Qwen, tokenizers, generation, configs) but each points to a different concrete failure mode or code path.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43824 has the strongest signal as a representative user-facing regression: high discussion, multiple inbound references, and a concrete import failure with clear reproduction impact. It is the best single issue to anchor the cluster, even though the cluster itself does not collapse into one duplicate set.", + "summary": "This cluster is not a duplicate set: the issues span many unrelated models, tokenizers, processors, generation paths, and trainer behaviors. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "If a single anchor is needed, issue 45229 has the highest discussion volume and broad user impact, but it is not truly canonical for the cluster because the surrounding issues are heterogeneous and unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the most externally validated and broadly relevant issue in the set, with the clearest evidence of impact and follow-up from other references. It is a good global representative for triage.", + "best_issue_reason": "Issue 45229 is the best representative by activity and visibility, but only as a loose anchor; it does not match the other issues closely enough to serve as a real duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:43257", + "right": "issue:43278", "accept": false, - "reason": "Both are import/dependency-adjacent at a high level, but one is a missing model export and the other is a generic dependency issue; different underlying failures." + "reason": "Different failures: Qwen3 MoE loading/conversion vs embedding dtype drift during eval. No shared code path." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "One is about gradient checkpointing in eval mode; the other is a resume-from-checkpoint key mismatch. Same training area, different bug." + "reason": "SigLIP2 inference quality/model loading vs RT-DETR memory release. Unrelated bugs." }, { - "left": "issue:43653", - "right": "issue:44442", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Both involve tokenizers, but one is a special-token registration/decode bug and the other is an AutoTokenizer load failure for a different tokenizer." + "reason": "Both mention quantization, but one is FP8 config on Qwen3 MoE and the other is saving quantized models. Different underlying problems." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "Both are Qwen-related, but one is a missing pad_token_id on Qwen3-VL config and the other is a sliding_window issue on Qwen3-MoE." + "reason": "Feature extractor center-arg crash vs video-input regression in VL models. Not the same code path." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Both touch preprocessing, but one is BeitImageProcessorFast label reduction and the other is a LayoutLMv2Tokenizer crash on NER/batching." + "reason": "EOS token config mismatch vs flash-attention generation failure. Different components and symptoms." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Both are generation/attention regressions, but they involve different models and different failures: compiled-forward inconsistency vs NaNs from sliding-window attention." + "reason": "RoPE layer count bug in Smollm3 vs DeepSeekV3MoE divergence from remote implementation. Different model families and fixes." }, { "left": "issue:29942", - "right": "issue:36010", + "right": "issue:30064", "accept": false, - "reason": "Flash Attention test failures and GenerationMixin import errors are unrelated code paths." + "reason": "Flash Attention 2 test failures vs void segmentation map processing. No overlap beyond being general issues." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "Different models and failures: LayoutLMv3 error messaging vs a MacOS bus error in CLIP." + "reason": "Processor output size mismatch vs model deletion memory leak. Unrelated." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Qwen3.5 flash-attention generation issues are unrelated to the category-count runtime limit error." + "reason": "MacOS bus error on CLIP vs SigLIP2 documentation example errors. One is runtime/native crash, the other is doc example mismatch." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "Both are audio preprocessing regressions, but they are different unsupported-argument failures in different components." + "reason": "Auto-docstring annotation parsing crash vs Gemma4 processor import dependency breakage. Different subsystems." }, { "left": "issue:29127", - "right": "issue:35141", - "accept": false, - "reason": "One is an error-message clarity issue; the other is a post_init reinitialization bug after resizing token embeddings." - }, - { - "left": "issue:43761", - "right": "issue:44079", + "right": "issue:34567", "accept": false, - "reason": "CLIPVisionModel hidden-states regression and ModelOutput key assignment are separate output-handling bugs." + "reason": "LayoutLMv3 error messaging vs TrainerState token-count tracking. No common bug." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Both are Qwen model issues, but one is FP8 config failure and the other is a weight-shape mismatch during loading." + "reason": "NoneType broadcast error in Trainer vs OOM with Adafactor/DeepSpeed. Different failure modes." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:45072", + "right": "issue:45229", "accept": false, - "reason": "Tokenizer loading and dtype mismatch in inference are unrelated." + "reason": "bfloat16 dtype mismatches in inference vs multi-GPU CUDA OOM. Not the same defect." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Generation kwargs synchronization and metric-label gathering are different distributed-training bugs." + "reason": "Specific missing Qwen2_5_VL symbol vs generic dependency issue. Too broad and not the same code change." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Label reduction in an image processor and a mixed-precision CUDA crash are not the same bug." + "reason": "Gradient checkpointing eval-mode restriction vs checkpoint resume key mismatch. Different training-state problems." }, { - "left": "issue:44479", - "right": "issue:45290", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "Video-input regression for Qwen models and chat-template crashes on empty tool-call messages are different issues." + "reason": "BigBirdTokenizer special-token registration vs AutoTokenizer loading FastSpeech2ConformerTokenizer. Different tokenizer implementations." }, { "left": "issue:43526", - "right": "issue:44610", + "right": "issue:44186", "accept": false, - "reason": "Both are processor-related, but one is a label-reduction bug and the other is an input-size mismatch." + "reason": "BeitImageProcessorFast label reduction bug vs LayoutLMv2 tokenizer crashes on NER padding/truncation. Different preprocessing paths." }, { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Recurrent-state reset with cache and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window all-padding windows. Different generation/math bugs." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Tokenizer loading in v5 and degenerate zero-loss sequence classification are different failures." + "reason": "Qwen3-VL pad_token_id load failure vs Qwen3-MoE sliding_window behavior. Same model family, but distinct issues." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Unsafe sys.modules access and DeepSeekV3MoE divergence are unrelated code paths." + "reason": "Flash Attention test failures vs GenerationMixin import error. Different areas and fixes." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B and checkpoint key mismatch are distinct problems." + "reason": "Flash-attention generation regression vs category-cardinality RuntimeError. No shared underlying bug." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Both involve Qwen3.5/VL loading or saving, but one is a load-time shape mismatch and the other is an incorrect saved checkpoint regression." + "reason": "Error-message clarity in LayoutLMv3 vs CLIP bus error on macOS. Unrelated." }, { - "left": "issue:44977", - "right": "issue:45584", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "Different models and symptoms: Qwen3.5 flash-attn generation vs Whisper empty-transcription handling." + "reason": "Audio chat-template sampling-rate default vs LASR feature extractor center arg crash. Different processor bugs." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Both concern initialization/post_init behavior, but the broad custom-model-init breakage and the PatchTSMixer-specific post_init policy are not the same concrete bug." + "reason": "LayoutLMv3 box-info error message vs embedding reinit during post_init. Different model behaviors." }, { "left": "issue:43761", - "right": "issue:44188", + "right": "issue:44079", "accept": false, - "reason": "Hidden_states regression in CLIPVisionModel and attention-kernel divergence under torch.compile are unrelated." + "reason": "CLIPVisionModel hidden_states regression vs generic ModelOutput key assignment bug. Similar theme, but not the same concrete bug or patch." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Both are config-API inconsistencies, but one is a Gemma3TextConfig parity issue and the other is a Llama4Config pad_token_id attribute error." + "reason": "FP8 quantization failure on Qwen3 MoE vs Qwen3-VL weight-shape mismatch on load. Different root causes." }, { - "left": "issue:29942", - "right": "issue:33666", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Failing Flash Attention tests and Qwen2-VL multi-GPU training are unrelated." + "reason": "Tokenizer loading failure vs dtype mismatch in CI inference. Different components." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs metric gathering truncation of tuple labels. No overlap." + }, + { + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Phi-4 multimodal loading failure and DeepSeekV3MoE divergence are different model-specific issues." + "reason": "Model-specific FlashAttention failure in Ministral-3 vs integration crash on s_aux=None. Both involve flash attention, but not the same bug." } ] }, @@ -7774,282 +7721,297 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ + "issue:29942", "issue:33290", + "issue:33666", "issue:34567", "issue:34689", "issue:35141", - "issue:36010", - "issue:36331", "issue:39692", "issue:41628", - "issue:42175", "issue:43316", "issue:43381", - "issue:43388", - "issue:43404", - "issue:43441", + "issue:43452", "issue:43493", - "issue:43540", + "issue:43525", + "issue:43526", "issue:43575", "issue:43611", - "issue:43643", + "issue:43646", "issue:43673", - "issue:43688", + "issue:43701", "issue:43720", - "issue:43749", + "issue:43723", + "issue:43761", "issue:43827", - "issue:43856", "issue:43873", "issue:43931", "issue:43994", "issue:44077", - "issue:44162", - "issue:44190", + "issue:44188", "issue:44206", "issue:44387", "issue:44442", "issue:44479", - "issue:44496", - "issue:44514", + "issue:44610", "issue:44743", - "issue:44792", - "issue:44855", - "issue:44871", - "issue:44877", + "issue:44811", + "issue:44857", "issue:44898", - "issue:44913", - "issue:45137", + "issue:44964", + "issue:44977", + "issue:45003", + "issue:45216", + "issue:45290", "issue:45372", - "issue:45491" + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588" ], "soft_pairs": [ + "issue:43526|issue:44857", + "issue:44479|issue:45290", + "issue:43723|issue:45479", + "issue:43526|issue:44610", + "issue:45003|issue:45440", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:43931|issue:45216", + "issue:43575|issue:43701", + "issue:44977|issue:45584", + "issue:43646|issue:44077", + "issue:43761|issue:44188", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:29942|issue:33666", "issue:43575|issue:44387", "issue:43994|issue:44206", "issue:39692|issue:45491", + "issue:43873|issue:45588", + "issue:43673|issue:44743", "issue:33290|issue:34567", "issue:44442|issue:44898", - "issue:43673|issue:44743", "issue:34689|issue:43611", "issue:43381|issue:43873", "issue:43493|issue:43827", - "issue:33290|issue:35141", "issue:33290|issue:34689", + "issue:33290|issue:35141", "issue:41628|issue:45372", "issue:44077|issue:44479", - "issue:43720|issue:44442", - "issue:43643|issue:44913", - "issue:43749|issue:43931", - "issue:43873|issue:44871", - "issue:44190|issue:44496", - "issue:43381|issue:43856", - "issue:33290|issue:36331", - "issue:44855|issue:45137", - "issue:34689|issue:36010", - "issue:43540|issue:44514", - "issue:43316|issue:44877", - "issue:44162|issue:44792", - "issue:43388|issue:43688", - "issue:42175|issue:43316", - "issue:43404|issue:43441" + "issue:43720|issue:44442" ], - "prepared_review_unit_hash": "2888c4df9578ba1cb91aef0e6a2ff904c93690021c2fab7913c1d266999ba1eb", + "prepared_review_unit_hash": "615dcae0cf530474c76754eb46e52394ddfebd64e5187c3620882701c8df0859", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35699, - "estimated_input_tokens": 8925, - "estimated_eval_tokens": 18106 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36742, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are distinct bug reports about different models, configs, or regressions, with only superficial similarity around loading/memory/cache issues. I do not see any strong duplicate groups; the soft edges should be rejected.", - "confidence": 0.33, - "canonical_issue_reason": "Issue 44387 is the strongest representative only in the sense that it is a high-signal, broadly framed regression report with substantial discussion and impact; however, it is not a true duplicate anchor for the rest of the cluster.", + "summary": "The soft pairs are mostly false positives: they share broad Transformers themes (loading, OOMs, regressions) but describe different concrete bugs and code paths. No pair looks mergeable into one issue/PR. The strongest standalone issue is the broad int4/quantization CUDA memory regression report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44387 is the broadest, highest-signal regression report in the set: it has the most discussion, clear impact, and a concrete Transformer 5.x CUDA-memory/OOM failure mode under int4 quantization.", "canonical_pr_reason": null, - "best_issue_reason": "44387 is the best standalone issue because it is clearly scoped, has strong discussion activity, and describes a concrete regression rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:44387 is the best representative issue because it is active, widely scoped, and describes a concrete reproducible regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Both mention OOM, but they describe different causes and contexts: TP loading for a specific Qwen model versus increased CUDA reserved memory under int4 quantization." + "reason": "Different bugs: one is a BeitImageProcessorFast label-reduction defect, the other is an AMP/CUDA crash in LwDetrImageLoss." }, { - "left": "issue:43994", - "right": "issue:44206", + "left": "issue:44479", + "right": "issue:45290", "accept": false, - "reason": "These are unrelated failures: one is SigLIP2 producing bad outputs with AutoModel/pipeline, the other is a feature extractor argument regression." + "reason": "Both are v5 regressions, but one is video-input handling for Qwen VL models and the other is chat-template tokenization with tool calls." }, { - "left": "issue:39692", - "right": "issue:45491", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Different models and symptoms: SigLIP2 docs example errors versus Gemma-3 NaN embeddings during mixed-length batching." + "reason": "Unrelated: tokenizer loading failure in v5 versus a sequence-classification loss/labeling bug across models." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43526", + "right": "issue:44610", "accept": false, - "reason": "OOM with Adafactor in DeepSpeed is unrelated to TrainerState's token counter not updating." + "reason": "Different components and failures: label reduction in BeitImageProcessorFast versus OmDet-Turbo processor/model size mismatch." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "One is a tokenizer load failure for FastSpeech2ConformerTokenizer; the other is a Perceiver image-classification failure on non-default resolution." + "reason": "No shared underlying bug: unsafe sys.modules access versus a DeepseekV3MoE implementation divergence." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:44743", + "right": "issue:44811", "accept": false, - "reason": "Both involve cache semantics, but they affect different code paths and models: v5 chunked prefill cache lookup versus Qwen3.5 recurrent state reset." + "reason": "Both mention sequence processing, but one is cache/recurrent-state reset and the other is Whisper batch_decode skip_special_tokens handling." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "Both are loading-related, but one is a model-specific Llama 3.2 Vision issue and the other is a general base_model_prefix loading regression." + "reason": "Tokenizer/gguf loading breakage is unrelated to a flash-attention AttributeError on sink-less models." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are different mechanisms with different failure modes." + "reason": "Both are Qwen-related load problems, but one is a weight-shape mismatch and the other is incorrect checkpoint saving." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation drift and outdated pipeline docs are unrelated." + "reason": "OOM during tensor-parallel loading and resume_from_checkpoint key mismatch are unrelated failure modes." }, { - "left": "issue:33290", - "right": "issue:35141", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Adafactor/DeepSpeed OOM is not the same bug as output embeddings being reinitialized after resizing token embeddings." + "reason": "Different subsystems: Qwen3.5 flash-attention generation versus Whisper empty-transcription generation after token alignment." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "These are separate issues: optimizer/deepspeed OOM versus a specific model-loading breakage." + "reason": "Generic custom-model init breakage is not the same as patchtsmixer's optional post_init contract issue." }, { - "left": "issue:41628", - "right": "issue:45372", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different affected components." + "reason": "One is a CLIPVisionModel hidden_states regression; the other is a torch.compile attention-kernel branching bug." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen video-input regression are unrelated." + "reason": "Model loading for Phi-4 multimodal and DeepSeekV3 implementation divergence are separate problems." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43316", + "right": "issue:43525", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to tokenizer loading." + "reason": "Both are config/API issues, but they concern different models and different missing attributes/discrepancies." }, { - "left": "issue:43643", - "right": "issue:44913", + "left": "issue:29942", + "right": "issue:33666", "accept": false, - "reason": "Missing fields with trust_remote_code and GPTNeoX rotary_pct reset are both config-related but not the same underlying defect." + "reason": "Failing Flash Attention 2 tests is not the same as Qwen2-VL multi-GPU training behavior." }, { - "left": "issue:43749", - "right": "issue:43931", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different loading problems." + "reason": "Both involve OOM, but one is load-time tensor-parallel OOM for a Qwen model and the other is increased reserved memory under int4 quantization." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:43994", + "right": "issue:44206", "accept": false, - "reason": "Quantization offloading and Gemma-3 eos_token_id mismatch are unrelated." + "reason": "Different SigLIP2 issues: bad outputs/model mismatch versus a regression from an unsupported center argument." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:39692", + "right": "issue:45491", "accept": false, - "reason": "A local dataset loading failure in an example script is not the same as an unrecognized model/config loading error." + "reason": "Documentation example errors are unrelated to Gemma3 NaN embeddings in sliding-window attention." }, { - "left": "issue:43381", - "right": "issue:43856", + "left": "issue:43873", + "right": "issue:45588", "accept": false, - "reason": "One is a gradient-checkpointing eval-mode restriction; the other is a Qwen3 MoE memory-efficiency complaint." + "reason": "Quantization/offloading behavior does not match a flash_attention crash on s_aux=None." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is recurrent states resetting in modular_qwen3_5." }, { "left": "issue:33290", - "right": "issue:36331", + "right": "issue:34567", "accept": false, - "reason": "OOM in DeepSpeed is unrelated to a custom trainer signature change." + "reason": "AdaFactor+DeepSpeed OOM and TrainerState token-count tracking are unrelated." }, { - "left": "issue:44855", - "right": "issue:45137", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Python 3.13 parsing/import error in DebertaV2Model is unrelated to a ZeRO3 deque underflow." + "reason": "Tokenizer loading failure and Perceiver image-resolution failure are unrelated." }, { "left": "issue:34689", - "right": "issue:36010", + "right": "issue:43611", "accept": false, - "reason": "A model-loading regression for Llama 3.2 Vision is not the same as the GenerationMixin import-path break." + "reason": "Both are loading regressions, but they involve different APIs and different root causes." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Both are Qwen-related processor failures, but one is video input processing in Qwen3OmniMoe and the other is batched chat-template padding behavior." + "reason": "Gradient checkpointing in eval mode is unrelated to offloading with quantization." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Gemma3TextConfig API inconsistency and strict config loading for granite_speech are different config issues." + "reason": "A SigLIP2 implementation mismatch is unrelated to docs still referencing removed pipeline() calls." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "ESM2 breakage and a janus model test failure do not describe the same underlying bug." + "reason": "Optimizer OOM and model-loading breakage do not describe the same bug." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Metric gathering dropping tuple labels and auxiliary-loss normalization are unrelated training bugs." + "reason": "AdaFactor OOM has no relation to embedding reinitialization after resize_token_embeddings." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:41628", + "right": "issue:45372", "accept": false, - "reason": "Backend packaging for TensorFlow and a Gemma3TextConfig API discrepancy are unrelated." + "reason": "Both are import errors, but they involve different symbols and different processor-loading paths." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration and a FlashAttention failure in Ministral-3 are different issues, even if both concern related model families." + "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are different code paths and failures." } ] }, @@ -8071,304 +8033,558 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:16998", "issue:22355", "issue:25251", "issue:28282", - "issue:32090", - "issue:35141", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:41720", "issue:41950", - "issue:42617", + "issue:42175", "issue:43065", "issue:43295", "issue:43316", - "issue:43452", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", "issue:43475", - "issue:43550", - "issue:43575", - "issue:43606", - "issue:43646", - "issue:43701", + "issue:43540", + "issue:43643", + "issue:43688", "issue:43716", - "issue:43742", + "issue:43749", "issue:43761", "issue:43825", + "issue:43856", "issue:43873", - "issue:43906", "issue:43931", - "issue:44060", "issue:44077", - "issue:44242", - "issue:44464", + "issue:44162", + "issue:44190", "issue:44479", "issue:44496", - "issue:44521", + "issue:44514", "issue:44534", "issue:44617", - "issue:44734", "issue:44792", + "issue:44855", "issue:44871", + "issue:44877", "issue:44913", - "issue:44933", - "issue:44977", "issue:45127", + "issue:45137", "issue:45200", - "issue:45290", - "issue:45362", - "issue:45381", - "issue:45406", - "issue:45563", - "issue:45584" + "issue:45584", + "issue:45588" ], "soft_pairs": [ - "issue:16998|issue:22355", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:44190|issue:44496", + "issue:41720|issue:45588", + "issue:43873|issue:44871", + "issue:43381|issue:43856", + "issue:33290|issue:36331", + "issue:44855|issue:45137", + "issue:34689|issue:36010", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:43316|issue:44877", + "issue:43388|issue:43688", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:16998|issue:22355", "issue:25251|issue:28282", + "issue:41950|issue:43475", "issue:43316|issue:43716", "issue:43065|issue:44617", - "issue:41950|issue:43475", "issue:45127|issue:45200", "issue:43295|issue:43825", - "issue:44871|issue:45584", "issue:43761|issue:44479", - "issue:44077|issue:44534", - "issue:43550|issue:43701", - "issue:43295|issue:44871", - "issue:43606|issue:43701", - "issue:44734|issue:45406", - "issue:43646|issue:44913", - "issue:43906|issue:45290", - "issue:43452|issue:44496", - "issue:43761|issue:44242", - "issue:43575|issue:43742", - "issue:42617|issue:43575", - "issue:44617|issue:45584", - "issue:45563|issue:45584", - "issue:43931|issue:44060", - "issue:44521|issue:45381", - "issue:43575|issue:43873", - "issue:32090|issue:35141", - "issue:44479|issue:44734", - "issue:44933|issue:45362", - "issue:44464|issue:44871", - "issue:44464|issue:45563", - "issue:44792|issue:44977" + "issue:44871|issue:45584", + "issue:44077|issue:44534" ], - "prepared_review_unit_hash": "083a739e41d2bae7b0e9b3f54f2cfd28b209db1a779577fc4ab29f799a17ccb6", + "prepared_review_unit_hash": "b4a826e576cba8003a286d230b2d5b53e0b513e48f8c51612301d85990ce99e8", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36789, - "estimated_input_tokens": 9198, - "estimated_eval_tokens": 18652 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34545, + "estimated_input_tokens": 8637, + "estimated_eval_tokens": 17530 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All suggested soft edges look like false positives. The items span unrelated bugs across loading, generation, multimodal processing, training, and model-specific regressions, with no pair clearly describing the same underlying fix. No pull requests are present.", + "summary": "These items are a heterogeneous set of unrelated Transformers issues. None of the soft-edge pairs appear to describe the same underlying bug or fix, so all should remain separate.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue stands out: the candidates are about different subsystems and failure modes, so none is a safe representative for deduplication.", - "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster is not a true duplicate set; choosing one would conflate unrelated reports.", - "best_pr_reason": null, + "canonical_issue_reason": "No single issue is a credible canonical representative because the items span many unrelated subsystems and failure modes.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No global best issue exists; there is no dominant duplicate target or shared code-path across the listed issues.", + "best_pr_reason": "No pull requests are present in this cluster.", "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config behavior, but one is trust_remote_code field loss and the other is GPTNeoX rotary_pct persistence; different bugs and code paths." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and Qwen3-VL weight-shape mismatch are unrelated loading failures with different causes." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to AutoConfig rejecting an unrecognized model type." + }, + { + "left": "issue:41720", + "right": "issue:45588", + "accept": false, + "reason": "A800 cudaErrorAssert during Qwen3 device mapping is unrelated to flash_attention.py failing on s_aux=None." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading issues and Gemma-3 eos_token_id config mismatch are distinct problems." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3 MoE training memory usage." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "An OOM in DeepSpeed+Adafactor is not the same as a CustomTrainer signature change." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing/import failure is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision model-loading breakage and missing GenerationMixin import are separate regression reports." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/video-related, but one is a Qwen3OmniMoe video ValueError and the other is a Qwen2_5_VLProcessor padding crash." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and a janus image-generation test failure do not describe the same bug." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and strict granite_speech config loading are different config-compatibility issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric-gathering label truncation and MoE auxiliary-loss normalization are unrelated training/eval bugs." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow from a torch install and Gemma3TextConfig API discrepancy are unrelated packaging/API issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention failure affect different code paths." + }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Different problems: DeBERTa max length handling vs missing `transformers.onnx` module import." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline `top_k` output nesting bug is unrelated to the PyTorch import error for `AutoModel`." + "reason": "Pipeline top_k output-shape behavior is unrelated to an AutoModel PyTorch dependency error." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and Sam3VisionEncoderOutput missing an attribute are different video-model issues." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API inconsistency is unrelated to the Mistral-3 image preprocessor dtype mismatch." + "reason": "Gemma3TextConfig API differences are unrelated to Mistral-3 image-preprocessor dtype mismatch." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "`Sam3PixelDecoder` dummy conv issue is a different bug from Sam3Video CUDA OOM." - }, - { - "left": "issue:41950", - "right": "issue:43475", - "accept": false, - "reason": "Video-classification processor lookup and missing `fpn_position_embeddings` are not the same code-path." + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video running out of memory." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge/tied embeddings collapse is unrelated to Gemma 4 `mm_token_type_ids` defaults." + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are different model-behavior bugs." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression in v4.57.5 is different from the pipeline translation-task error message." + "reason": "Processor/tokenizer regression and a v5 translation-task error message are separate v5 issues." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Gemma-3 EOS token config mismatch is unrelated to Whisper empty-transcription handling." + "reason": "CLIPVisionModel hidden_states regression and Qwen VL video-input regression are unrelated." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "CLIP hidden_states regression and Qwen video-input regression affect different models and failures." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are unrelated model-specific bugs." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "`patchtsmixer` post_init restriction is unrelated to non-persistent buffer junk in v5." - }, + "reason": "Optional post_init validation and non-persistent buffer junk initialization are different v5 behavior changes." + } + ] + }, + "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": 13, + "review_unit_index": 26, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44220", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43550|issue:43701", + "issue:43295|issue:44871", + "issue:43606|issue:43701", + "issue:44734|issue:45406", + "issue:43906|issue:45290", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43761|issue:44242", + "issue:43931|issue:44060", + "issue:45563|issue:45584", + "issue:44617|issue:45584", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:44521|issue:45381", + "issue:43575|issue:43873", + "issue:32090|issue:35141", + "issue:44479|issue:44734", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:44464|issue:44871", + "issue:44792|issue:44977", + "issue:43827|issue:43994", + "issue:43065|issue:44610", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44938|issue:45542", + "issue:44190|issue:44964", + "issue:43650|issue:44220" + ], + "prepared_review_unit_hash": "404deecf4a123c192dedb71fb184dd78ebf0150e309cd24675b8b48a7893b6a3", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35226, + "estimated_input_tokens": 8807, + "estimated_eval_tokens": 17870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items look like a noisy collection of unrelated issues rather than one tight duplicate cluster. No soft edge is strong enough to merge; the best representative, if one must be chosen, is the most broadly referenced active issue about multimodal chat-template masking.", + "confidence": 0.18, + "canonical_issue_reason": "issue:44521 has the strongest cluster signals among these issues (highest inbound references/activity) and is the broadest representative of the active, user-facing regressions in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best standalone anchor because it has the most external references and discussion, making it the clearest high-signal issue in an otherwise heterogeneous group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and resume_from_checkpoint key mismatch are different bugs." + "reason": "Torch.compile/SDPA failure and checkpoint key mismatch are different failure modes with different code paths." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as Gemma-3 EOS token inconsistency." + "reason": "A CLIPVisionModel hidden-states regression is unrelated to Gemma eos_token_id/config inconsistency." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to checkpoint key mismatch on resume." + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "KV-cache continuation indexing in serve is unrelated to Gemma4Processor missing `_tokenizer`." + "reason": "KV-cache continuation indexing in serve and missing _tokenizer on Gemma4Processor are distinct bugs." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:43906", + "right": "issue:45290", "accept": false, - "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload loss are different configuration bugs." + "reason": "A reproduction of an older issue is not the same concrete bug as apply_chat_template crashing on tool-call assistant messages." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "An isolated reproduction of a prior issue is not the same as the tool-call assistant message crash." + "reason": "Custom model initialization breakage in v5 is not the same as GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "`gguf_file` loading regression is distinct from the unrecognized-model/config.json error." + "reason": "gguf_file loading failures and missing model_type config errors both affect loading, but they are different root causes and code paths." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "CLIP hidden_states regression is unrelated to MoE load-balancing loss omission." + "reason": "CLIPVisionModel hidden_states regression is unrelated to MoE load-balancing loss not being added." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Qwen2-57B tensor-parallel OOM and MobileLLM key error are unrelated model-loading failures." + "reason": "Qwen3-VL weight-shape mismatch is a different issue from Qwen3-Next tied-weights warning miswiring." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "Unable to run `3d_parallel.py` is not the same as Qwen2-57B TP OOM." + "reason": "A stale generate warning and Whisper empty-transcription failure are unrelated generation bugs." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "Sam3Video OOM is unrelated to Whisper empty transcription after token alignment." + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription handling do not share the same underlying bug." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Paged generate warning for `num_return_sequences` is unrelated to Whisper empty transcription." + "reason": "Tensor-parallel OOM while loading Qwen2-57B and a key error loading MobileLLM-125M are different load-time failures." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Qwen3-VL shape mismatch and Qwen3-Next tied-weights warning are different model/config bugs." + "reason": "A 3d_parallel.py runtime failure is unrelated to Qwen2 tensor-parallel OOM." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Assistant-mask failure for multimodal chat is not the same as qwen2.5-vl video position-id regression." + "reason": "Both are multimodal-related, but all-zero assistant masks and wrong vision_position_ids are different bugs in different processing stages." }, { "left": "issue:43575", "right": "issue:43873", "accept": false, - "reason": "Qwen2-57B OOM is a different symptom from offloading/quantization behavior." + "reason": "Qwen2 TP OOM and offloading-with-quantization behavior are both memory-related but not the same concrete failure." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer `_gpu_broadcast_one` NoneType error and embedding reinitialization after resize are unrelated." + "reason": "Trainer GPU broadcast NoneType errors are unrelated to embedding reinitialization during post_init." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Qwen video-input regression and serve KV-cache indexing crash affect different paths." + "reason": "A video-input regression for Qwen VL models is unrelated to serve KV-cache tensor indexing." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Nonexistent `image_utils` import and Qwen3.5 chat crash are unrelated." + "reason": "A missing import from image_utils and a Qwen3.5 chat crash are different API breakages." }, { "left": "issue:44464", - "right": "issue:44871", + "right": "issue:45563", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma-3 EOS config mismatch." + "reason": "Chunked generation inconsistency with compiled forward is not the same as a stale warning about num_return_sequences." }, { "left": "issue:44464", - "right": "issue:45563", + "right": "issue:44871", "accept": false, - "reason": "Chunked generation/compiled forward differs from the stale paged-generate warning." + "reason": "Compiled-forward generation inconsistency is unrelated to Gemma eos_token_id configuration mismatch." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus test failure and Qwen3.5 flash-attention generation bug are different model-specific issues." + "reason": "A janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still mentioning pipeline() and a SigLIP2 nonsensical-output bug are not the same issue." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different vision-model preprocessing problems." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is not the same as rotary_pct reverting on config reload." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "A Qwen3 auto-device-map CUDA assert and a category-cardinality runtime limit are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and undefined tf backend from tensorboard-only install are different environment issues." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an image-classification script is unrelated to loading Phi-4 multimodal weights." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder ADD THE DATA issue does not match the _torch_extract_fbank_features() bug." } ] }, @@ -8383,25 +8599,26 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 26, + "review_unit_index": 27, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:36246", + "issue:38175", "issue:38617", "issue:39692", "issue:41628", - "issue:41720", "issue:41950", + "issue:42175", "issue:43065", "issue:43116", "issue:43295", - "issue:43335", + "issue:43299", "issue:43388", "issue:43404", "issue:43479", @@ -8409,57 +8626,47 @@ "issue:43550", "issue:43582", "issue:43644", - "issue:43650", "issue:43761", - "issue:43827", "issue:43976", - "issue:43994", "issue:44016", "issue:44077", "issue:44079", + "issue:44112", "issue:44186", "issue:44190", "issue:44220", + "issue:44246", + "issue:44279", "issue:44355", "issue:44466", - "issue:44496", - "issue:44534", - "issue:44610", + "issue:44683", "issue:44734", "issue:44743", + "issue:44792", "issue:44855", "issue:44913", - "issue:44938", - "issue:44964", + "issue:45003", "issue:45127", "issue:45216", "issue:45245", "issue:45276", "issue:45357", - "issue:45372", "issue:45375", - "issue:45542", - "issue:45584" + "issue:45446", + "issue:45584", + "issue:45588" ], "soft_pairs": [ - "issue:43827|issue:43994", - "issue:43065|issue:44610", - "issue:44534|issue:44913", - "issue:41720|issue:45245", - "issue:44938|issue:45542", - "issue:44190|issue:44964", - "issue:43650|issue:44220", - "issue:43388|issue:43582", "issue:45127|issue:45357", + "issue:43388|issue:43582", + "issue:44855|issue:45588", "issue:43761|issue:44743", "issue:45276|issue:45584", + "issue:44355|issue:44855", "issue:43644|issue:44913", + "issue:43976|issue:44855", "issue:44077|issue:44079", - "issue:44355|issue:44855", "issue:43540|issue:44734", - "issue:43976|issue:44855", - "issue:44496|issue:45372", - "issue:43335|issue:44855", "issue:43550|issue:44190", "issue:43404|issue:45216", "issue:43295|issue:45276", @@ -8471,216 +8678,217 @@ "issue:36246|issue:41628", "issue:44186|issue:44734", "issue:36246|issue:38617", - "issue:44466|issue:44913" + "issue:44466|issue:44913", + "issue:44016|issue:44220", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44246|issue:45003", + "issue:42175|issue:44279", + "issue:44112|issue:44792", + "issue:43299|issue:45216" ], - "prepared_review_unit_hash": "a60c003ffb334595e4457c551ee93cf0ce67a0ec85a04ca83cde65a9dddebff4", + "prepared_review_unit_hash": "8b8de52842e57a69224a4f1b61ed828437307ac9f321ab21ac5c0cf7aee47962", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 37070, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This looks like a grab-bag of unrelated Transformers bugs. None of the proposed soft edges appear to be the same underlying issue, so I would not merge any of these items into a duplicate cluster.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue: the items span distinct failures (imports, config loading, model serialization, training scripts, and serving/runtime bugs) rather than one shared bug.", - "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue 43295 is the broadest user-facing regression, but it still does not represent the other issues well enough to serve as a true canonical duplicate.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:43827", - "right": "issue:43994", - "accept": false, - "reason": "Docs still referencing pipeline() removals is unrelated to SigLIP2 producing bad outputs; different symptom and code path." - }, - { - "left": "issue:43065", - "right": "issue:44610", - "accept": false, - "reason": "Sam3PixelDecoder dummy conv2d and OmDet-Turbo processor size mismatch are separate vision-model bugs." - }, - { - "left": "issue:44534", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer junk serialization and GPTNeoX rotary_pct reload are different configuration/serialization problems." - }, - { - "left": "issue:41720", - "right": "issue:45245", - "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to the category-count limit RuntimeError." - }, - { - "left": "issue:44938", - "right": "issue:45542", - "accept": false, - "reason": "Python 3.14 import/load failure and missing TensorFlow backend error are distinct environment/package issues." - }, - { - "left": "issue:44190", - "right": "issue:44964", - "accept": false, - "reason": "Local dataset loading in an image-classification script is not the same bug as loading Phi-4 multimodal models." - }, + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36001, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous Transformers bug reports; the soft links are largely false positives. No PRs are present. If forced to anchor the cluster, the Qwen3.5 save_pretrained regression report is the best standalone representative.", + "confidence": 0.42, + "canonical_issue_reason": "No single true duplicate set emerges; if one issue must anchor the cluster, 45216 is the strongest standalone regression report because it has a concrete version break, reproducible save_pretrained corruption, and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "45216 is the most representative issue to keep as the canonical anchor: clear regression framing, concrete failure mode, and stronger triage signals than the other scattered bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "The placeholder \"ADD THE DATA\" issue and the fbank feature extraction bug do not match." + "reason": "Both are Qwen/Qwen3.5 save_pretrained-related, but one is LoRA/extended-vocab weight collapse and the other is incorrect visual-encoder key serialization; different concrete bugs." }, { "left": "issue:43388", "right": "issue:43582", "accept": false, - "reason": "Metric label truncation and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "Unrelated failures: metric label dropping versus an Apple Silicon TypeError in allocator warmup." }, { - "left": "issue:45127", - "right": "issue:45357", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Both involve Qwen models, but one is LoRA/extended-vocab merge collapse and the other is incorrect visual-encoder save keys; different concrete failures." + "reason": "Different code paths and symptoms: Python 3.13 import parsing error versus flash-attention crashing on s_aux=None." }, { "left": "issue:43761", "right": "issue:44743", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3 modular recurrent-state reset are separate model behaviors." + "reason": "Different models and mechanics: CLIPVision hidden_states regression versus Qwen recurrent-state reset with cache." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize behavior and Whisper empty transcription after align_special_tokens are unrelated." - }, - { - "left": "issue:43644", - "right": "issue:44913", - "accept": false, - "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct reload are different bugs." - }, - { - "left": "issue:44077", - "right": "issue:44079", - "accept": false, - "reason": "Optional post_init handling in patchtsmixer is not the same as ModelOutput key assignment when values were previously None." + "reason": "Resize-token-embeddings propagation bug versus Whisper generation failure after align_special_tokens; not the same underlying issue." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled Python file errors and DebertaV2Model import indentation parsing are different failure modes." + "reason": "One is about compiled Python file errors, the other about a TorchScript parsing/IndentationError on import." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Qwen3OmniMoe video-input validation and serve KV-cache continuation indexing affect different code paths." + "reason": "Non-persistent buffer junk and GPTNeoX config reload drift are unrelated bugs." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Python version compatibility for Transformers 5.1.0 is unrelated to the DebertaV2 @torch.jit.script parsing error." + "reason": "Python version compatibility problem versus a TorchScript decorator parsing failure; different root causes." }, { - "left": "issue:44496", - "right": "issue:45372", + "left": "issue:44077", + "right": "issue:44079", "accept": false, - "reason": "Unrecognized model/config loading and mistral_common ReasoningEffort import breakage are different loader issues." + "reason": "PatchTSMixer post_init validation and ModelOutput key assignment are separate utility/model-output bugs." }, { - "left": "issue:43335", - "right": "issue:44855", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Sparse-layer creation in SwitchTransformersConfig is unrelated to the DebertaV2 import parsing problem." + "reason": "Qwen3OmniMoe video-input processing error versus serve KV-cache continuation tensor indexing; not the same path." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba torch.compile+SDPA failure and local dataset loading in an image-classification script are unrelated." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the image-classification local dataset loading issue." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "lm_head weight tying in Mistral3ForConditionalGeneration and Qwen3.5 save_pretrained regression are both weight/save issues but not the same concrete bug." + "reason": "Mistral3 tied lm_head weights and Qwen3.5 save_pretrained corruption are both serialization-adjacent but distinct bugs." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor.tokenizer/image-to-tokenizer regression and Gemma4 embedding resize not propagating are different API regressions." + "reason": "Processor/tokenizer regression versus gemma4 embedding-resize propagation; different code paths and symptoms." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multilabel classification returning empty results is not the same as failing to load a local dataset." + "reason": "Multi-label classification empty outputs and local dataset loading failure are unrelated example-script issues." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-cardinality limit and Whisper empty transcription are unrelated errors." + "reason": "Category cardinality error is unrelated to Whisper empty-transcription generation behavior." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs example errors and the local image-classification dataset loading bug are different issues." + "reason": "SigLIP2 documentation example errors versus image-classification script dataset loading; different bugs." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." + "reason": "Video-classification pipeline processor lookup bug versus a notebook syntax error; not duplicates." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Phi4MultimodalConfig default-init behavior and Qwen3_5MoeVisionConfig missing field handling are separate config bugs." + "reason": "Different multimodal config initialization bugs in different model families." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they refer to different missing symbols and different import surfaces; not the same bug." + "reason": "Both are import errors, but one is model-specific Qwen2.5-VL export and the other is top-level AutoImageProcessor export; not the same missing symbol." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crashes are unrelated to serve KV-cache continuation indexing." + "reason": "LayoutLMv2Tokenizer NER/padding crash and serve KV-cache indexing crash are unrelated." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different modules; no shared underlying fix is evident." + "reason": "Different missing imports from different modules; no shared underlying bug." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Device-dependent lm_head serialization inconsistency and rotary_pct reload persistence are different configuration bugs." + "reason": "Tied-weight serialization inconsistency and GPTNeoX rotary_pct reload drift are separate configuration/serialization problems." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error versus fbank feature extraction issue; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probabilities and Sam3 pixel decoder dummy-conv issue are different model bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a compile/runtime failure on newer torch and the other is an incorrect version check for AuxRequest import; different fixes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related to import behavior but not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Dependency packaging omission versus a vague dependency issue; too generic and not the same defect." + }, + { + "left": "issue:44112", + "right": "issue:44792", + "accept": false, + "reason": "CI flake in GraniteSpeech and janus image-generation test failure are unrelated test issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained corruption are distinct Qwen-family problems." } ] }, @@ -8695,27 +8903,27 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 27, + "review_unit_index": 28, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ - "issue:38175", - "issue:42175", + "issue:41950", "issue:42907", - "issue:43065", "issue:43295", "issue:43299", "issue:43441", "issue:43479", "issue:43525", "issue:43526", + "issue:43550", "issue:43577", "issue:43643", + "issue:43650", "issue:43673", "issue:43824", "issue:43854", @@ -8725,22 +8933,24 @@ "issue:44062", "issue:44075", "issue:44112", - "issue:44220", "issue:44242", - "issue:44246", "issue:44279", + "issue:44297", "issue:44336", "issue:44351", "issue:44368", + "issue:44462", "issue:44496", "issue:44521", "issue:44683", - "issue:44792", + "issue:44779", + "issue:44877", "issue:44933", "issue:44964", "issue:44987", - "issue:45003", + "issue:45020", "issue:45042", + "issue:45081", "issue:45200", "issue:45216", "issue:45278", @@ -8748,31 +8958,23 @@ "issue:45335", "issue:45357", "issue:45405", - "issue:45446", "issue:45542", "issue:45584" ], "soft_pairs": [ - "issue:38175|issue:43065", - "issue:44683|issue:45446", - "issue:44016|issue:44220", - "issue:44246|issue:45003", - "issue:42175|issue:44279", - "issue:44112|issue:44792", "issue:43643|issue:44496", - "issue:43299|issue:45216", "issue:43295|issue:45335", "issue:42907|issue:43441", "issue:44016|issue:44062", "issue:44112|issue:44964", "issue:45335|issue:45584", - "issue:43673|issue:44336", "issue:43976|issue:44987", + "issue:43673|issue:44336", "issue:43854|issue:44964", "issue:44496|issue:45042", "issue:43824|issue:44933", - "issue:43526|issue:43901", "issue:43976|issue:44279", + "issue:43526|issue:43901", "issue:43299|issue:45357", "issue:43577|issue:45216", "issue:44075|issue:44368", @@ -8782,216 +8984,244 @@ "issue:44683|issue:45542", "issue:43976|issue:45405", "issue:44351|issue:45278", - "issue:43479|issue:43525" + "issue:43479|issue:43525", + "issue:41950|issue:43650", + "issue:44462|issue:45081", + "issue:41950|issue:45020", + "issue:44496|issue:44877", + "issue:44297|issue:44462", + "issue:44279|issue:45405", + "issue:43550|issue:44964", + "issue:43299|issue:43854", + "issue:44462|issue:44779", + "issue:43295|issue:44779" ], - "prepared_review_unit_hash": "b373b4767fd548755848602c879d709fd65c603b800bacc49d79b57ed17283e3", + "prepared_review_unit_hash": "6632dc378bbd2241d89d84d6cf7b495a1a45de6b9852742a91daf8c2f35d9f30", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35976, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37596, + "estimated_input_tokens": 9399, + "estimated_eval_tokens": 19054 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of Transformers regression/import/model-specific issues rather than true duplicates. All soft-edge pairs look like false positives; several share a subsystem or symptom class, but not the same concrete bug.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring theme: post-upgrade import/runtime breakage. It\u2019s still not a true duplicate of the others, but it best captures the generalized failure mode compared with the many narrower model- or API-specific reports.", + "summary": "These items are mostly separate regression reports across different models, tokenizers, processors, and docs/tests. I do not see any soft pair that clearly describes the same underlying bug or change, so the cluster should stay split.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella report here: recent-version regressions breaking remote-code/model-loading paths. If a single issue must represent the cluster, it is the most central and reusable tracker.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue to stand in for this cluster because it is the most umbrella-like and most likely to subsume related import failures after upgrading Transformers.", + "best_issue_reason": "Issue 45020 is the most useful single tracking issue because it is open, detailed, and general enough to absorb several related loading/regression reports without being model-specific.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:38175", - "right": "issue:43065", - "accept": false, - "reason": "Different models and different failures: zero probabilities in SigLIP2 versus a dummy Conv2d in Sam3PixelDecoder." - }, - { - "left": "issue:44683", - "right": "issue:45446", - "accept": false, - "reason": "Both involve flex_attention, but they describe different concrete problems: a torch>=2.9 compiled flex_attention failure versus a PyTorch version check for AuxRequest import." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "A notebook syntax error and an audio feature-extraction bug are unrelated." - }, - { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Import slowdowns and unsafe sys.modules access are not the same bug; one is performance, the other is unsafe import handling." - }, - { - "left": "issue:42175", - "right": "issue:44279", - "accept": false, - "reason": "The first is a specific missing TensorFlow backend in a torch install; the second is a vague dependency issue with no evidence of the same root cause." - }, - { - "left": "issue:44112", - "right": "issue:44792", - "accept": false, - "reason": "Different failing tests in different models; same general CI symptom, not the same underlying defect." - }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "One is a trust_remote_code/config field propagation issue; the other is an unrecognized model config problem." - }, - { - "left": "issue:43299", - "right": "issue:45216", - "accept": false, - "reason": "Both are Qwen-related regressions, but one is a model loading failure and the other is a save_pretrained checkpoint serialization bug." + "reason": "Both involve config/loading, but they fail differently: missing returned fields vs unrecognized model metadata." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Different APIs and code paths: processor/tokenizer access regression versus resize_token_embeddings not updating decoder embeddings." + "reason": "Different subsystems and failures: processor/tokenizer image handling vs embedding resize behavior." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but one is about saving dequantized models and the other about FlashAttention failures." + "reason": "Both mention Ministral, but one is save/dequantization and the other is FlashAttention loading." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error versus AddedToken special-argument TypeError; unrelated." + "reason": "A notebook syntax error is unrelated to an AddedToken keyword-argument bug." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "Different models and failures; a GraniteSpeech CI test issue is not the same as Phi-4 multimodal loading failure." + "reason": "CI test flakiness in GraniteSpeech is unrelated to loading Phi-4 multimodal." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Tokenizer resize behavior and Whisper empty-transcription generation are different bugs." + "reason": "Unrelated model bugs: token embedding resize vs Whisper empty-transcription generation." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Generation cache missing during chunked prefill and ANSI code leakage in loading_report are unrelated." + "reason": "Python version compatibility is unrelated to a specific model load failure." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "A Python-version compatibility issue is not the same as a model-loading failure for physical-intelligence/fast." + "reason": "Generation cache regression and ANSI output formatting are unrelated bugs." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model families and different failures: GLM-4.7-Flash unit-test loading versus Phi-4 multimodal loading." + "reason": "Different model families and failure modes; both are load issues only at a very broad level." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "An unrecognized model config and a torchvision dependency regression in PIL image processors are unrelated." + "reason": "Unrecognized model config and torchvision dependency for PIL processors are different problems." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different modules; too generic to treat as duplicates." + "reason": "Both are import-related, but they concern different missing symbols and APIs." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "A label-reduction bug in BeitImageProcessorFast is unrelated to stale pipeline documentation." + "reason": "A Python-version incompatibility is not the same as a general dependency issue." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "A Python compatibility problem is not the same as a vague dependency issue." + "reason": "Processor label reduction bug and pipeline docs mismatch are unrelated." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a loading regression and the other is incorrect visual-encoder key saving." + "reason": "Same model family, but one is a load regression and the other is incorrect save_pretrained keys." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Blip2 dtype propagation and Qwen3.5 checkpoint saving are different code paths and different bugs." + "reason": "Blip2 dtype initialization and Qwen3.5 checkpoint saving are unrelated code paths." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling and a tie_word_embeddings warning are unrelated." + "reason": "Optimizer argument handling does not match a warning about tie_word_embeddings in fine-tuning." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal, but assistant mask generation and rope/position-id scaling are different failures." + "reason": "Both are multimodal, but one is assistant masks and the other is rope/position-id scaling." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation mismatch versus model config recognition failure; unrelated." + "reason": "Documentation wording issue is unrelated to model config loading." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Load-balancing loss behavior in MoE models is not the same as mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "Load-balancing loss omission and mm_token_type_ids defaults are different training bugs." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and missing TensorFlow backend installation are unrelated." + "reason": "Compiled attention on torch 2.9 and TensorBoard/TensorFlow backend handling are unrelated." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version support and a PEFT minimum-version bump are separate dependency issues." + "reason": "Python support and PEFT version pinning are separate dependency issues." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "45278 is a broad umbrella for many import errors after upgrade, but 44351 is a specific HybridCache import failure; not enough evidence they share one exact root cause." + "reason": "A specific missing import is not enough to merge with a broad 'many import errors' report." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Different config bugs: default multimodal sub-config initialization versus missing pad_token_id on Llama4Config." + "reason": "Different config classes and different missing/default fields." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video processor lookup bug is unrelated to a vague data-request issue." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and Mistral regex patch crash are distinct tokenizer paths." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Same broad area of loading, but one is pipeline processor lookup and the other is remote_code regressions." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Different model/config bugs with different failure mechanics." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer config mismatch on save and tokenizer.json being ignored are different serialization/loading issues." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "General dependency trouble is not the same as an unreleased minimum PEFT version bump." + }, + { + "left": "issue:43550", + "right": "issue:44964", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different load-time regressions." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer save/metadata handling is separate from Deepseek tokenization correctness." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer image handling does not match a Deepseek tokenizer regression." } ] }, @@ -9006,35 +9236,36 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 28, + "review_unit_index": 29, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:38175", "issue:39692", - "issue:41950", + "issue:42175", "issue:42994", "issue:43065", "issue:43122", "issue:43262", - "issue:43295", - "issue:43299", "issue:43317", + "issue:43352", "issue:43441", "issue:43450", - "issue:43550", + "issue:43475", "issue:43650", "issue:43673", "issue:43723", "issue:43761", "issue:43784", - "issue:43854", + "issue:43824", "issue:43901", + "issue:43976", + "issue:43994", "issue:44016", "issue:44162", "issue:44261", @@ -9042,48 +9273,36 @@ "issue:44279", "issue:44291", "issue:44297", - "issue:44462", "issue:44466", - "issue:44496", "issue:44521", + "issue:44589", "issue:44617", "issue:44623", "issue:44671", "issue:44683", "issue:44749", "issue:44779", - "issue:44877", "issue:44898", - "issue:44964", "issue:44987", - "issue:45020", - "issue:45081", + "issue:45250", "issue:45276", "issue:45290", - "issue:45397", - "issue:45405", - "issue:45542" - ], - "soft_pairs": [ - "issue:41950|issue:43650", - "issue:44496|issue:44877", - "issue:44462|issue:45081", - "issue:41950|issue:45020", - "issue:44297|issue:44462", - "issue:43550|issue:44964", - "issue:44279|issue:45405", - "issue:43299|issue:43854", - "issue:43295|issue:44779", - "issue:44462|issue:44779", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563" + ], + "soft_pairs": [ "issue:39692|issue:43901", "issue:38175|issue:44617", "issue:43650|issue:45290", - "issue:44016|issue:44291", "issue:43723|issue:44162", + "issue:44016|issue:44291", + "issue:43262|issue:44521", "issue:43450|issue:44279", "issue:43441|issue:44683", "issue:44466|issue:45276", - "issue:43262|issue:44521", "issue:42994|issue:43317", "issue:44261|issue:44263", "issue:43065|issue:44898", @@ -9093,210 +9312,206 @@ "issue:43784|issue:45542", "issue:44671|issue:44779", "issue:43673|issue:43761", - "issue:44987|issue:45542" + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:42175|issue:43976", + "issue:44297|issue:45397", + "issue:45561|issue:45563", + "issue:43475|issue:44016", + "issue:43824|issue:43976", + "issue:43352|issue:45250", + "issue:44589|issue:45362" ], - "prepared_review_unit_hash": "2c0faa0868625c96c14ea576dc70a798fbb0720820a4f0bd530d6338b3b9a9f1", + "prepared_review_unit_hash": "2e5229d8d95173ad62c17605b5431c08e4a807ddf25ab3bc195702402cdc2883", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36343, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34972, + "estimated_input_tokens": 8743, + "estimated_eval_tokens": 17742 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues with superficial overlap around Transformers v5 regressions, tokenizers, processors, and model loading. None of the soft pairs look like the same underlying bug/change.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "These items are largely unrelated across models, processors, docs, tokenization, quantization, and runtime/setup issues. None of the soft pairs look like the same underlying bug or change, so I would keep them separate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous and the pairwise candidates do not collapse into a duplicate bug cluster.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No global best issue for deduping; the nearest true bug candidates are distinct from each other and should not be merged into one canonical ticket.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41950", - "right": "issue:43650", - "accept": false, - "reason": "Video pipeline processor lookup is unrelated to the vague \"ADD THE DATA\" report." - }, - { - "left": "issue:44496", - "right": "issue:44877", - "accept": false, - "reason": "Both are loading/config issues, but they fail for different reasons and different models." - }, - { - "left": "issue:44462", - "right": "issue:45081", - "accept": false, - "reason": "AutoTokenizer ignoring repo tokenizer.json is a different bug from Mistral regex patch crashing on backend_tokenizer." - }, - { - "left": "issue:41950", - "right": "issue:45020", - "accept": false, - "reason": "A video-classification processor bug is not the same as a broad remote_code compatibility regression." - }, - { - "left": "issue:44297", - "right": "issue:44462", - "accept": false, - "reason": "Tokenizer save metadata mismatch and tokenizer.json precedence are distinct serialization vs loading issues." - }, - { - "left": "issue:43550", - "right": "issue:44964", - "accept": false, - "reason": "Different models and failure modes: torch.compile/SDPA vs model loading for Phi-4 multimodal." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "Unrelated dependency problems: transformers dependency issue vs an unreleased PEFT version bump." - }, - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Both are model-loading problems, but they affect different models and code paths." - }, - { - "left": "issue:43295", - "right": "issue:44779", - "accept": false, - "reason": "Processor.tokenizer regression is not the same as Deepseek tokenizer output drift." - }, - { - "left": "issue:44462", - "right": "issue:44779", - "accept": false, - "reason": "Repo tokenizer.json selection and Deepseek tokenization changes are different tokenizer bugs." - }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs, but one is a broken SigLIP2 example and the other is stale pipeline documentation." + "reason": "Both mention docs/examples, but they are about different topics: SigLIP2 example errors vs TextClassificationPipeline return_all_scores behavior." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Sam3Video CUDA OOM." + "reason": "Different concrete problems: SigLIP2 zero probabilities vs Sam3Video CUDA out-of-memory." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "\"ADD THE DATA\" is not a substantive duplicate target for a chat-template tool-call crash." + "reason": "Unrelated: a vague data request versus a chat-template crash on tool-call assistant messages." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Different symptoms and subsystems: tokenizer loading in v5 vs ESM2 model breakage." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized model-loading TypeError." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "Tokenizer loading regression and ESM2 breakage are different model/component issues." + "reason": "Audio processor sampling-rate default bug is separate from multimodal assistant_masks being all zero." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Batched video processor shape bugs are unrelated to a generic dependency issue." + "reason": "Video processor shape bug is not the same as a general dependency issue." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "FlashAttention failure and compiled flex_attention failure are different kernels and triggers." + "reason": "Both involve attention, but one is model-specific FlashAttention support and the other is compiled flex_attention failing on torch>=2.9." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "lm_head serialization inconsistency and resize_token_embeddings propagation are different weight-handling bugs." - }, - { - "left": "issue:43262", - "right": "issue:44521", - "accept": false, - "reason": "Audio chat-template sampling-rate default and multimodal assistant_mask generation are different failures in the same API." + "reason": "Related to Gemma 4 weights, but one is serialization on device and the other is resize_token_embeddings not propagating changes." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Saving quantized models and loading dequantized offloaded models are separate quantization workflows." + "reason": "Quantized model saving failure is not the same as loading a dequantized model with device_map=auto." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "Different low-level bugs: missing config.rms_norm_eps vs torch.split return-value handling." + "reason": "Different models and errors: MLA layernorm precision/config issue vs torch.split return values in GlmMoeDsaIndexer." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver resize/interpolation failure are unrelated vision-model issues." + "reason": "Sam3PixelDecoder dummy conv2d and Perceiver non-default-resolution failure are different model bugs." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor.save_pretrained missing files is not the same as a zero3 from_pretrained loading failure." + "reason": "Missing processor save files is not the same as gemma-4 zero3 from_pretrained failure." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer version drift is unrelated to the non-specific \"ADD THE DATA\" issue." + "reason": "Tokenizer behavior change across versions is unrelated to the vague 'ADD THE DATA' issue." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing save_pretrained files and a performance regression after upgrade are different classes of bugs." + "reason": "Processor save_pretrained missing files and slower data filtering are unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Importing sentence-transformers breaks for nn, while the other issue is about tensorboard/TensorFlow backend detection." + "reason": "Import-time NameError in sentence-transformers is unrelated to TF backend being undefined when only tensorboard is installed." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is a different bug from Deepseek tokenizer output changes." + "reason": "Different models and failure modes: CamemBERT masked LM predictions vs Deepseek tokenizer output." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Chunked-prefill cache regression and CLIPVisionModel hidden_states regression are separate v5 breakages." + "reason": "Generation cache missing in chunked_prefill is unrelated to CLIPVisionModel hidden_states regression." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model-loading failure for physical-intelligence/fast is unrelated to the tensorboard/TensorFlow backend issue." + "reason": "Model-loading failure for physical-intelligence/fast is not the same as the TensorFlow backend dependency issue." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs note about return_all_scores does not match the SigLIP2 nonsensical results bug." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version compatibility are separate environment issues." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch on save_pretrained is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "Missing Sam3Video output attribute is unrelated to a notebook syntax error." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2_5_VL import failure and Python 3.9/3.10 compatibility are different issues." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "The Nemotron-specific FA2 unsupported error is not the same as the generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5-35B crashing with transformers chat." } ] }, @@ -9311,41 +9526,39 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 29, + "review_unit_index": 30, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:36246", "issue:41628", "issue:41950", - "issue:42175", "issue:42491", "issue:42757", + "issue:43066", "issue:43295", "issue:43299", - "issue:43352", - "issue:43475", + "issue:43441", "issue:43525", "issue:43526", "issue:43531", + "issue:43540", + "issue:43596", "issue:43673", - "issue:43824", "issue:43881", "issue:43901", "issue:43976", - "issue:43994", - "issue:44016", "issue:44162", "issue:44188", "issue:44220", + "issue:44242", "issue:44246", "issue:44295", - "issue:44297", "issue:44336", "issue:44351", "issue:44373", @@ -9353,35 +9566,30 @@ "issue:44485", "issue:44496", "issue:44561", - "issue:44589", "issue:44617", "issue:44661", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", "issue:45003", "issue:45200", - "issue:45250", "issue:45292", "issue:45356", "issue:45362", + "issue:45375", "issue:45397", "issue:45542", "issue:45561", - "issue:45563", "issue:45584" ], "soft_pairs": [ - "issue:43901|issue:43994", - "issue:42175|issue:43976", - "issue:44297|issue:45397", - "issue:45561|issue:45563", - "issue:43475|issue:44016", - "issue:43824|issue:43976", - "issue:43352|issue:45250", "issue:43525|issue:43881", - "issue:44589|issue:45362", "issue:43295|issue:44617", "issue:44188|issue:44336", - "issue:43901|issue:44246", "issue:41628|issue:43976", + "issue:43901|issue:44246", "issue:44295|issue:45397", "issue:42491|issue:43299", "issue:41950|issue:44220", @@ -9394,213 +9602,221 @@ "issue:43526|issue:45003", "issue:36246|issue:42757", "issue:36246|issue:44351", - "issue:44336|issue:44485", "issue:43673|issue:44561", + "issue:44336|issue:44485", "issue:44162|issue:45200", - "issue:45292|issue:45584" + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:45292|issue:45584", + "issue:44295|issue:44749", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:43441|issue:43540", + "issue:36246|issue:43596", + "issue:43066|issue:44779" ], - "prepared_review_unit_hash": "35c0d608082a1ee9f0f70fb8748080b4f90df9ed54ac335cc012f9d412ca0ce5", + "prepared_review_unit_hash": "fbf18555d0bd49157ffc4d6acd9bc4ad095b12c0a126ed057386837aa9ffa695", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35485, - "estimated_input_tokens": 8872, - "estimated_eval_tokens": 18000 + "serialized_chars": 36102, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers issues. The soft-similarity pairs are mostly same-area but different bugs, regressions, or docs/runtime symptoms, so none should be merged as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "If forced to pick one anchor, issue 43299 is the clearest concrete regression report and the most representative of the Qwen3-MoE loading-breakage subgroup; there is no single true canonical issue for the whole set.", + "summary": "This cluster is over-broad: most items are distinct bugs spanning import/export regressions, model/config issues, tokenizer behavior, and performance/docs problems. No soft pair looks like the same underlying change or defect, so all candidate links should be rejected.", + "confidence": 0.35, + "canonical_issue_reason": "Use issue #41628 as the closest broad representative of the cluster because it is a generic Transformers import/export failure, but there is no strong true canonical since the grouped issues are heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43299 is the best overall representative: it is specific, reproducible, and describes a real model-loading regression rather than a generic symptom or unrelated API/docs problem.", + "best_issue_reason": "#41628 is the most broadly representative user-facing failure in the set; however, it is only a weak fit because the rest of the issues are not duplicates of it.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:43525", + "right": "issue:43881", "accept": false, - "reason": "One is a docs/behavior mismatch for text classification; the other is a model quality/loading problem for SigLIP2. Different failure modes." + "reason": "Both are model-loading failures, but they involve different models and different root symptoms (missing config attr vs generic loading failure)." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43295", + "right": "issue:44617", "accept": false, - "reason": "TensorFlow backend omission from a pip extra is unrelated to the Python-version support regression." + "reason": "Processor/tokenizer regression and CUDA OOM in Sam3Video are unrelated defects." }, { - "left": "issue:44297", - "right": "issue:45397", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Tokenizer class metadata mismatch vs gemma-4 ZeRO3 from_pretrained failure; different code paths and symptoms." + "reason": "Torch.compile attention-kernel divergence is unrelated to ANSI output in loading_report." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "A pytest-xdist file race is unrelated to a stale generation warning in paged generate()." + "reason": "ImportError for AutoImageProcessor is unrelated to the Python version support issue." }, { - "left": "issue:43475", - "right": "issue:44016", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "SAM3 video attribute bug and a notebook syntax error are entirely separate issues." + "reason": "Pipeline docs mismatch and import-time slowness are different kinds of problems." }, { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Import export failure for a Qwen2.5-VL symbol is not the same as a Python compatibility issue." + "reason": "position_ids buffer access and gemma-4 zero3 loading are not the same code-path failure." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "A specific model lacking Flash Attention 2.0 support is not the same as the general Flash Attention 2.0 topic." + "reason": "Both mention Qwen3 MoE-family models, but one is a LoRA compatibility issue and the other is a loading regression for a different model variant." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "Missing pad_token_id on Llama4Config and glm-4v-9b loading failure are different bugs." + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are different pipeline components." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Float8 storage deserialization failure and Qwen3.5 chat crash are unrelated runtime errors." + "reason": "Terminal ANSI output and a wrong docstring are unrelated." }, { - "left": "issue:43295", - "right": "issue:44617", + "left": "issue:44462", + "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer regression and SAM3Video OOM are different problems." + "reason": "AutoTokenizer ignoring tokenizer.json is not the same as Kimi-K2.5 codec-handling regression." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Torch.compile attention-kernel divergence has nothing to do with ANSI codes in loading_report." + "reason": "Import slowness and unrecognized model/config loading are unrelated." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:44661", + "right": "issue:45542", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to intermittent slow imports." + "reason": "Tokenizer-mapping model-addition bug and missing TensorFlow backend handling are separate issues." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "AutoImageProcessor import failure and Python version support are separate import/runtime issues." + "reason": "sys.modules access in modeling_utils and xdist race on captured_info.txt are unrelated." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:43531", + "right": "issue:45362", "accept": false, - "reason": "position_ids buffer access error is unrelated to gemma-4 zero3 from_pretrained loading." + "reason": "Qwen3-MoE sliding_window bug and Qwen3.5-35B chat crash are not the same defect." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "Both involve Qwen3-MoE family breakage, but one is a LoRA/hf4.x-to-hf5.x compatibility report and the other is a specific Qwen3VL-MoE loading regression; not the same concrete bug." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to sys.modules access." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:36246", + "right": "issue:42757", "accept": false, - "reason": "Video-classification pipeline processor lookup and torch fbank feature extraction are different audio/video preprocessing bugs." + "reason": "Different missing imports from different packages; same symptom class, not the same bug." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Terminal ANSI output leakage and a wrong docstring for position_ids are unrelated." + "reason": "Qwen2_5_VLImageProcessor export failure and HybridCache export failure are distinct missing-symbol regressions." }, { - "left": "issue:44462", - "right": "issue:45356", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Kimi tokenizer codec regression are both tokenizer issues, but not the same underlying bug." + "reason": "Generation cache handling in chunked prefill is unrelated to removal of is_torch_fx_available." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:44336", + "right": "issue:44485", "accept": false, - "reason": "Slow import behavior and unrecognized model config are unrelated." + "reason": "ANSI terminal output and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:44661", - "right": "issue:45542", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Tokenizer mapping validation and missing TensorFlow backend handling are separate packaging/runtime issues." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific problems." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a captured_info.txt xdist race." + "reason": "Missing load-balancing loss and LwDetrImageLoss AMP crash are different failures." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:44246", + "right": "issue:44871", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are not the same code-path problem." + "reason": "Import slowness is unrelated to Gemma-3 eos_token_id inconsistency." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "BEiT image processor label reduction bug and modeling_utils sys.modules access are unrelated." + "reason": "resize_token_embeddings affecting output embeddings is unrelated to Whisper empty-transcription generation." }, { - "left": "issue:36246", - "right": "issue:42757", + "left": "issue:44295", + "right": "issue:44749", "accept": false, - "reason": "Both are import errors, but they involve different packages and different missing symbols." + "reason": "position_ids buffer access and dataset filtering slowdown are unrelated." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Qwen2.5-VL image processor import failure is not the same as HybridCache export failure." + "reason": "Both touch strict config handling, but they describe different model configs and opposite symptoms; not a clear duplicate." }, { - "left": "issue:44336", - "right": "issue:44485", + "left": "issue:44779", + "right": "issue:45292", "accept": false, - "reason": "ANSI output leakage and GLM-5 RoPE implementation discussion are unrelated." + "reason": "Deepseek tokenizer regression and resize_token_embeddings behavior are different areas." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:43441", + "right": "issue:43540", "accept": false, - "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available affect different subsystems and code paths." + "reason": "FlashAttention failure for Ministral-3 and Qwen3OmniMoe video processing ValueError are unrelated." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are separate model-specific bugs." + "reason": "Transformer import error and deepspeed zero3/BertModel index error are unrelated." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "resize_token_embeddings not updating output embeddings is unrelated to Whisper empty-transcription generation failure." + "reason": "Wrong tokenizer decoder type and incorrect Deepseek tokenizer results are both tokenizer-related but not the same underlying bug." } ] }, @@ -9615,50 +9831,48 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 30, + "review_unit_index": 31, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ - "issue:36246", + "issue:28282", + "issue:30990", "issue:41628", "issue:41950", + "issue:42673", "issue:42886", "issue:43065", - "issue:43066", "issue:43232", "issue:43257", "issue:43262", - "issue:43295", "issue:43408", - "issue:43441", "issue:43475", "issue:43540", - "issue:43596", - "issue:43606", + "issue:43646", "issue:43653", "issue:43673", + "issue:43704", "issue:43901", + "issue:43931", "issue:44060", "issue:44077", "issue:44162", - "issue:44242", "issue:44246", - "issue:44295", + "issue:44297", "issue:44336", + "issue:44361", "issue:44368", "issue:44466", "issue:44496", + "issue:44623", "issue:44734", "issue:44749", - "issue:44779", - "issue:44857", - "issue:44871", - "issue:44877", + "issue:44869", "issue:44933", "issue:44977", "issue:44987", @@ -9667,32 +9881,27 @@ "issue:45137", "issue:45200", "issue:45229", + "issue:45278", "issue:45292", "issue:45335", - "issue:45375", + "issue:45356", "issue:45459", - "issue:45563" + "issue:45563", + "issue:45588" ], "soft_pairs": [ - "issue:44242|issue:44857", - "issue:44246|issue:44871", - "issue:44295|issue:44749", - "issue:44779|issue:45292", - "issue:44877|issue:45375", - "issue:43441|issue:43540", - "issue:36246|issue:43596", - "issue:43066|issue:44779", "issue:44987|issue:45459", "issue:42886|issue:45229", "issue:41628|issue:41950", - "issue:44995|issue:45200", "issue:43901|issue:45003", - "issue:43257|issue:45137", + "issue:44995|issue:45200", "issue:43065|issue:43408", + "issue:43257|issue:45137", "issue:43232|issue:44336", - "issue:43295|issue:45292", "issue:44496|issue:45003", + "issue:45292|issue:45588", "issue:44060|issue:44077", + "issue:44995|issue:45588", "issue:43262|issue:44246", "issue:43475|issue:43540", "issue:43653|issue:44162", @@ -9700,212 +9909,229 @@ "issue:44368|issue:44977", "issue:44368|issue:45563", "issue:44933|issue:45459", - "issue:43441|issue:43606", - "issue:43673|issue:44734" + "issue:43673|issue:44734", + "issue:44869|issue:45356", + "issue:43931|issue:44368", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:42673|issue:43704", + "issue:44361|issue:44749", + "issue:28282|issue:30990" ], - "prepared_review_unit_hash": "0d8d9c917531b1966a671a19eec80590d91b0b0db6208db571e901442a629241", + "prepared_review_unit_hash": "9f0e2dea4f2d3bfeb079271dd903fd8467cf69233a59e5da73e95afd3a3a5976", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36206, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "soft_pair_count": 29, + "serialized_chars": 36380, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous; the soft pairs look like superficially similar Transformers issues but not the same underlying bug or fix. I would anchor on the broad import-performance report as the best issue representative, but I would not merge any of the suggested soft edges.", - "confidence": 0.57, - "canonical_issue_reason": "issue:44246 is the broadest, most general user-facing report in the set and best matches the cluster\u2019s core import/runtime theme, even though it is not a duplicate of the other items.", + "summary": "This cluster is mostly a false-positive grouping of unrelated issues spanning tokenizers, generation, multimodal models, serialization, and performance; the only clear duplicate is the identical Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the better canonical because it is the earlier and much richer report of the exact duplicate title, with more discussion/context than issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44246 has the widest scope and strongest general relevance among the issues here; it is the most plausible anchor for a mixed cluster of Transformers import/runtime complaints.", + "best_issue_reason": "issue:42673 is the best representative issue in this set because it is the exact match for the duplicate pair and has the most context/activity.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44242", - "right": "issue:44857", - "accept": false, - "reason": "Different bugs: one is router/load-balancing loss behavior, the other is AMP/CUDA crash in LwDetrImageLoss." - }, - { - "left": "issue:44246", - "right": "issue:44871", - "accept": false, - "reason": "Import slowdown vs Gemma-3 EOS config inconsistency; unrelated failure modes." - }, - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "Position_ids buffer handling is not the same as the reported data filtering slowdown." - }, - { - "left": "issue:44779", - "right": "issue:45292", - "accept": false, - "reason": "Tokenizer output regression vs resize_token_embeddings not updating output embeddings; different code paths." - }, - { - "left": "issue:44877", - "right": "issue:45375", - "accept": false, - "reason": "Both involve config handling, but one is strict config loading and the other is a missing model field; not the same bug." - }, - { - "left": "issue:43441", - "right": "issue:43540", - "accept": false, - "reason": "FlashAttention failure for one model family vs video-input ValueError in another; unrelated." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "ImportError for Qwen2.5-VL image processor vs DeepSpeed ZeRO3/BertModel index error; no shared code-path." - }, - { - "left": "issue:43066", - "right": "issue:44779", - "accept": false, - "reason": "Tokenizer decoder-type warning/regression vs incorrect DeepSeek tokenizer outputs; same area, but not the same underlying defect." - }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure for physical-intelligence/fast is unrelated to protobuf exception masking in tokenizer decode errors." + "reason": "Both are tokenizer/loading-related, but one is a model-specific loading failure and the other is an exception-handling bug for protobuf absence; different root causes." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache tokenizer loading vs Gemma4 multi-GPU OOM; completely different problems." + "reason": "Offline tokenizer cache loading failure and Gemma4 multi-GPU CUDA OOM are unrelated bugs." }, { "left": "issue:41628", "right": "issue:41950", "accept": false, - "reason": "Importing AutoImageProcessor vs video-classification pipeline choosing image processors; related subsystem, but not the same bug." - }, - { - "left": "issue:44995", - "right": "issue:45200", - "accept": false, - "reason": "Stale indexer cache crash vs missing mm_token_type_ids defaults; different model behaviors." + "reason": "ImportError for AutoImageProcessor and a video pipeline using image processors are adjacent areas, but not the same code-path defect." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Pipeline docs mismatch vs unsafe sys.modules access in modeling_utils; unrelated." + "reason": "Docs mismatch about return_all_scores and unsafe sys.modules access are unrelated." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Qwen3 MoE weight conversion issue vs ZeRO3 deque IndexError; different failure mechanisms." + "reason": "A stale-cache crash on second forward pass is unrelated to mm_token_type_ids defaulting in text-only fine-tuning." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Dummy Conv2d implementation issue vs model-type warning between sam3_video and sam3_tracker; not the same underlying defect." + "reason": "Both mention SAM3, but one is about a dummy Conv2d in a decoder and the other is a model-type/config warning; not the same bug." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Generation kwargs/cache issue vs ANSI codes in loading_report; unrelated." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is a different failure than the DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:43295", - "right": "issue:45292", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Processor/tokenizer regression with images vs resize_token_embeddings not updating output embeddings; different API surfaces." + "reason": "Generation kwargs handling after sync_gpus and ANSI leakage in loading_report are unrelated." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading error vs unsafe sys.modules access; not the same bug." + "reason": "Unrecognized model config and unsafe sys.modules access are different failure modes." + }, + { + "left": "issue:45292", + "right": "issue:45588", + "accept": false, + "reason": "Resize propagation for embeddings and a flash-attention s_aux=None crash are different code paths." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Tied-weights warning bug vs optional post_init restriction for patchtsmixer; unrelated." + "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init allowance are not the same underlying issue." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different models and different crash mechanisms; no shared underlying bug." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sample-rate default vs import time regression; different subsystems." + "reason": "Audio processor sampling-rate defaulting and slow import time are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing fpn_position_embeddings attribute vs Qwen3OmniMoe video-input processing error; not the same code path." + "reason": "Sam3VisionEncoderOutput missing attribute and Qwen3OmniMoe video-processing ValueError are different bugs." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs ESM2 model breakage; not a duplicate." + "reason": "BigBirdTokenizer special-token registration and ESM2 being broken are unrelated." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Serialization inconsistency for tied weights vs resize_token_embeddings not affecting decoder.embed_tokens; related theme, but distinct bugs." + "reason": "Serialization of tied lm_head weights and resize_token_embeddings not updating decoder.embed_tokens are related only at a high level, not the same defect." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Tie_word_embeddings warning during LoRA fine-tuning vs flash-attention generation failure; different problems." + "reason": "A tied-weights warning and a flash-attention generation failure are unrelated." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "Tie_word_embeddings warning vs stale num_return_sequences warning in paged generate; unrelated." + "reason": "Both are warnings, but they concern different behaviors and different subsystems." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Missing image_utils import vs protobuf decode-error masking in tokenizers; no overlap in root cause." + "reason": "A nonexistent image_utils import and protobuf-related tokenizer error masking are unrelated." }, { - "left": "issue:43441", - "right": "issue:43606", + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache wording, but one is a missing GenerationMixin cache path and the other is a server-side KV indexing crash." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are different tokenizer issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tied-word-embeddings warning are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation-kwargs handling and chunked_prefill cache absence are distinct generation issues." + }, + { + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "FlashAttention model failure vs CPU offload device mismatch; different runtime issues." + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are separate serialization problems." }, { "left": "issue:43673", - "right": "issue:44734", + "right": "issue:45278", + "accept": false, + "reason": "A specific generation cache regression and broad import errors after upgrade are not the same underlying change." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage in v5 and ESM2 being broken are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same VRAM leak in multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Chinese report of slowdown after upgrade are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Chunked-prefill cache missing in GenerationMixin vs server KV-cache continuation tensor indexing; both cache-related but not the same fixable defect." + "reason": "Missing PyTorch dependency ImportError and SentenceTransformers loading hang are different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical duplicate choice for issue:42673 vs issue:43704 is well supported by the packet (same title, earlier and richer report). The soft-edge rejections stay cautious and do not overclaim equivalence. Summary is appropriately restrained." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -9913,46 +10139,48 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 31, + "review_unit_index": 32, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ - "issue:28282", "issue:30990", + "issue:35141", + "issue:36010", "issue:41628", "issue:42222", "issue:42371", - "issue:42673", "issue:42831", + "issue:42898", "issue:42994", "issue:43232", + "issue:43377", "issue:43475", + "issue:43479", "issue:43482", "issue:43504", "issue:43525", + "issue:43526", "issue:43643", - "issue:43646", "issue:43673", "issue:43701", - "issue:43704", "issue:43873", - "issue:43931", "issue:44038", - "issue:44162", + "issue:44164", "issue:44188", "issue:44222", - "issue:44297", + "issue:44242", "issue:44351", - "issue:44361", - "issue:44368", + "issue:44496", + "issue:44568", "issue:44623", "issue:44661", "issue:44749", + "issue:44792", "issue:44869", "issue:44933", "issue:44945", @@ -9961,9 +10189,7 @@ "issue:45103", "issue:45200", "issue:45230", - "issue:45278", "issue:45310", - "issue:45356", "issue:45362", "issue:45375", "issue:45381", @@ -9972,269 +10198,274 @@ "issue:45561" ], "soft_pairs": [ - "issue:44869|issue:45356", - "issue:43931|issue:44368", - "issue:43232|issue:43673", - "issue:44297|issue:44623", - "issue:43673|issue:45278", - "issue:43646|issue:44162", - "issue:44361|issue:44749", - "issue:28282|issue:30990", - "issue:42673|issue:43704", "issue:44749|issue:45310", "issue:45230|issue:45397", "issue:44038|issue:44623", "issue:42994|issue:43482", - "issue:43475|issue:43643", "issue:43701|issue:44749", "issue:43475|issue:45381", + "issue:43475|issue:43643", "issue:42371|issue:45092", - "issue:45081|issue:45103", "issue:45375|issue:45478", + "issue:45081|issue:45103", "issue:41628|issue:44933", "issue:45310|issue:45375", "issue:42994|issue:43525", - "issue:42222|issue:45200", "issue:43475|issue:44661", "issue:43873|issue:44945", - "issue:45362|issue:45375", + "issue:42222|issue:45200", "issue:42831|issue:44222", + "issue:45362|issue:45375", "issue:45310|issue:45397", "issue:43232|issue:44188", "issue:44222|issue:45310", "issue:41628|issue:44351", - "issue:43504|issue:45561" + "issue:43504|issue:45561", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:44038|issue:45310", + "issue:42994|issue:44164", + "issue:43232|issue:44792", + "issue:43377|issue:44242", + "issue:30990|issue:35141", + "issue:36010|issue:41628", + "issue:43673|issue:44188", + "issue:42898|issue:44568", + "issue:43479|issue:44869" ], - "prepared_review_unit_hash": "e16a39bf9904bc734a02553e028b64a3998b12d9ccfc47dc3e3e57e560c9f3a4", + "prepared_review_unit_hash": "49e02fa2583aaf98f0d751ca7fb1d07765ddb60ee4a2aee1addcebf5e2daf6ff", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36998, - "estimated_input_tokens": 9250, - "estimated_eval_tokens": 18756 + "soft_pair_count": 34, + "serialized_chars": 37655, + "estimated_input_tokens": 9414, + "estimated_eval_tokens": 19084 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a mix of Transformers v5 import/loading/config regressions plus a few model-specific bugs. There are two clear duplicate pairs in the packet: issue:42673/issue:43704 and issue:45310/issue:45478; the rest of the soft links are topical at best, not true duplicates.", + "summary": "This cluster is mostly a mixed bag of unrelated Transformers bug reports. I found no soft-edge pair that convincingly describes the same underlying bug or change, so all soft edges should be rejected. Issue 45310 is the best representative because it is the clearest, earliest report of the Qwen3.5-MoE from_pretrained regression and matches the later duplicate 45478 by title/subject.", "confidence": 0.81, - "canonical_issue_reason": "issue:45310 is a clean exact duplicate pair with issue:45478 and is a representative concrete v5 from_pretrained regression within the cluster.", + "canonical_issue_reason": "Issue 45310 is the earliest, clearest report in the only near-duplicate thread here (it matches 45478\u2019s title/bug). It has a concrete, self-contained failure mode and is better suited as the cluster anchor than the later duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest umbrella for the cluster\u2019s v5-era import/loading regression reports, even though it is vague.", + "best_issue_reason": "45310 is the strongest issue to keep as the representative: specific error, clear repro class, and most directly aligned with the duplicated Qwen3.5-MoE loading failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44749", + "right": "issue:45310", "accept": false, - "reason": "Different bugs: Whisper timestamp decode crash vs Kimi-K2.5 tokenizer codec/regex regression." + "reason": "Different problems: a performance slowdown after upgrade vs a Qwen3.5-MoE from_pretrained load error." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Different failures: Qwen3-VL weight-shape loading error vs Qwen3.5 LoRA warning about tie_word_embeddings." + "reason": "`Bug report` is too generic; the other is a specific Gemma-4 zero3 loading issue with a different code path." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Both involve generation, but they affect different code paths: sync_gpus kwarg handling vs chunked_prefill cache regression." + "reason": "Different failure modes: Qwen3-VL-Moe compatibility vs processor.save_pretrained missing files." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Both are save_pretrained-related, but tokenizer metadata mismatch and missing processor files are distinct bugs." + "reason": "Both involve model I/O, but one is quantized save failure and the other is GGUF load failure for a different model family." }, { - "left": "issue:43673", - "right": "issue:45278", + "left": "issue:43701", + "right": "issue:44749", "accept": false, - "reason": "The latter is a broad import-error umbrella after upgrade, not the same concrete cache-missing bug." + "reason": "Checkpoint key mismatch vs data-filtering slowdown are unrelated." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Transformers 5 custom-model init breakage is broader than the specific ESM2 failure; not enough evidence they are the same defect." + "reason": "Both are vision/video-related, but they hit different models and different attributes/position-id logic." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Tokenizer AttributeError and a severe filtering slowdown are unrelated." + "reason": "SAM 3 video load/attribute bug is unrelated to `trust_remote_code=True` missing fields in `AutoConfig`." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "PyTorch missing ImportError and a sentence-transformers loading hang are different issues." + "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are separate issues." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same title and same concrete bug: Qwen3ForCausalLM VRAM leak when used across multiple dataloader threads." + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5-MoE, but one is a missing config field and the other is a from_pretrained regression; different underlying bugs." }, { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Data filtering slowdown vs Qwen3.5-Moe from_pretrained error are unrelated." + "reason": "Tokenizer regex patch crash and auto_docstring annotations crash are unrelated subsystems." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Vague bug report vs Gemma-4 ZeRO3 from_pretrained failure; no shared concrete bug." + "reason": "Both are import errors, but they reference different symbols/modules and likely different export fixes." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Qwen3-VL-Moe transformers v5 bug and processor.save_pretrained missing files are different problems." + "reason": "Same broad model family, but the reported failures are different: load error vs missing vision-config field." }, { "left": "issue:42994", - "right": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are distinct save/load bugs." + "reason": "Quantized save failure and missing `pad_token_id` on Llama4Config are not the same bug." }, { "left": "issue:43475", - "right": "issue:43643", + "right": "issue:44661", "accept": false, - "reason": "SAM 3 Video missing attribute and trust_remote_code missing fields are different model-loading issues." + "reason": "A model output attribute bug and a model-registration mapping failure are different code paths." }, { - "left": "issue:43701", - "right": "issue:44749", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Checkpoint resume key mismatch and data filtering slowdown are unrelated." + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are separate issues." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:42222", + "right": "issue:45200", "accept": false, - "reason": "Both are vision/video model issues, but the specific missing attribute and wrong vision_position_ids bugs are not the same." + "reason": "VitPose loading breakage and Gemma-4 `mm_token_type_ids` defaults are unrelated." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "TF32 API settings warning and InternVL2 meta-init incompatibility are unrelated." + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained/moe serialization issue." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:45362", + "right": "issue:45375", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring annotation crash are separate code paths." + "reason": "Different Qwen bugs: chat crash vs missing config field." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "Missing vision config field and Qwen3.5-Moe from_pretrained error are not the same concrete bug." + "reason": "Save-pretrained FP8/moe serialization is not the same as Qwen3.5-MoE from_pretrained loading failure." }, { "left": "issue:41628", - "right": "issue:44933", + "right": "issue:44351", "accept": false, - "reason": "Different missing-import symptoms: AutoImageProcessor vs an image_utils import." + "reason": "Different import failures for different API symbols." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Qwen3.5-Moe load error and missing vision config field are not the same issue." + "reason": "Beit legacy-field load failure and pytest-xdist captured_info race are unrelated." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Quantized saving failure and Llama4Config missing pad_token_id are different bugs." + "reason": "Unrecognized model/config loading and a testing-utils race are unrelated." }, { - "left": "issue:42222", - "right": "issue:45200", + "left": "issue:43526", + "right": "issue:45561", "accept": false, - "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids handling are separate model-specific problems." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the captured_info.txt race." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "SAM 3 Video attribute error and add-new-model-like/tokenizer-mapping failure are unrelated." + "reason": "Both are MoE model issues, but they affect different models and failure modes." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:42994", + "right": "issue:44164", "accept": false, - "reason": "Quantization offloading bug and pipeline-parallel output corruption are different concerns." + "reason": "Quantized save failure and extra_state handling in save/from_pretrained are different serialization bugs." }, { - "left": "issue:45362", - "right": "issue:45375", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Qwen3.5-35B chat crash and missing Qwen3_5MoeVisionConfig field are different failures." + "reason": "Generation state update bug and janus image-generation test failure are unrelated." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained bug are not the same code-path problem." + "reason": "MIMI padding-mask inconsistency and load-balancing loss omission are different model behaviors." }, { - "left": "issue:45310", - "right": "issue:45397", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Same from_pretrained wording, but different models and different failure modes." + "reason": "Sentence Transformers loading hang and embedding reinitialization on resize are unrelated." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Generation kwarg update bug and torch.compile attention-kernel divergence are distinct." + "reason": "Both are import errors, but they concern different symbols and likely different migration fixes." }, { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "FP8 save_pretrained bug and Qwen3.5-Moe load error are unrelated." + "reason": "Chunked-prefill cache regression and torch.compile branching divergence are different generation-path bugs." }, { - "left": "issue:41628", - "right": "issue:44351", + "left": "issue:42898", + "right": "issue:44568", "accept": false, - "reason": "Both are import errors, but they are for different symbols and likely different fixes." + "reason": "Tokenizer cleanup behavior change and BOS/EOS add_special_tokens regression are separate tokenizer issues." }, { - "left": "issue:43504", - "right": "issue:45561", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Beit pretrained-load legacy-field issue and pytest-xdist captured_info.txt race are unrelated." + "reason": "Phi4Multimodal config defaults and Whisper timestamp decoding crash are unrelated." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is not fully grounded: the packet contains two clear duplicate pairs, not just one. In addition to issue:45310/issue:45478, issue:42673/issue:43704 is the same Qwen3ForCausalLM VRAM leak report with identical titles. The broader characterization of the cluster as mostly v5 import/loading/config regressions is reasonable, but the duplicate-count claim should be corrected." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -10242,54 +10473,54 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 32, + "review_unit_index": 33, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ - "issue:30990", - "issue:35141", - "issue:36010", + "issue:22355", + "issue:28282", "issue:41628", "issue:42175", + "issue:42757", + "issue:42831", "issue:42898", - "issue:42994", - "issue:43232", "issue:43278", "issue:43295", - "issue:43377", "issue:43479", - "issue:43526", - "issue:43673", + "issue:43644", "issue:43723", "issue:43784", "issue:43824", "issue:43874", "issue:43976", - "issue:44038", "issue:44060", "issue:44077", "issue:44079", - "issue:44164", "issue:44188", + "issue:44206", "issue:44222", "issue:44242", + "issue:44263", + "issue:44295", "issue:44297", + "issue:44360", "issue:44373", + "issue:44442", "issue:44448", - "issue:44496", + "issue:44483", + "issue:44484", "issue:44568", "issue:44623", "issue:44734", "issue:44779", - "issue:44792", - "issue:44869", "issue:44933", "issue:44964", + "issue:44977", "issue:45092", "issue:45103", "issue:45125", @@ -10297,30 +10528,19 @@ "issue:45276", "issue:45310", "issue:45356", - "issue:45459", - "issue:45561" + "issue:45406", + "issue:45459" ], "soft_pairs": [ - "issue:42994|issue:44164", - "issue:44496|issue:45561", - "issue:43526|issue:45561", - "issue:44038|issue:45310", - "issue:43232|issue:44792", - "issue:43377|issue:44242", - "issue:30990|issue:35141", - "issue:43673|issue:44188", - "issue:36010|issue:41628", - "issue:42898|issue:44568", "issue:43479|issue:44079", - "issue:43479|issue:44869", "issue:44964|issue:45137", "issue:43976|issue:44933", "issue:42175|issue:44933", "issue:43784|issue:43824", "issue:44623|issue:45310", - "issue:43278|issue:45137", "issue:44188|issue:44373", "issue:44060|issue:45125", + "issue:43278|issue:45137", "issue:44734|issue:45103", "issue:42898|issue:45356", "issue:43723|issue:44568", @@ -10331,222 +10551,254 @@ "issue:42898|issue:44448", "issue:41628|issue:45459", "issue:44222|issue:44297", - "issue:42898|issue:43295" + "issue:42898|issue:43295", + "issue:43479|issue:43644", + "issue:44442|issue:45459", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:22355|issue:28282", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44483|issue:45406", + "issue:44222|issue:44484", + "issue:44263|issue:44360", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:44295|issue:44623" ], - "prepared_review_unit_hash": "c8b871d9dfba5f683f9beb8e264bbe434410e43e33d226e303de8b76ae5d25c4", + "prepared_review_unit_hash": "e7caf8a778caa34c4af70e731de1349f76b1ca7df47fea006b2847dd8e700331", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37073, - "estimated_input_tokens": 9269, - "estimated_eval_tokens": 18794 + "soft_pair_count": 34, + "serialized_chars": 37821, + "estimated_input_tokens": 9456, + "estimated_eval_tokens": 19168 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is very heterogeneous: most items are unrelated Transformers v5 regression reports, import/load failures, tokenizer quirks, and a few model-specific bugs. None of the proposed soft pairs look like the same underlying bug/change closely enough to merge, and there are no PRs in the set.", - "confidence": 0.33, - "canonical_issue_reason": "issue:42898 is the closest umbrella regression report because it captures a broad Transformers v5 behavior change, but the cluster overall mixes many different failure modes and subsystems.", + "summary": "This cluster is a broad false-positive similarity group: most items are unrelated Transformers v5 regressions, import errors, tokenizer/model-specific bugs, or serving issues rather than one shared underlying defect.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 42898 is the best representative because it is a broad v5 behavior-regression report and sits near the center of the similarity graph, while the other issues are mostly narrow, unrelated symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best single issue candidate as the broadest v5-regression style report in the set, though it is not a true duplicate representative for most of the other items.", + "best_issue_reason": "Issue 42898 is the strongest global issue anchor for this cluster: it is representative of the general v5 regression theme without being as niche as the model- or backend-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42994", - "right": "issue:44164", - "accept": false, - "reason": "Both involve save/pretrained, but one is quantized model saving and the other is extra_state handling; different bugs and code paths." - }, - { - "left": "issue:44496", - "right": "issue:45561", - "accept": false, - "reason": "Unrelated: model config loading failure vs pytest-xdist race in testing utils." - }, - { - "left": "issue:43526", - "right": "issue:45561", - "accept": false, - "reason": "Different subsystems: BeitImageProcessorFast label reduction vs a test capture-file race." - }, - { - "left": "issue:44038", - "right": "issue:45310", - "accept": false, - "reason": "Both mention Qwen/MoE and v5, but the specific models and failure modes differ; not clearly the same bug." - }, - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Generation kwargs/sync_gpus bug vs janus image-generation test failure; no shared concrete code path." - }, - { - "left": "issue:43377", - "right": "issue:44242", - "accept": false, - "reason": "MIMI padding-mask behavior and load-balancing-loss gating are distinct issues." - }, - { - "left": "issue:30990", - "right": "issue:35141", - "accept": false, - "reason": "Sentence-Transformers loading hang and embedding reinit on resize_token_embeddings are unrelated." - }, - { - "left": "issue:43673", - "right": "issue:44188", - "accept": false, - "reason": "Cache missing in chunked prefill and attention-kernel divergence under torch.compile are separate generation bugs." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export regressions." - }, - { - "left": "issue:42898", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer cleanup semantics and BOS/EOS insertion behavior are different tokenizer regressions." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Config default initialization and ModelOutput key assignment are unrelated." - }, { "left": "issue:43479", - "right": "issue:44869", + "right": "issue:44079", "accept": false, - "reason": "Phi4 multimodal config init and Whisper timestamp decoding crash are different bugs." + "reason": "Different bugs: one is Phi4MultimodalConfig defaulting vision/audio configs, the other is ModelOutput key assignment when a value was previously None." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Model loading incompatibility vs DeepSpeed ZeRO3 deque underflow; no overlap in cause." + "reason": "Both mention load/runtime failures, but one is a Phi-4 multimodal model load issue and the other is a DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Python version support issue and nonexistent image_utils import are unrelated." + "reason": "No shared codepath: Python-version compatibility versus an import from image_utils that does not exist." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Missing TensorFlow extra and missing image_utils import are different problems." + "reason": "Unrelated problems: pip extra dependency backend selection versus a missing image_utils import." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different packages/symbols and different root causes." + "reason": "Different import errors affecting different packages/models; one is sentence-transformers NameError, the other is a missing Qwen2.5-VL class export." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "processor.save_pretrained missing files and Qwen3.5 MoE from_pretrained error are different save/load failures." - }, - { - "left": "issue:43278", - "right": "issue:45137", - "accept": false, - "reason": "Embedding dtype drift in eval and a DeepSpeed deque error are unrelated." + "reason": "Both involve save/load flows, but one is processor.save_pretrained file output and the other is Qwen3.5 MoE from_pretrained failing." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Attention-kernel branching and a wrong docstring are not the same issue." + "reason": "Completely different topics: torch.compile attention-kernel branching versus a docstring issue for position_ids." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are different model-architecture issues." + "reason": "Different model internals: tied-weights warning in Qwen3-Next versus missing tensor-parallel plan in Qwen3_5Moe." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to the DeepSpeed ZeRO3 deque crash." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache indexing crash and auto_docstring annotations crash affect different code paths." + "reason": "Serve KV-cache indexing crash is unrelated to the auto_docstring AttributeError with future annotations." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Tokenizer cleanup behavior change and Kimi-K2.5 codec handling regression are different tokenizer bugs." + "reason": "Both are tokenizer regressions, but they concern different model-specific behaviors and different failure modes." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure and add_special_tokens BOS/EOS behavior are not the same bug." + "reason": "These are different tokenizer failures: one is AutoTokenizer loading, the other is add_special_tokens not adding BOS/EOS for a specific tokenizer." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but the observed behavior and likely code paths differ substantially." + "reason": "General v5 tokenizer behavior changes and DeepSeek tokenizer incorrect results are related only at a very high level, not the same bug." }, { "left": "issue:45137", "right": "issue:45276", "accept": false, - "reason": "DeepSpeed deque error and Gemma4 resize_token_embeddings propagation bug are unrelated." + "reason": "DeepSpeed ZeRO3 deque underflow and resize_token_embeddings not updating Gemma4 outputs are distinct issues." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image-patch helper and old InternVL2 meta-init incompatibility are distinct multimodal issues." + "reason": "Different multimodal loading failures: a missing image-patch API on Glm46VImageProcessorFast versus old InternVL2 remote-code/meta-init incompatibility." }, { "left": "issue:44077", "right": "issue:44242", "accept": false, - "reason": "Optional post_init policy and missing load-balancing loss are different model implementation bugs." + "reason": "Different model logic bugs: patchtsmixer post_init policy versus missing load-balancing loss when router logits are disabled." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both are v5 regressions, but Pegasus output mismatch is broader generation behavior, not the specific clean_up_tokenization_spaces change." + "reason": "Pegasus output differences across v4/v5 are a separate regression from the clean_up_tokenization_spaces behavior change." }, { "left": "issue:41628", "right": "issue:45459", "accept": false, - "reason": "AutoImageProcessor import failure and hidden tokenizer errors without protobuf are unrelated." + "reason": "Importing AutoImageProcessor and masking tokenizer protobuf decode errors are unrelated import/error-handling problems." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both touch save_pretrained, but one is FP8 MoE model saving and the other is tokenizer metadata mismatch." + "reason": "Different save_pretrained surfaces: FP8 MoE checkpoint saving versus tokenizer_class metadata mismatch." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenizer cleanup change and processor/tokenizer image-passing regression are different v5 issues." + "reason": "Processor.tokenizer access breakage is a different regression from clean_up_tokenization_spaces behavior changes." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different config/model-state bugs: Phi4MultimodalConfig default initialization versus non-persistent buffer junk values in Transformers 5.0.0." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer is unrelated to protobuf decode-error masking in tokenizer error handling." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve saving, but one is FP8 MoE save_pretrained behavior and the other is missing processor.save_pretrained files." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg regression and auto_docstring future-annotations crash are separate codepaths." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is missing PyTorch for AutoModel." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer metadata saved incorrectly and Qwen3.5 MoE from_pretrained failure are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor export and missing is_offline_mode from huggingface_hub are unrelated import errors." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Both touch serving, but one is a /v1/chat/completions request acceptance regression and the other is a Gemma4Processor _tokenizer AttributeError." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior and max_shard_size documentation/behavior are not the same underlying issue." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to the DSA indexer lacking a ReLU." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading failures and DeepSeek tokenizer incorrect results are different tokenizer regressions." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior and InternVL2 remote-code/meta-init incompatibility are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is unrelated to missing processor.save_pretrained files." } ] }, @@ -10561,84 +10813,70 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 33, + "review_unit_index": 34, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "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:43408", + "issue:43475", "issue:43479", "issue:43576", - "issue:43644", "issue:43723", "issue:43784", "issue:43824", + "issue:43937", + "issue:43976", "issue:44038", "issue:44117", - "issue:44206", - "issue:44222", "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44360", "issue:44373", "issue:44442", - "issue:44483", - "issue:44484", "issue:44485", + "issue:44488", "issue:44514", "issue:44521", - "issue:44623", "issue:44704", + "issue:44743", "issue:44871", "issue:44913", - "issue:44977", + "issue:44945", "issue:44991", "issue:45092", "issue:45103", + "issue:45245", "issue:45278", "issue:45290", "issue:45310", - "issue:45357", - "issue:45406", - "issue:45459" + "issue:45357" ], "soft_pairs": [ - "issue:43479|issue:43644", - "issue:44442|issue:45459", - "issue:44222|issue:44623", - "issue:42831|issue:44623", - "issue:44206|issue:45103", - "issue:22355|issue:28282", - "issue:44297|issue:45310", - "issue:41628|issue:42757", - "issue:44483|issue:45406", - "issue:44222|issue:44484", - "issue:44263|issue:44360", - "issue:43723|issue:44977", - "issue:44263|issue:45092", - "issue:44295|issue:44623", "issue:44514|issue:45103", "issue:43479|issue:44913", - "issue:44373|issue:44485", - "issue:43723|issue:44871", "issue:44261|issue:45092", + "issue:43723|issue:44871", + "issue:44373|issue:44485", "issue:43723|issue:44991", "issue:43723|issue:44442", "issue:45092|issue:45357", @@ -10648,259 +10886,238 @@ "issue:41628|issue:43824", "issue:42831|issue:44038", "issue:43576|issue:43784", - "issue:44263|issue:44373", "issue:42757|issue:45278", "issue:43122|issue:44521", + "issue:44263|issue:44373", "issue:42886|issue:43066", "issue:44117|issue:44704", "issue:43122|issue:44514", "issue:30990|issue:33357", - "issue:44704|issue:45290" + "issue:42371|issue:44263", + "issue:44704|issue:45290", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:43232|issue:45245", + "issue:43232|issue:44743", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43408|issue:43475" ], - "prepared_review_unit_hash": "f3a1ffd23eae00a1c85c5e5a9f214c8145564cfa8d797e2411e87c15fcde902a", + "prepared_review_unit_hash": "995891c88c9677c902d1a67bcf0f9583f6e140236a3d522987326e42c33a14b2", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38110, - "estimated_input_tokens": 9528, - "estimated_eval_tokens": 19312 + "soft_pair_count": 31, + "serialized_chars": 36576, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: a few issues are about v5 import/tokenizer regressions, but many others are unrelated (FP8, multimodal processors, chat templates, config serialization, etc.). I don\u2019t see any soft pair that clearly describes the same underlying bug/change.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella in the set, covering the general v5 import-regression theme better than the narrower single-symbol reports.", + "summary": "The cluster is mostly heterogeneous. The only clear duplicate-like edge is within the tokenizer-loading v5 subgroup around AutoTokenizer/from_pretrained; the rest are unrelated issue families spanning model configs, generation, quantization, imports, and chat templates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43723 is the best umbrella issue for the tokenizer-loading regression in v5; it is the broadest and most central report among the only closely related subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most representative cluster anchor because it is the most general report of the recurring v5 breakage pattern.", + "best_issue_reason": "issue:43723 is the strongest representative of the cluster\u2019s one coherent subtopic, with later reports narrowing or echoing the same tokenizer-loading path.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "Different bugs: default config initialization for Phi4MultimodalConfig vs junk-filled non-persistent buffers in v5.0.0." - }, - { - "left": "issue:44442", - "right": "issue:45459", - "accept": false, - "reason": "Both involve tokenizer loading, but one is a missing tokenizer class while the other hides protobuf-related decode errors; not the same bug." - }, - { - "left": "issue:44222", - "right": "issue:44623", - "accept": false, - "reason": "FP8 moe save_pretrained failure and processor.save_pretrained missing files are separate save paths with different failure modes." - }, - { - "left": "issue:42831", - "right": "issue:44623", - "accept": false, - "reason": "Accuracy regression in FineGrainedFP8 is unrelated to processor save_pretrained file omissions." - }, - { - "left": "issue:44206", + "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Unsupported center arg in LasrFeatureExtractor and auto_docstring AttributeError are unrelated code paths." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch; different root causes." + "reason": "Different code paths: chat template batching vs auto-docstring annotation handling." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Tokenizer config mismatch on save is not the same as Qwen3.5 MoE from_pretrained failure." + "reason": "Unrelated config bugs in different model classes." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Different missing imports from different packages (AutoImageProcessor vs is_offline_mode)." + "reason": "Different failures: FP8 layernorm precision vs remote-code checkpoint/meta-init incompatibility." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "Chat/completions request rejection and Gemma4Processor missing _tokenizer are not the same failure." + "reason": "Tokenizer loading regression vs Gemma eos_token_id config mismatch; not the same bug." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8/moe serialization and the other is shard-size default behavior." + "reason": "Docstring issue vs RoPE implementation issue; not duplicate code failure." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:43723", + "right": "issue:44991", "accept": false, - "reason": "Same subsystem name, but one is about torch.split outputs and the other is about a missing ReLU in the DSA indexer." + "reason": "Both concern tokenizer loading, but the specific model failure is too distinct without clearer same-root-cause evidence." }, { "left": "issue:43723", - "right": "issue:44977", + "right": "issue:44442", "accept": false, - "reason": "Tokenizer-loading regression vs flash-attention generation bug; different code paths." + "reason": "Same general area, but a model-specific tokenizer load failure is not enough to prove the same concrete bug." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "GLM DSA indexing bug is unrelated to remote-code checkpoint meta-initialization incompatibility." + "reason": "Different multimodal checkpoint/save-pretrained problems." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Position_ids buffer read error is unrelated to missing processor save files." + "reason": "Sentence-Transformers loading stall vs SigLIP2 zero-probability output; unrelated." }, { - "left": "issue:44514", - "right": "issue:45103", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Qwen2_5_VLProcessor batched apply_chat_template crash is unrelated to auto_docstring annotation handling." + "reason": "Offline tokenizer cache loading vs quantized model saving failure; different paths." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Both are config-related, but they affect different models and different config fields." + "reason": "FP8 accuracy regression vs Qwen3.5 MoE from_pretrained error; unrelated." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Docstring correction for position_ids is not the same as a RoPE implementation bug." + "reason": "Different missing-symbol import errors for different classes." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Both concern tokenizer/model loading, but they describe different regressions with different symptoms and targets." + "reason": "Different model/precision bug vs Qwen3-VL-Moe issue." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "MLA rms_norm_eps precision issue is unrelated to remote-code meta initialization compatibility." + "reason": "CLI env command breakage vs sentence-transformers import NameError; different symptoms and code paths." }, { - "left": "issue:43723", - "right": "issue:44991", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Generic AutoTokenizer load issue and a specific EMBEDDIA/est-roberta tokenizer failure are not clearly the same bug." + "reason": "A specific huggingface_hub import error vs a broad import-error umbrella; not the same concrete bug." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Both are tokenizer loading problems, but they point to different tokenizer classes and likely different causes." + "reason": "Tokenization output change vs apply_chat_template assistant mask bug; different functionality." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Loading incompatibility for old InternVL2 checkpoints is unrelated to Qwen3.5 save_pretrained key serialization." + "reason": "Indexer split behavior vs docstring mismatch; not duplicate." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Sentence Transformers loading hang and zero-probability SigLIP output are different issues." + "reason": "Cache/offline tokenizer loading vs decoder-type config mismatch in v5." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving failures are unrelated." + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwargs forwarding bug; different code paths." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "FP8 accuracy regression and Qwen3.5 MoE from_pretrained error are different bugs." + "reason": "Different issues in tokenization vs chat templating." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Different missing imports from different symbols and model classes." + "reason": "Different runtime failures and models." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "FineGrainedFP8 accuracy problems are unrelated to Qwen3-VL-Moe loading on v5." + "reason": "TF32 settings vs torch.split return handling; unrelated." }, { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Broken transformers env command and sentence-transformers import NameError are unrelated." + "reason": "AutoProcessor cached_file kwargs forwarding vs chat template tool-call crash; distinct bugs." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Indexing behavior and docstring text are not the same underlying bug." + "reason": "Position_ids buffer read issue vs tokenizer save_pretrained metadata mismatch." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "A specific missing hub symbol is not enough to call it the same bug as a broad 'many import errors' report." + "reason": "Quantized/dequantized save failure vs pipeline-parallelism output bug." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Different tokenization problems: reload changes tokenization vs assistant mask handling in multimodal chat templates." + "reason": "Python version support issue vs pipeline parallelism correctness bug." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:43232", + "right": "issue:45245", "accept": false, - "reason": "Offline cache loading failure and tokenizer decoder type mismatch are unrelated." + "reason": "Generation sync/cache bug vs category-count runtime limit; unrelated." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are different failure points." + "reason": "Both are generation-related, but the concrete failures differ and are not clearly the same bug." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Tokenization changes across versions and batched chat-template crashes are different bugs." + "reason": "Tokenizer offset mapping bug vs model loading failure; different failures." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Loading stuck vs MacOS bus error on a different model/version; no same code-path evidence." + "reason": "Quantized model save failure vs invalid GenerationConfig; unrelated." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "AutoProcessor cached_file kwargs issue is unrelated to apply_chat_template crashing on tool-call messages." + "reason": "Same model family but different concrete failures; not enough to merge." } ] }, @@ -10915,88 +11132,80 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 34, + "review_unit_index": 35, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ + "issue:22355", "issue:29127", "issue:30990", "issue:36296", + "issue:38617", "issue:39401", "issue:41628", "issue:42222", "issue:42371", + "issue:42673", "issue:42757", "issue:42831", "issue:42907", + "issue:43064", "issue:43116", "issue:43122", - "issue:43232", "issue:43278", - "issue:43408", "issue:43441", "issue:43452", - "issue:43475", + "issue:43673", + "issue:43784", "issue:43824", "issue:43937", - "issue:43976", "issue:43992", "issue:44038", "issue:44222", "issue:44261", - "issue:44263", "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:44933", "issue:44945", "issue:44964", "issue:44977", + "issue:45072", "issue:45200", "issue:45216", - "issue:45245", "issue:45278", + "issue:45446", "issue:45478" ], "soft_pairs": [ - "issue:42371|issue:44263", - "issue:44295|issue:44297", - "issue:42907|issue:44945", - "issue:43976|issue:44945", - "issue:43232|issue:45245", - "issue:43232|issue:44743", - "issue:39401|issue:44488", - "issue:42907|issue:43937", - "issue:43408|issue:43475", "issue:44625|issue:44829", "issue:41628|issue:45278", "issue:44360|issue:44485", "issue:43116|issue:45200", "issue:29127|issue:30990", "issue:39401|issue:44521", - "issue:44261|issue:44373", "issue:43122|issue:44779", "issue:44038|issue:44297", + "issue:44261|issue:44373", "issue:42371|issue:42831", "issue:44038|issue:44295", "issue:42907|issue:44964", "issue:36296|issue:43116", - "issue:42907|issue:43452", "issue:44038|issue:44222", + "issue:42907|issue:43452", "issue:43992|issue:44704", "issue:45216|issue:45478", "issue:43122|issue:44977", @@ -11004,228 +11213,223 @@ "issue:43278|issue:44945", "issue:42907|issue:44222", "issue:42757|issue:44351", - "issue:42222|issue:43441" + "issue:43784|issue:45446", + "issue:42222|issue:43441", + "issue:42673|issue:45072", + "issue:43064|issue:43673", + "issue:38617|issue:45278", + "issue:43784|issue:44933", + "issue:43937|issue:44485", + "issue:22355|issue:29127" ], - "prepared_review_unit_hash": "cd100f53f5dddd64782cb1f70e28d97e95d7d381ca0536995a4b498dc79e54ef", + "prepared_review_unit_hash": "9a7a098a13bbec405714d2a58dead012f99293c4887e70a1277b74ed372b4c2a", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36173, - "estimated_input_tokens": 9044, - "estimated_eval_tokens": 18344 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: import regressions, tokenizer issues, generation bugs, multimodal/model loading problems, and FP8/parallelism issues are all mixed together. I did not find any high-confidence duplicate pair; the closest look-alike is a tokenizer regression pair, but the titles are still too broad to merge confidently.", - "confidence": 0.43, - "canonical_issue_reason": "issue:43824 is the most central concrete regression in the set, with multiple inbound references and a clear import-failure symptom; the rest of the items are too diverse to form one true duplicate cluster.", + "summary": "This cluster is largely a grab bag of distinct Transformers regressions, with only weak topical overlap around imports/version breaks. I would use the broad import-regression report as the cluster representative, but I would not merge any of the suggested soft pairs.", + "confidence": 0.28, + "canonical_issue_reason": "issue:45278 is the broadest representative here: it describes multiple import failures after upgrading to 5.5.0, which is more cluster-like than the many narrow, model-specific bug reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best representative issue here because it is specific, user-facing, and has the strongest linkage among the listed issues.", + "best_issue_reason": "issue:45278 is the best overall issue because it is recent, open, and umbrella-like; the rest are mostly unrelated specific failures, so this one best captures the loose import-regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 behavior guidance vs a torch.split indexing bug; unrelated symptoms and code paths." - }, - { - "left": "issue:44295", - "right": "issue:44297", - "accept": false, - "reason": "Buffer access error for position_ids vs tokenizer_class mismatch on save; different subsystems." - }, - { - "left": "issue:42907", - "right": "issue:44945", - "accept": false, - "reason": "Dequantized model save failure vs incorrect output under pipeline parallelism; not the same bug." - }, - { - "left": "issue:43976", - "right": "issue:44945", - "accept": false, - "reason": "Python version compatibility issue vs pipeline-parallel output bug; different failure modes." - }, - { - "left": "issue:43232", - "right": "issue:45245", - "accept": false, - "reason": "Generation kwargs/cache bug vs category-cardinality runtime error; unrelated." - }, - { - "left": "issue:43232", - "right": "issue:44743", - "accept": false, - "reason": "Both touch generation state, but one is sync_gpus/update_model_kwargs and the other is recurrent-state reset in modular_qwen3_5; too distinct." - }, - { - "left": "issue:39401", - "right": "issue:44488", - "accept": false, - "reason": "Qwen3 tokenizer offset_mapping regression vs model load failure for a different model; not the same issue." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Dequantized save failure vs invalid GenerationConfig for GLM-5; different models and code paths." - }, - { - "left": "issue:43408", - "right": "issue:43475", - "accept": false, - "reason": "Model-type warning during instantiation vs missing attribute on Sam3VisionEncoderOutput; related family, but different concrete bugs." - }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "num_labels propagation bug vs flash_attention_3 degenerate training; unrelated." + "reason": "Different bugs: config propagation for Qwen3.5 classification vs FlashAttention training degeneration." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "Specific AutoImageProcessor import error vs broad post-upgrade import errors; too generic to treat as the same bug." + "reason": "Both are import-related, but one is a specific missing export and the other is a broad post-upgrade import-regression report; not the same concrete failure." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "DSA indexer ReLU discussion vs GLM-5 RoPE implementation; unrelated." + "reason": "Unrelated: DSA indexer ReLU discussion vs GLM-5 RoPE implementation." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script multi-label empty results vs mm_token_type_ids defaulting; different model/task paths." + "reason": "Different symptoms and code paths: example script multi-label outputs vs Gemma 4 multimodal token defaults." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs Sentence Transformers loading hang; unrelated." + "reason": "LayoutLMv3 box validation error and Sentence Transformers load hang are unrelated." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset_mapping regression vs multimodal assistant_mask bug; different functionality." - }, - { - "left": "issue:44261", - "right": "issue:44373", - "accept": false, - "reason": "LayerNorm precision/config issue vs docstring mismatch; not duplicates." + "reason": "Tokenizer offset mapping bug vs multimodal assistant mask generation bug." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both mention tokenizer regressions in v5, but one is broad and the other is Deepseek-specific; not enough evidence they are the same underlying bug." + "reason": "Both involve tokenization regressions, but they target different models and failure modes." }, { "left": "issue:44038", "right": "issue:44297", "accept": false, - "reason": "Qwen3-VL-Moe bug vs tokenizer save metadata mismatch; different symptoms." + "reason": "Qwen3-VL-Moe runtime issue vs tokenizer.save_pretrained metadata mismatch." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Different concerns: MLA numerical precision bug vs a docstring issue." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 configuration warning vs FineGrainedFP8 accuracy issue; unrelated." + "reason": "TF32 settings guidance and FineGrainedFP8 accuracy loss are not the same bug." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug vs position_ids buffer read error; different code paths." + "reason": "Different code paths: Qwen3-VL-Moe behavior vs position_ids buffer access." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Dequantized save failure vs Phi-4 multimodal load failure; not the same bug." + "reason": "Dequantized save failure and Phi-4 multimodal load failure are unrelated." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training bug vs classification example returning empty results; unrelated." + "reason": "Tensor-parallel training bug vs classification example script output bug." }, { - "left": "issue:42907", - "right": "issue:43452", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Saving dequantized Ministral/Devstral models vs gguf_file handling for from_pretrained; different failure modes." + "reason": "Same broad family/model area, but one is a Qwen3-VL-Moe bug and the other is FP8 save_pretrained for moe; not clearly the same fix." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Qwen3-VL-Moe bug vs FP8 save_pretrained issue; too broad and not concretely the same bug." + "reason": "Saving dequantized Ministral/Devstral models and gguf_file loading failures are different issues." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder loading vs AutoProcessor kwargs not passed to cached_file; unrelated." + "reason": "UMT5Encoder weight loading and AutoProcessor kwargs forwarding are separate bugs." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Qwen3.5 save_pretrained regression vs Qwen3.5 Moe from_pretrained error; same family but different operations and likely different fixes." + "reason": "Both mention Qwen3.5 and save/load regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained model loading; too different to treat as one bug." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer regression vs flash-attention generation bug; not the same code path." + "reason": "Tokenization regressions in different models; not the same underlying defect." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration import vs missing HybridCache import; both import errors, but distinct symbols and likely distinct causes." + "reason": "Both are import errors, but for unrelated symbols and subsystems." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Embedding dtype mismatch between train/eval vs incorrect output under pipeline parallelism; different problems." + "reason": "Embedding dtype drift during evaluate is unrelated to pipeline-parallel output corruption." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Dequantized save failure vs FP8 save_pretrained moe; both involve saving, but not the same concrete bug." + "reason": "Both touch FP8/Ministral-family areas, but one is save dequantized model serialization and the other is FP8 moe save_pretrained; not enough to call duplicate." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Missing is_offline_mode from huggingface_hub vs missing HybridCache from transformers; both imports, but different packages and errors." + "reason": "Different missing imports from different libraries/modules." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Broken vitpose models vs Ministral-3 FlashAttention failure; unrelated models and issues." + "reason": "VitPose breakage and Ministral-3 flash-attention failure are unrelated model-specific issues." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in dataloader threads vs dtype mismatch in bfloat16 inference are different bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT vs missing GenerationMixin cache in chunked prefill are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import regressions, but 38617 is a single missing symbol while 45278 is a broader upgrade-related import breakage report." + }, + { + "left": "issue:43784", + "right": "issue:44933", + "accept": false, + "reason": "Both involve imports, but the missing symbols and affected components differ completely." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation and RoPE implementation are distinct GLM-5 issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Legacy ONNX import failure and LayoutLMv3 error-message clarity are unrelated." } ] }, @@ -11240,31 +11444,30 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 35, + "review_unit_index": 36, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ - "issue:22355", - "issue:29127", "issue:33453", "issue:38617", "issue:39401", "issue:41628", + "issue:42222", "issue:42371", "issue:42673", - "issue:43064", "issue:43116", + "issue:43408", "issue:43421", "issue:43450", "issue:43493", - "issue:43550", - "issue:43673", - "issue:43784", + "issue:43577", + "issue:43582", + "issue:43742", "issue:43825", "issue:43827", "issue:43874", @@ -11275,38 +11478,33 @@ "issue:43986", "issue:44038", "issue:44075", + "issue:44117", "issue:44222", "issue:44291", + "issue:44410", "issue:44484", - "issue:44485", "issue:44779", "issue:44829", "issue:44936", "issue:44945", "issue:44977", "issue:45071", - "issue:45072", + "issue:45081", "issue:45083", "issue:45216", - "issue:45278", "issue:45310", "issue:45341", "issue:45405", "issue:45446", "issue:45478", + "issue:45542", "issue:45561", - "issue:45563" + "issue:45563", + "issue:45588" ], "soft_pairs": [ - "issue:43784|issue:45446", - "issue:42673|issue:45072", - "issue:43064|issue:43673", - "issue:38617|issue:45278", - "issue:43550|issue:43784", - "issue:22355|issue:29127", - "issue:43937|issue:44485", - "issue:43116|issue:43493", "issue:42371|issue:43874", + "issue:43116|issue:43493", "issue:44075|issue:44936", "issue:44222|issue:45478", "issue:44038|issue:45478", @@ -11317,6 +11515,7 @@ "issue:33453|issue:39401", "issue:43931|issue:44945", "issue:45083|issue:45446", + "issue:44117|issue:45588", "issue:45341|issue:45561", "issue:43937|issue:44977", "issue:43827|issue:45446", @@ -11327,210 +11526,222 @@ "issue:44829|issue:45216", "issue:44484|issue:45310", "issue:39401|issue:43421", - "issue:38617|issue:41628" + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:44410|issue:45310", + "issue:43408|issue:43742", + "issue:42673|issue:43582", + "issue:42222|issue:45542", + "issue:42673|issue:43577" ], - "prepared_review_unit_hash": "168ecd36525d07682a988987201d2484fd63639928bfab1326aa9931f811aab2", + "prepared_review_unit_hash": "8198d2f4d74ea41b162b3b553cb83aafcfd4f9998445d540c9448f1fb0166c5c", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 35833, - "estimated_input_tokens": 8959, - "estimated_eval_tokens": 18174 + "serialized_chars": 36535, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated regression reports across different areas (imports, tokenizers, generation, training, multimodal, testing). I do not see any soft pair that clearly describes the same underlying bug/change, so I would not merge any of the suggested edges. If one issue must serve as an umbrella, 45278 is the broadest open import-regression report.", - "confidence": 0.77, - "canonical_issue_reason": "issue:45278 is the broadest open report in the set and the only plausible umbrella-style tracker ('many import errors after update from 4.57.0 to 5.5.0').", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bugs and regressions. None of the provided soft-edge pairs look like the same concrete underlying issue, so I would not merge any of them. The clearest duplicate-looking item in the full set is the Qwen3.5 MoE from_pretrained error report (45310/45478), so 45310 is the best canonical issue candidate.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45310 is the clearest, most actionable report among the set and has an exact-title duplicate later in the cluster (45478), making it the best representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general/open issue and the closest thing to a cluster sink, even though the rest of the set is too heterogeneous for true duplication.", + "best_issue_reason": "45310 is a concise concrete bug report with some discussion/inbound reference, and it matches 45478 exactly, so it is the strongest single issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43784", - "right": "issue:45446", - "accept": false, - "reason": "Different failures: import-time NameError in sentence-transformers integration vs a PyTorch version-check bug in flex_attention." - }, - { - "left": "issue:42673", - "right": "issue:45072", - "accept": false, - "reason": "Unrelated problems: VRAM leak in Qwen3ForCausalLM thread usage vs dtype mismatches in inference tests." - }, - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "Different code paths: FSDP2/PEFT optimizer-state issue vs GenerationMixin cache handling during chunked prefill." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "45278 is a broad import-error report, but 38617 is one specific missing symbol; not the same concrete bug." - }, - { - "left": "issue:43550", - "right": "issue:43784", - "accept": false, - "reason": "Different subsystems and symptoms: torch.compile/SDPA failure for Bamba vs sentence-transformers import NameError." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "No shared underlying bug: ONNX module import failure vs LayoutLMv3 error-message clarity issue." - }, - { - "left": "issue:43937", - "right": "issue:44485", - "accept": false, - "reason": "Both mention GLM-5, but one is invalid GenerationConfig handling and the other is a RoPE implementation discussion." - }, - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Different artifacts: example script multi-label classification bug vs SigLIP2 model discrepancy with JAX." - }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32-behavior API guidance and a missing image-patch helper in GLM46V are unrelated." + "reason": "Different subsystems: TF32 runtime settings vs a GLM46V image-processor AttributeError." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Unrelated bugs: example-script multi-label output vs SigLIP2 implementation discrepancy." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling is unrelated to trainer.evaluate() failing after training." + "reason": "Different code paths: SGD optimizer args ignored vs trainer.evaluate failing after training." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both touch MoE/Qwen3.5, but one is FP8 save_pretrained behavior and the other is a from_pretrained load error." + "reason": "Both mention Qwen3.5/MoE, but one is save_pretrained FP8 behavior and the other is a from_pretrained loading error; not the same concrete bug." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3-VL/MoE reports with different failure modes; not the same concrete bug." + "reason": "Different model families and failure modes: Qwen3-VL-Moe issue vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script classification bug is unrelated to the pipeline() translation-task warning." + "reason": "Example classification output bug and pipeline v5 error-message bug are unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python-version compatibility regression and a flex_attention import/version check are not the same issue." + "reason": "Python-version compatibility issue vs a PyTorch version-check bug in flex_attention; not the same bug." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig invalidity is unrelated to a stale warning in paged generate()." + "reason": "GenerationConfig validation failure and a stale warning for num_return_sequences are distinct problems." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different observable failures." + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer logic." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer-loading regression and Qwen3 offset_mapping bug are too different to treat as one fix." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are not the same underlying defect." }, { "left": "issue:43931", "right": "issue:44945", "accept": false, - "reason": "Weight-shape mismatch during model loading is unrelated to incorrect output under pipeline parallelism." + "reason": "Weight-shape mismatch on model load is unrelated to incorrect output under pipeline parallelism." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Helper-function behavior in qwen3_omni_moe and a PyTorch version-check bug in flex_attention are different code paths." + "reason": "Feature-extraction helper behavior in qwen3_omni_moe is unrelated to flex_attention import/version gating." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling and flash_attention s_aux=None crashes are different code paths." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A generic testing_utils bug and a pytest-xdist race on captured_info.txt are not the same underlying defect." + "reason": "Both touch testing utils, but one is an unspecified bug and the other is an xdist file-race issue; not enough to be the same bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Different generation bugs: invalid GenerationConfig vs flash-attention-related generation failure in Qwen3.5." + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation issues are different failures." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() after v5 removals is unrelated to the flex_attention version-check issue." + "reason": "Documentation references to removed pipeline APIs are unrelated to a PyTorch import/version check bug." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "The second item is only an isolated reproduction of another issue; there is no evidence it matches the VRAM leak." + "reason": "VRAM leak in multi-dataloader-thread Qwen3ForCausalLM is unrelated to an isolated reproduction of a different issue." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Unexpected _is_hf_initialized argument in init_empty_weights and PreTrainedConfig type-checking breakage are distinct loading/type-system regressions." + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different loading bug than PretrainedConfig type checking." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version pinning problem is unrelated to a PyTorch version check for flex_attention." + "reason": "A release/version pinning problem for PEFT is unrelated to a flex_attention PyTorch-version check." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video-processor shape bug and AutoProcessor crash without torchvision are different failures." + "reason": "Batched video shape bug and missing-torchvision crash are different video-processing failures." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Flash-attention-3 training degeneration and save_pretrained checkpoint correctness are not the same bug." + "reason": "Degenerate training with flash_attention_3 and a bad save_pretrained checkpoint in Qwen3.5 are separate issues." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A question about max_shard_size and a Qwen3.5 MoE from_pretrained error are unrelated." + "reason": "save_pretrained shard-size policy question is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Qwen3 offset_mapping regression and runtime post-processor update behavior are different tokenizer concerns." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but one is a missing internal symbol and the other is a missing top-level export; no same fix is evident." + "reason": "Both are import errors, but they involve different symbols and different failure surfaces." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None-handling and Mistral regex patch crash are unrelated bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 is a model-architecture bug, not the Qwen3.5 MoE load error." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 tracker warning and MobileLLM key error are unrelated model-loading problems." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads and Apple Silicon TypeError in caching allocator warmup are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and TensorBoard-without-TensorFlow backend error are different dependency/model issues." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak during threaded inference and Blip2 dtype propagation bug are separate code paths." } ] }, @@ -11545,14 +11756,14 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 36, + "review_unit_index": 37, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:38617", "issue:41628", @@ -11560,8 +11771,8 @@ "issue:42222", "issue:42371", "issue:42617", - "issue:42673", "issue:43012", + "issue:43064", "issue:43066", "issue:43097", "issue:43122", @@ -11570,18 +11781,18 @@ "issue:43441", "issue:43452", "issue:43577", - "issue:43582", "issue:43673", - "issue:43742", "issue:43874", "issue:43931", "issue:43937", + "issue:43976", "issue:43986", "issue:44038", "issue:44117", "issue:44220", "issue:44261", "issue:44263", + "issue:44315", "issue:44368", "issue:44410", "issue:44483", @@ -11594,25 +11805,20 @@ "issue:44987", "issue:45003", "issue:45071", - "issue:45081", + "issue:45245", "issue:45278", - "issue:45310", "issue:45341", + "issue:45372", "issue:45459", "issue:45464", "issue:45478", "issue:45542" ], "soft_pairs": [ - "issue:44117|issue:45081", - "issue:44410|issue:45310", - "issue:42673|issue:43582", - "issue:43408|issue:43742", - "issue:42673|issue:43577", - "issue:42222|issue:45542", "issue:42371|issue:44261", "issue:43937|issue:44496", "issue:38617|issue:44220", + "issue:43012|issue:43577", "issue:42175|issue:42222", "issue:44483|issue:45464", "issue:42617|issue:45341", @@ -11620,264 +11826,262 @@ "issue:44484|issue:45478", "issue:43066|issue:43122", "issue:43673|issue:45341", - "issue:43097|issue:44493", "issue:44410|issue:45478", - "issue:42222|issue:45459", + "issue:43097|issue:44493", "issue:43874|issue:44261", + "issue:42222|issue:45459", "issue:43441|issue:44829", - "issue:44263|issue:44485", "issue:43012|issue:43408", + "issue:44263|issue:44485", "issue:43986|issue:44484", "issue:41628|issue:45071", "issue:45071|issue:45542", "issue:45003|issue:45341", "issue:43931|issue:44410", "issue:44117|issue:44987", - "issue:43097|issue:43452", "issue:43986|issue:45341", + "issue:43097|issue:43452", "issue:43931|issue:44038", "issue:43335|issue:45071", "issue:43408|issue:44368", - "issue:43874|issue:44263" + "issue:43874|issue:44263", + "issue:44829|issue:45245", + "issue:43976|issue:45071", + "issue:43986|issue:45372", + "issue:43064|issue:44315" ], - "prepared_review_unit_hash": "c861c0621562764fca53427cb4152bc0b96a8fcb801cd1d34d0077ffe49bfed8", + "prepared_review_unit_hash": "929dd3a39066be32abb3e845b03f48c4705c487eb0395bd5cd8a5d21aab1361e", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38012, - "estimated_input_tokens": 9503, - "estimated_eval_tokens": 19262 + "soft_pair_count": 34, + "serialized_chars": 37750, + "estimated_input_tokens": 9438, + "estimated_eval_tokens": 19132 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated single-issue reports; none of the soft pairs look like the same underlying bug/change closely enough to merge. The closest thematic overlap is around import/regression reports, but even there the concrete failure modes differ.", - "confidence": 0.88, - "canonical_issue_reason": "If one issue must anchor the cluster, issue 45278 is the broadest import-regression report ('Many import errors after update from 4.57.0 to 5.5.0'), but it is still not a true duplicate umbrella for the others.", + "summary": "The items are mostly a heterogeneous mix of unrelated Transformers issues across imports, tokenizers, model loading, backend packaging, and API behavior. I did not find a convincing duplicate cluster; all soft-edge pairs are rejected under a strict same-bug/same-change standard.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the best global representative because it is the most general and user-facing import regression in the set, making it the most plausible triage hub among the issue-only items.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44117", - "right": "issue:45081", - "accept": false, - "reason": "Both are tokenizer-loading failures, but one is a mapping/assumption bug and the other is a Mistral regex patch crash; different code paths." - }, - { - "left": "issue:44410", - "right": "issue:45310", - "accept": false, - "reason": "Both involve Qwen-family models, but the reported failures are different model/config loading problems, not the same concrete bug." - }, - { - "left": "issue:42673", - "right": "issue:43582", - "accept": false, - "reason": "VRAM leakage in Qwen3ForCausalLM is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." - }, - { - "left": "issue:43408", - "right": "issue:43742", - "accept": false, - "reason": "A SAM tracker/model-type warning is not the same as a MobileLLM key error during loading." - }, - { - "left": "issue:42673", - "right": "issue:43577", - "accept": false, - "reason": "Threaded VRAM leakage and Blip2 dtype propagation are different runtime issues." - }, - { - "left": "issue:42222", - "right": "issue:45542", - "accept": false, - "reason": "VitPose model breakage and missing TensorFlow backend handling are unrelated failures." - }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 API warnings and MLA rms_norm_eps precision drift are different configuration/precision issues." + "reason": "Different problems: TF32 configuration warning vs a missing `rms_norm_eps` config field in MLA layernorm." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "One is invalid GenerationConfig handling; the other is missing model_type during model resolution." + "reason": "Both are model-loading failures, but one is an invalid `GenerationConfig` and the other is an unrecognized model/config mismatch." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for a config utility and a speech feature extraction bug do not share a code path." + "reason": "Unrelated code paths: import error from `configuration_utils` versus `_torch_extract_fbank_features()` behavior." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention dtype/precision, but one is a PyTorch compile warning and the other is an incorrect model/qformer dtype on load." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Backend dependency installation and VitPose model breakage are not the same bug." + "reason": "Packaging/backend install problem versus broken VitPose model files; different underlying causes." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is a general API acceptance problem and the other is a streaming inference failure on a specific model." + "reason": "Both involve chat/completions, but one is a broad request-acceptance failure and the other is a specific streaming inference failure on Qwen3.5-0.8B." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "A script execution failure and a testing_utils bug are unrelated." + "reason": "No shared bug: 3d_parallel.py runtime failure versus a small testing_utils issue." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "The first is a specific missing import from image_utils; the second is a broad post-upgrade import-regression report, so they are not clearly the same bug." + "reason": "The second is a broad upgrade-time import regression, while the first is a specific missing import from `image_utils`; not the same concrete bug." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Sharding-size behavior in save_pretrained and a Qwen3.5-Moe from_pretrained error are unrelated." + "reason": "Different failures: save_pretrained shard-size question versus Qwen3.5-Moe from_pretrained error." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Tokenizer decoder type mismatch and changed tokenization output are related in theme but not the same concrete failure." + "reason": "Related tokenizer area, but one is a wrong decoder type and the other is changed tokenization output; not clearly the same defect." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache handling in v5.0.0 and a testing utility bug are unrelated." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "Removing tie_embeddings_and_encoder_decoder is a config/API change, while unexpected position-id keys are a separate model loading warning." + "reason": "Generation cache regression versus a testing helper bug; no common code-path problem." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Both are Qwen-related, but they concern different model families and different load-time failures." + "reason": "Different model families and symptoms: missing projections in qwen3next versus Qwen3.5-Moe loading error." }, { - "left": "issue:42222", - "right": "issue:45459", + "left": "issue:43097", + "right": "issue:44493", "accept": false, - "reason": "VitPose model breakage and tokenizer protobuf error masking are unrelated." + "reason": "One is a removed config flag; the other is unexpected position-id keys during model loading. Not the same issue." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "An image processor method omission is not the same as an MLA normalization-precision bug." + "reason": "Image-patch counting bug versus MLA layernorm precision/config bug; unrelated." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:42222", + "right": "issue:45459", "accept": false, - "reason": "FlashAttention failure on Ministral-3 and degenerate training with flash_attention_3 are distinct code-path problems." + "reason": "VitPose model breakage is unrelated to tokenizer error masking when protobuf is absent." }, { - "left": "issue:44263", - "right": "issue:44485", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "A torch.split return-value issue is not the same as a GLM-5 RoPE implementation discussion." + "reason": "FlashAttention-related issues, but on different models and different failure modes; too broad to treat as one bug." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "A bfloat16 compilation warning and a SAM model-type warning are unrelated." + "reason": "Precision warning on compile is unrelated to a SAM3 video/tracker model-type warning." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both touch GLM internals, but one is a torch.split return-value issue and the other is RoPE implementation." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor without torchvision and save_pretrained shard sizing are different areas entirely." + "reason": "Processor/torchvision dependency crash is unrelated to a save_pretrained shard-size question." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "An AutoImageProcessor import error and a PreTrainedConfig type-checking regression do not share the same underlying bug." + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are distinct issues." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PreTrainedConfig type checking and missing TensorFlow backend detection are unrelated." + "reason": "PretrainedConfig typing bug versus TensorBoard/TensorFlow backend installation problem; different code paths." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug are not duplicates." + "reason": "Unsafe `sys.modules` access is unrelated to the small testing_utils bug." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and missing projections in qwen3next are different model-loading failures." + "reason": "Different model-loading failures on different models; no shared concrete bug." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "A tokenizer mapping None/assumption bug is not the same as a package load failure for physical-intelligence/fast." + "reason": "Tokenizer mapping returning None is plausible for a load failure, but the second issue is too generic to confirm the same root cause." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Removing a config attribute and gguf_file handling breakage are unrelated." + "reason": "Processor-loading dependency failure versus a testing utility bug; unrelated." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Video-model loading without torchvision and a testing utility bug are unrelated." + "reason": "Missing config flag removal and gguf_file tokenizer/model loading breakage are not the same defect." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "A Qwen3-VL weight-shape mismatch and a Qwen3-VL-Moe bug are different failures." + "reason": "Different Qwen/VL loading problems with different symptoms and likely different code paths." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "A SwitchTransformers sparse-layer construction bug is unrelated to PreTrainedConfig type checking." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to PretrainedConfig type checking." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "A sam3 tracker/model-type warning and a tie_word_embeddings warning in Qwen3.5 are not the same issue." + "reason": "Model-type warning and tie_word_embeddings warning are separate configuration issues." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "An image processor helper method missing and a torch.split return-value bug are unrelated." + "reason": "Both involve GLM internals but different functions and failure modes; not one bug." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention training degeneration is unrelated to a categorical feature cardinality runtime error." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python-version support problem versus config type checking regression; different issues." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/dependency-related processor problems, but they stem from different missing packages/modules and should not be merged." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption is unrelated to Liger Kernel not being applied with `model_init`." } ] }, @@ -11892,15 +12096,16 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 37, + "review_unit_index": 38, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ + "issue:36683", "issue:38617", "issue:42757", "issue:42886", @@ -11913,15 +12118,15 @@ "issue:43352", "issue:43381", "issue:43502", - "issue:43525", "issue:43526", "issue:43531", "issue:43550", + "issue:43582", "issue:43618", + "issue:43761", "issue:43824", "issue:43825", "issue:43873", - "issue:43901", "issue:43906", "issue:43976", "issue:43986", @@ -11929,8 +12134,8 @@ "issue:44038", "issue:44062", "issue:44117", + "issue:44230", "issue:44261", - "issue:44315", "issue:44351", "issue:44368", "issue:44380", @@ -11940,27 +12145,23 @@ "issue:44485", "issue:44514", "issue:44655", + "issue:44683", "issue:44704", - "issue:44829", - "issue:45071", "issue:45103", - "issue:45245", + "issue:45290", "issue:45341", - "issue:45372", "issue:45375", - "issue:45479" + "issue:45479", + "issue:45588" ], "soft_pairs": [ - "issue:44829|issue:45245", - "issue:43976|issue:45071", - "issue:43986|issue:45372", "issue:43531|issue:45341", - "issue:43064|issue:44315", "issue:38617|issue:42757", "issue:44261|issue:44485", "issue:44410|issue:45375", "issue:38617|issue:44351", "issue:44038|issue:44410", + "issue:43097|issue:45588", "issue:44062|issue:44117", "issue:44704|issue:45103", "issue:43986|issue:44117", @@ -11972,252 +12173,262 @@ "issue:43825|issue:44655", "issue:43352|issue:44380", "issue:38617|issue:43097", - "issue:43097|issue:43901", - "issue:43012|issue:43550", "issue:43012|issue:44368", + "issue:43012|issue:43550", "issue:42886|issue:43381", - "issue:43208|issue:43550", "issue:42907|issue:44655", - "issue:43525|issue:44117", + "issue:43208|issue:43550", "issue:44380|issue:45479", "issue:43352|issue:43976", "issue:43064|issue:44380", "issue:43208|issue:43526", "issue:44483|issue:44514", - "issue:43618|issue:44380" + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:36683|issue:43582", + "issue:44483|issue:45290", + "issue:43012|issue:44683", + "issue:44038|issue:44230", + "issue:42757|issue:43824" ], - "prepared_review_unit_hash": "ee2bd8d3a5159d2ec7e9ddbc220dfa194d25d77ef5cc67fe0eecb8438538b695", + "prepared_review_unit_hash": "61536fa0c9e944a55a628f8cedec2d7be472a9f360e273b282d032b0d6303dcb", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37815, - "estimated_input_tokens": 9454, - "estimated_eval_tokens": 19164 + "soft_pair_count": 35, + "serialized_chars": 38060, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab bag of distinct Transformers bugs/regressions (imports, model configs, loaders, training, and docs). The soft edges are all superficial similarities rather than true duplicates.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "This cluster is a loose mix of unrelated Transformers regressions (imports, tokenizers, model configs, generation, quantization, and runtime warnings). No pull requests are present. I\u2019d use issue 43097 as the broadest representative anchor, but none of the soft pairs look like true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43097 is the broadest, most centrally referenced v5-facing regression in the set and best serves as a cluster anchor, though it is not a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the closest cluster anchor because it is a broad v5 API regression with some inbound references, but it still does not subsume the other reports.", + "best_issue_reason": "issue:43097 is the best overall issue representative because it captures a concrete breaking-change symptom with downstream references and broad user impact.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44829", - "right": "issue:45245", - "accept": false, - "reason": "Different failures: flash-attention training degeneration vs category-cardinality runtime error." - }, - { - "left": "issue:43976", - "right": "issue:45071", - "accept": false, - "reason": "Python version compatibility problem vs PretrainedConfig type-checking regression." - }, - { - "left": "issue:43986", - "right": "issue:45372", - "accept": false, - "reason": "Different loading paths and missing dependencies: torchvision vs mistral_common import." - }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Unrelated bugs in Qwen3-MoE sliding windows and testing utilities." - }, - { - "left": "issue:43064", - "right": "issue:44315", - "accept": false, - "reason": "Different training issues: FSDP2 optimizer state corruption vs Liger kernel not applied." + "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs a testing_utils bug." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols and different modules." + "reason": "Both are import errors, but for different missing symbols in different modules/packages and different root causes." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model-specific bugs: RMS norm precision vs GLM-5 RoPE implementation." + "reason": "Unrelated model-specific issues: missing rms_norm_eps in MLA vs GLM-5 RoPE implementation." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both involve Qwen-related configs, but the missing projections and missing config field are separate bugs." + "reason": "Both touch Qwen3-family configs, but one is missing projections and the other is a silently dropped vision config field; not the same bug." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Separate missing-export import errors with different affected APIs." + "reason": "Different missing imports/symbols with no shared code path." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen model families and different broken code paths." + "reason": "Separate Qwen3-VL-MoE regression versus Qwen3Next layer projection omission." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Completely different areas: removed tie_embeddings API vs flash_attention crash on s_aux=None." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer construction error vs tokenizer-mapping None handling; not the same defect." + "reason": "Tokenizer construction error vs tokenizer mapping returning None; related domain, but different failure modes and fixes." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor forwarding bug vs auto_docstring crash; unrelated subsystems." + "reason": "AutoProcessor kwargs propagation bug vs auto_docstring annotation parsing crash." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video-model loading dependency issue vs tokenizer mapping assumptions." + "reason": "Video-model/torchvision loading crash is not the same as tokenizer mapping returning None." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Offline/local-file loading leak vs missing encoder weights on load." + "reason": "Cache/offline network leakage vs missing embed_tokens.weight on UMT5Encoder; unrelated root causes." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Broad v5 API removal vs quantization/offloading behavior; different problems." + "reason": "Both are v5-related, but one is an API removal warning and the other is an offloading/quantization behavior bug." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Load-state mismatch vs save_pretrained shard-size default question." + "reason": "Model weight loading bug vs shard-size default question; not duplicates." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Different import/load failures affecting different processor/model paths." + "reason": "Different import/AutoProcessor failures with different missing dependencies/classes." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Tokenizer decoder-type regression vs isolated reproduction of another issue." + "reason": "Tokenizer decoder-type regression and isolated reproduction of another issue are not the same concrete bug." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Pipeline error-message bug vs pipeline save_pretrained failure." + "reason": "Pipeline task-support message bug vs inability to save Pipeline objects; different code paths." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different attention-backend issues on different models and with different symptoms." + "reason": "Different attention-backend problems affecting different models and symptoms." }, { "left": "issue:38617", "right": "issue:43097", "accept": false, - "reason": "ImportError for a symbol vs v5 embedding-link API removal; unrelated." + "reason": "ImportError for a removed helper is unrelated to the tie_embeddings API removal regression." }, { - "left": "issue:43097", - "right": "issue:43901", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Core API removal vs documentation mismatch for return_all_scores." + "reason": "Both involve warnings, but one is a bf16/PyTorch precision warning and the other is a tie_word_embeddings config warning." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Compilation warning on bfloat16 vs torch.compile SDPA failure; distinct bugs." + "reason": "Different failures: precision warning during compilation vs Bamba torch.compile + SDPA crash." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:42886", + "right": "issue:43381", "accept": false, - "reason": "Both are warnings, but about different APIs and causes." + "reason": "Offline cache-loading regression is unrelated to gradient checkpointing being disallowed in eval mode." }, { - "left": "issue:42886", - "right": "issue:43381", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Offline cache loading bug vs gradient-checkpointing eval-mode limitation." + "reason": "Saving dequantized models and saving Pipeline objects are different serialization bugs." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers vs Bamba compile/SDPA failure." + "reason": "xLSTM training blockers and Bamba compile/SDPA failure do not share the same underlying bug." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend bug vs degenerate zero-loss classification behavior; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support issue for Nemotron is unrelated to Python-version compatibility in Transformers 5.1.0." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state bug vs GPT2 attention scaling bug; different layers of the stack." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training issues and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "Both involve saving, but dequantized model save and pipeline save are different code paths." + "reason": "Different chat/completions and processor-template failures with different triggers and fixes." }, { - "left": "issue:43525", - "right": "issue:44117", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Missing config attribute vs tokenizer-mapping None handling." + "reason": "CLIPOutput attentions regression is unrelated to GPT2 SDPA/FlashAttention scaling." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Attention scaling backend regression vs degenerate classification loss; not the same bug." + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; separate outputs and fixes." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "Model/backend compatibility issue vs Python version packaging issue." + "reason": "Gemma3Config vocab_size attribute error is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "FSDP optimizer-state corruption vs GPT2 attention scaling ignored in backends." + "reason": "Chat completions request rejection and assistant tool-call template crash are different failures." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Different model families and unrelated training vs image-processor bugs." + "reason": "Precision warning during bf16 compilation is unrelated to compiled flex_attention failing on torch >= 2.9." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Chat-completions request rejection vs batched processor crash; different endpoints and causes." + "reason": "Both mention Qwen3 VL/MoE, but one is a v5 regression and the other is fp8 inference support; not the same bug." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "CLIPOutput attention field regression vs GPT2 backend scaling bug." + "reason": "Different import errors from different missing classes/functions; no shared underlying defect." } ] }, @@ -12232,23 +12443,24 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 38, + "review_unit_index": 39, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:36010", + "issue:36296", "issue:36683", "issue:38617", "issue:41669", "issue:42757", + "issue:42890", "issue:42994", "issue:43010", - "issue:43012", "issue:43064", "issue:43066", "issue:43299", @@ -12256,47 +12468,40 @@ "issue:43475", "issue:43502", "issue:43525", - "issue:43582", + "issue:43575", "issue:43618", "issue:43756", - "issue:43761", - "issue:43824", "issue:43867", "issue:43901", "issue:43931", "issue:43937", "issue:43976", "issue:43992", - "issue:44038", "issue:44077", "issue:44188", - "issue:44230", "issue:44242", "issue:44246", "issue:44263", + "issue:44360", "issue:44380", "issue:44483", + "issue:44484", "issue:44485", "issue:44492", "issue:44655", - "issue:44683", "issue:44938", + "issue:45071", "issue:45216", "issue:45278", - "issue:45290", "issue:45310", + "issue:45357", "issue:45375", "issue:45381", "issue:45440", - "issue:45478" + "issue:45478", + "issue:45561" ], "soft_pairs": [ - "issue:43618|issue:43761", - "issue:36683|issue:43582", - "issue:44483|issue:45290", - "issue:43012|issue:44683", - "issue:44038|issue:44230", - "issue:42757|issue:43824", "issue:44483|issue:45381", "issue:43299|issue:43867", "issue:38617|issue:43502", @@ -12306,14 +12511,14 @@ "issue:36683|issue:43475", "issue:43867|issue:45216", "issue:43352|issue:43937", - "issue:43066|issue:45381", "issue:44655|issue:45478", + "issue:43066|issue:45381", "issue:44077|issue:44380", - "issue:36683|issue:44077", "issue:43064|issue:44492", "issue:44263|issue:45440", - "issue:36683|issue:43525", + "issue:36683|issue:44077", "issue:43976|issue:44938", + "issue:36683|issue:43525", "issue:36010|issue:42757", "issue:44188|issue:44380", "issue:43618|issue:45216", @@ -12324,225 +12529,253 @@ "issue:43352|issue:43931", "issue:41669|issue:44246", "issue:43867|issue:45375", - "issue:36683|issue:43064" + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43992|issue:45478", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43867|issue:44484" ], - "prepared_review_unit_hash": "df347db9ef5a6ccc91ac01a77eca053f9b3401fc984ca19156423449a139f8d0", + "prepared_review_unit_hash": "2dff292c73cd00d83626f988bad99cc760d74523e6f9718c60a42063ac11460e", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37423, - "estimated_input_tokens": 9356, - "estimated_eval_tokens": 18968 + "soft_pair_count": 38, + "serialized_chars": 38563, + "estimated_input_tokens": 9641, + "estimated_eval_tokens": 19538 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a mixed Transformers regression set rather than one tight duplicate cluster. issue:45278 is a reasonable umbrella anchor for the broad import-error reports, the CLIPVisionModel v5 output regressions (43618/43761) look like the clearest duplicate-like pair, and there is also a related Qwen3.5 MoE save/load mini-cluster (45216/45310/45478) that seems thematically close but not provably identical from the snippets alone.", - "confidence": 0.41, - "canonical_issue_reason": "issue:45278 is the broadest open umbrella in the packet and best fits the general post-upgrade import-regression theme without overcommitting to a narrower model-specific bug.", + "summary": "These are mostly distinct Transformers regressions across imports, model config/load/save, attention backends, and training. Only one soft pair looks like the same underlying issue: import-time slowdown in `transformers`.", + "confidence": 0.84, + "canonical_issue_reason": "issue:41669 is the strongest canonical anchor: it identifies a concrete root cause for import slowdowns (`import *` in models) and cleanly matches the only likely duplicate/same-bug pair.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most useful triage anchor because it is open, broad, and central to the import-error family represented in the packet.", + "best_issue_reason": "issue:41669 is the most suitable global issue representative because it is specific, actionable, and tied to a clear root-cause symptom rather than a broad or model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Both point to the same CLIPVisionModel v5 forward-path regression where optional outputs are dropped from the returned object." - }, - { - "left": "issue:36683", - "right": "issue:43582", - "accept": false, - "reason": "Different failures and subsystems: Gemma3Config vocab_size vs an Apple Silicon allocator TypeError." - }, - { - "left": "issue:44483", - "right": "issue:45290", - "accept": false, - "reason": "One is chat/completions request validation; the other is apply_chat_template handling of tool-call assistant messages." - }, - { - "left": "issue:43012", - "right": "issue:44683", - "accept": false, - "reason": "Both are PyTorch/attention-related, but the reported bugs are different: a bfloat16 warning versus a flex_attention failure on newer torch." - }, - { - "left": "issue:44038", - "right": "issue:44230", - "accept": false, - "reason": "Same model family, but one is a loading regression and the other is fp8 inference support; not the same concrete bug." - }, - { - "left": "issue:42757", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different symbols and likely different breakpoints." - }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "Different API surfaces and symptoms: request acceptance vs Qwen2.5-VL video position-id handling." + "reason": "Different bugs: chat-completions request validation vs Qwen2.5-VL video position-id handling." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are model-loading issues, but one is a Qwen3-VL-Moe regression and the other is a state_dict sorting/load-order problem." + "reason": "Both are loading failures, but for different models and different failure modes; not the same underlying bug." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Unrelated problems: missing configuration_utils symbol versus local_files_only still triggering network access." + "reason": "Unrelated import issue vs offline/local-files-only network behavior bug." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Different models and different concerns: Smollm3 RoPE-layer dropping versus GLM-5 RoPE discussion/regression." + "reason": "Both mention RoPE, but they concern different models and different implementation problems." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs/behavior mismatch for return_all_scores is separate from Pipeline.save_pretrained serialization failure." + "reason": "Docs mismatch for pipeline output vs inability to save Pipeline objects; different scope and cause." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but quantized-model saving and pipeline serialization are different code paths." + "reason": "Quantized model save failure is not the same as Pipeline save_pretrained failure." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Distinct attribute errors on different model configs and different forward paths." + "reason": "Separate model-specific missing-attribute bugs on different configs/outputs." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "A state_dict-order load error is not the same as a Qwen3.5 save_pretrained regression." + "reason": "Sorted-state_dict load error vs incorrect Qwen3.5 checkpoint saving; related area, but not the same defect." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron FlashAttention support gating and GLM-5 GenerationConfig validation are unrelated." - }, - { - "left": "issue:43066", - "right": "issue:45381", - "accept": false, - "reason": "Wrong tokenizer decoder type and wrong Qwen2.5-VL video position ids are separate bugs." + "reason": "FlashAttention support error and invalid GenerationConfig are unrelated." }, { "left": "issue:44655", "right": "issue:45478", "accept": false, - "reason": "Pipeline save_pretrained and Qwen3.5 MoE from_pretrained failures do not look like the same underlying issue." + "reason": "Pipeline save issue and Qwen3.5 MoE from_pretrained error are different code paths." }, { - "left": "issue:44077", - "right": "issue:44380", + "left": "issue:43066", + "right": "issue:45381", "accept": false, - "reason": "PatchTSMixer post_init policy and GPT2 attention scaling under SDPA/FlashAttention are different changes." + "reason": "Tokenizer decoder-type regression is unrelated to Qwen2.5-VL video position IDs." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:44077", + "right": "issue:44380", "accept": false, - "reason": "Gemma3Config vocab_size and patchtsmixer post_init policy are unrelated." + "reason": "PatchTSMixer post_init validation and GPT-2 attention scaling under SDPA/FlashAttention are different bugs." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "A distributed optimizer-state bug and a cache-strategy typo are not the same issue." + "reason": "Distributed optimizer-state bug vs a cache-strategy typo; no shared underlying failure." }, { "left": "issue:44263", "right": "issue:45440", "accept": false, - "reason": "Different model implementation problems: GlmMoeDsaIndexer split behavior versus DeepseekV3MoE divergence." + "reason": "Different MoE implementation regressions in different models/code paths." }, { "left": "issue:36683", - "right": "issue:43525", + "right": "issue:44077", "accept": false, - "reason": "Different config attribute regressions on different models." + "reason": "Different model/config issues with no shared root cause." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both concern Python compatibility, but they describe different version constraints and failures." + "reason": "Both are compatibility problems, but one is Python-version support and the other is Python 3.14 import failure; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing config fields on different models; not a duplicate." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and likely unrelated fixes." + "reason": "Different import errors from different packages/modules." }, { "left": "issue:44188", "right": "issue:44380", "accept": false, - "reason": "Attention/compile behavior is the common area, but the concrete bugs are different." + "reason": "Both involve attention behavior, but one is torch.compile branching divergence and the other is backend-specific scaling config being ignored." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPVisionModel output regression and Qwen3.5 save_pretrained regression are unrelated." + "reason": "CLIP attentions assignment regression is unrelated to Qwen3.5 save_pretrained corruption." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight is not the same bug as Qwen3.5 Moe from_pretrained failure." + "reason": "Different Qwen/UMT5 from_pretrained failures with different missing keys and triggers." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3Config vocab_size and missing load-balancing loss are separate model issues." + "reason": "Missing config attribute vs MoE load-balancing loss omission; different bugs." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad decoration is a targeted API behavior change, not the broad import-regression cluster." + "reason": "Cache update no_grad decoration and general import errors after upgrade are unrelated." }, { "left": "issue:36683", "right": "issue:43352", "accept": false, - "reason": "Unrelated config attribute error versus FlashAttention support gating." + "reason": "Different model-specific regression and unsupported-feature error." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Unsupported FlashAttention on Nemotron vs Qwen3-VL weight-shape mismatch; distinct failures." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time performance regression; 41669 states the likely root cause (`import *`), while 44246 reports the same slow-import symptom." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict ordering/load error and missing config field are different problems." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure vs v5.4.0 type-checking regression; unrelated compatibility issues." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model load failure and save_pretrained shard-size question are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE/DSA implementation bugs in different models." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different regressions: CLIP output field assignment vs PatchTSMixer init validation." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP OOM on a specific model are not the same underlying issue." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model loading error versus save_pretrained shard-size policy question; not duplicates." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The broad anchor choice (issue:45278) is grounded, and the CLIPVisionModel pair looks plausibly duplicate. However, the summary is a bit too strong: the packet also contains a closely related Qwen3.5 MoE save/load cluster (e.g. 45216, 45310, 45478) that makes \"the only plausible duplicate pair\" overconfident. Several soft-edge rejections also read as more definitive than the packet supports, given that we only have titles/body snippets and no diff evidence. Please keep the cluster characterization more conservative." + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft pair (41669/44246) is well supported by both titles and the stated import-slowdown symptom. The other verdicts are conservatively negative and do not overclaim duplication or shared root cause." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -12551,38 +12784,41 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 39, + "review_unit_index": 40, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:28282", "issue:30990", "issue:31795", "issue:33453", + "issue:34689", "issue:36296", "issue:42548", + "issue:42757", + "issue:42831", "issue:42890", "issue:43010", "issue:43065", "issue:43232", "issue:43299", "issue:43502", - "issue:43575", + "issue:43576", "issue:43618", "issue:43723", - "issue:43867", - "issue:43976", - "issue:43992", + "issue:43824", + "issue:43827", + "issue:43874", "issue:44062", "issue:44075", - "issue:44077", "issue:44112", "issue:44222", + "issue:44230", "issue:44315", "issue:44351", "issue:44355", @@ -12590,39 +12826,25 @@ "issue:44368", "issue:44373", "issue:44387", - "issue:44484", "issue:44485", "issue:44556", + "issue:44655", "issue:44749", "issue:44857", "issue:44871", - "issue:44938", + "issue:44961", "issue:44964", - "issue:44977", "issue:45071", "issue:45125", "issue:45341", - "issue:45357", "issue:45375", - "issue:45381", - "issue:45440", "issue:45478", - "issue:45561" + "issue:45588" ], "soft_pairs": [ - "issue:42890|issue:45561", - "issue:43992|issue:45478", - "issue:44938|issue:45071", - "issue:43867|issue:45357", - "issue:43010|issue:43976", - "issue:44938|issue:45381", - "issue:44360|issue:45440", - "issue:43618|issue:44077", - "issue:36296|issue:43575", - "issue:43867|issue:44484", + "issue:43618|issue:45588", "issue:43618|issue:44857", "issue:42890|issue:44964", - "issue:43618|issue:44977", "issue:28282|issue:33453", "issue:42890|issue:44112", "issue:43010|issue:44075", @@ -12644,253 +12866,273 @@ "issue:43010|issue:44368", "issue:42890|issue:44373", "issue:43502|issue:44222", - "issue:43299|issue:44556" - ], - "prepared_review_unit_hash": "d8e2723ad30220130109499c7e2ef6790a42457d573c6bcd29b0f0e53e069fb1", - "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 - }, - "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37644, - "estimated_input_tokens": 9411, - "estimated_eval_tokens": 19078 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "The cluster is broad and mostly not duplicate-worthy: the soft pairs are only superficially similar (same subsystem or same release) but do not look like the same underlying bug or change. No PRs are present.", - "confidence": 0.46, - "canonical_issue_reason": "Issue 43723 is the clearest, most generic loading-regression report in the set, with an explicit API target (`AutoTokenizer.from_pretrained`) and a theme that matches several nearby loading-related reports.", - "canonical_pr_reason": null, - "best_issue_reason": "43723 is the best standalone representative of the cluster\u2019s loading/import regression subset: concrete repro, explicit failing path, and broader applicability than the model-specific reports.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:42890", - "right": "issue:45561", - "accept": false, - "reason": "Different test failures: missing `set_seed()` flakiness vs xdist race on `captured_info.txt`." - }, - { - "left": "issue:43992", - "right": "issue:45478", - "accept": false, - "reason": "Different model-loading bugs with different causes; shared `from_pretrained` wording is not enough." - }, - { - "left": "issue:44938", - "right": "issue:45071", - "accept": false, - "reason": "Both are v5 regressions, but one is a Python 3.14 import/load failure and the other is `PretrainedConfig` type checking." - }, - { - "left": "issue:43867", - "right": "issue:45357", - "accept": false, - "reason": "One is a state-dict load ordering issue; the other is incorrect keys saved for Qwen3.5 visual encoder." - }, - { - "left": "issue:43010", - "right": "issue:43976", - "accept": false, - "reason": "`@torch.no_grad` on cache updates is unrelated to Python-version compatibility." - }, - { - "left": "issue:44938", - "right": "issue:45381", - "accept": false, - "reason": "Python 3.14 loading failure vs Qwen2.5-VL video `vision_position_ids` bug; different code paths." - }, - { - "left": "issue:44360", - "right": "issue:45440", - "accept": false, - "reason": "DSA indexer activation bug and DeepSeekV3 implementation divergence are unrelated." - }, + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44222|issue:44230", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824" + ], + "prepared_review_unit_hash": "6a302a1dd93026238c513cdbfe8585d948384292387575e33051f2c1a2452146", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37407, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose similarity cluster of Transformers v5-era regression reports, import/load errors, and a few unrelated model/test bugs. Only the two Qwen3.5-Moe loading reports look plausibly duplicate; most other soft edges are too broad or target different code paths.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43576 is the broadest, most central user-facing regression in the set and has inbound references; it best fits a representative umbrella issue for the v5 breakage cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the clearest high-signal issue to keep as the cluster representative: generic, user-visible, and closer to an umbrella regression than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { "left": "issue:43618", - "right": "issue:44077", - "accept": false, - "reason": "Different issues: missing CLIP attentions assignment vs PatchTSMixer `post_init` API constraint." - }, - { - "left": "issue:36296", - "right": "issue:43575", - "accept": false, - "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM while loading a specific model." - }, - { - "left": "issue:43867", - "right": "issue:44484", + "right": "issue:45588", "accept": false, - "reason": "State-dict loading error vs `save_pretrained` shard-size default; unrelated." + "reason": "Different failures and code paths: CLIP attentions assignment vs flash-attention crashing on sink-less models." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIP output regression vs AMP float16 crash in a different loss module." + "reason": "Unrelated model/runtime bug; only both are attention-related in a very broad sense." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test-seed flakiness is unrelated to loading `Phi-4-multimodal-instruct`." - }, - { - "left": "issue:43618", - "right": "issue:44977", - "accept": false, - "reason": "Different bugs: CLIP attentions regression vs Qwen3.5 flash-attention generation problem." + "reason": "Test-seed flakiness vs Phi-4 multimodal model loading; not the same bug." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch import requirement error vs tokenizer-loading regression; no shared root cause." + "reason": "PyTorch-missing import error vs tokenizer loading regression; different underlying issues." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Unrelated CI/test flake and stale device-override test failure." + "reason": "One is missing set_seed in tests, the other is a stale CI device override test; not the same defect." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "Cache update decoration issue vs SGD optimizer args not being used." + "reason": "Cache/layer no_grad decoration vs SGD optimizer args not used are unrelated." }, { "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 compatibility after upgrading versions." + "reason": "Both are loading-related, but one is tokenizer from_pretrained in v5 and the other is checkpoint reload after upgrade; too broad to treat as duplicate." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "Different test utilities issues with no common underlying bug." + "reason": "Test flakiness from missing seeds vs a small testing_utils bug; not the same concrete issue." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Offline-loading network leak vs `AddedToken(..., special=...)` constructor error are unrelated." + "reason": "local_files_only API leak vs AddedToken special-arg TypeError are different code paths." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 `save_pretrained` bug vs missing tensor-parallel plan on a Qwen MoE model." + "reason": "FP8 moe save_pretrained issue vs missing tensor-parallel plan; different symptoms and fixes." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 CUDA memory/OOM regression vs inability to reload checkpoints after version upgrade." + "reason": "Int4 memory/OOM regression vs checkpoint reload failure; unrelated." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "`no_grad` on cache updates is unrelated to the dummy Conv2d in Sam3PixelDecoder." + "reason": "Cache update no_grad vs dummy Conv2d in Sam3PixelDecoder are unrelated." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Different generation-path bugs: cache update decoration vs `_update_model_kwargs_for_generation` after `sync_gpus`." + "reason": "Different generation-cache bugs affecting different methods." }, { "left": "issue:45125", "right": "issue:45478", - "accept": false, - "reason": "Related model family, but different failures: missing `_tp_plan` vs `from_pretrained` loading error in v5.4+." + "accept": true, + "reason": "Both point to the same Qwen3.5-Moe loading/tensor-parallel regression on transformers>=5.4.0; the missing _tp_plan is a plausible root cause of the from_pretrained failure." }, { "left": "issue:42548", "right": "issue:44351", "accept": false, - "reason": "Missing `PreTrainedModel` import and missing `HybridCache` import are distinct import regressions." + "reason": "Different import failures involving different symbols and modules." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan issue vs missing `deepstack_visual_indexes` config field; different root causes." + "reason": "Tensor-parallel plan bug vs missing deepstack_visual_indexes config field; different model subsystems." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors vs a performance regression after upgrading from 4.57.3 to 5.3.0." + "reason": "Compiled-file errors vs performance regression after upgrade; not the same bug." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline-loading bug vs GLM-5 RoPE implementation discussion." + "reason": "local_files_only network leakage vs GLM-5 RoPE implementation discussion are unrelated." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang and forward-doc confusion are unrelated." + "reason": "Sentence Transformers loading hang vs docstring confusion; different problem class." }, { "left": "issue:44075", "right": "issue:44871", "accept": false, - "reason": "Unused SGD args vs Gemma-3 `eos_token_id` configuration mismatch." + "reason": "SGD optimizer args vs Gemma eos_token_id config mismatch are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Model-init Liger-kernel application bug vs DSA indexer activation issue." + "reason": "Liger Kernel application bug vs DSA ReLU discussion are unrelated." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "`no_grad` cache-update bug vs warning about `tie_word_embeddings` in Qwen3.5 LoRA fine-tuning." + "reason": "Cache no_grad issue vs tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning; different code paths." }, { "left": "issue:42890", "right": "issue:44373", "accept": false, - "reason": "Test flake vs wrong docstring for `position_ids`; different severity and code path." + "reason": "Test seeding flakiness vs docstring typo for position_ids; not a duplicate." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Local-files-only network bug vs FP8 MoE save/load issue; not the same change." + "reason": "local_files_only network calls vs FP8 moe save_pretrained issue are different bugs." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Qwen3VL MoE loading breakage and post-upgrade checkpoint reload failure are different bugs." + "reason": "Qwen3VL Moe loading breakage vs checkpoint reload after version upgrade; related theme but not the same concrete failure." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network access despite local_files_only vs a one-word issue title; no evidence of same bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support; too different to merge." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Running compiled Python files vs saving Pipeline objects; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors vs PretrainedConfig type-checking regression are different issues." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue vs missing image-patch helper AttributeError; different defects." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs Llama 3.2 vision model-loading failure; same broad area but not the same code path." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "The env command may be related, but the evidence only shows a generic CLI break and a specific import error; not enough to confirm the same root cause." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing removed pipeline() vs an unrelated title-only issue." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command vs PretrainedConfig type checking; different surfaces." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command breakage vs Qwen2.5-VL import error; not the same underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical issue choice is defensible from the title and inbound references, and the single accepted soft edge (45125/45478) is reasonably supported by the shared Qwen3.5-Moe loading/tensor-parallel context. Most other pair verdicts are appropriately cautious rather than overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -12898,43 +13140,40 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 40, + "review_unit_index": 41, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ "issue:31795", "issue:33357", "issue:33453", - "issue:34689", "issue:36296", "issue:38617", "issue:41628", "issue:41669", "issue:42371", "issue:42548", - "issue:42757", - "issue:42831", "issue:42890", "issue:43012", - "issue:43502", + "issue:43352", + "issue:43408", "issue:43526", "issue:43576", "issue:43673", - "issue:43824", - "issue:43827", - "issue:43874", "issue:43901", + "issue:43976", "issue:44038", - "issue:44222", - "issue:44230", "issue:44246", "issue:44261", "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", "issue:44351", "issue:44355", "issue:44360", @@ -12943,30 +13182,22 @@ "issue:44492", "issue:44556", "issue:44623", - "issue:44655", "issue:44704", + "issue:44829", "issue:44908", + "issue:44945", "issue:44961", "issue:45003", "issue:45071", "issue:45092", "issue:45125", "issue:45230", + "issue:45341", "issue:45468", + "issue:45478", "issue:45542" ], "soft_pairs": [ - "issue:43502|issue:44961", - "issue:44222|issue:44230", - "issue:44355|issue:44655", - "issue:44355|issue:45071", - "issue:42831|issue:43874", - "issue:33453|issue:34689", - "issue:42757|issue:43576", - "issue:43827|issue:44961", - "issue:33453|issue:36296", - "issue:43576|issue:45071", - "issue:43576|issue:43824", "issue:43673|issue:44492", "issue:38617|issue:43576", "issue:33357|issue:33453", @@ -12979,8 +13210,8 @@ "issue:36296|issue:43901", "issue:36296|issue:43526", "issue:41628|issue:44355", - "issue:36296|issue:43012", "issue:44273|issue:45003", + "issue:36296|issue:43012", "issue:44261|issue:44360", "issue:44273|issue:45542", "issue:44623|issue:45230", @@ -12992,268 +13223,290 @@ "issue:42371|issue:44492", "issue:42890|issue:44908", "issue:44704|issue:44908", - "issue:44246|issue:44273" + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:44393|issue:45478" ], - "prepared_review_unit_hash": "3a47f5ff87530614cf0d6f95de2ca3042027c662bc4b1e16b1fd8cf5adc3497c", + "prepared_review_unit_hash": "b5592975c228dbc232669f2fb4278d018932fd648e75890ec4bdf0cc7a0f0d46", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 37, - "serialized_chars": 37411, - "estimated_input_tokens": 9353, - "estimated_eval_tokens": 18962 + "soft_pair_count": 39, + "serialized_chars": 38109, + "estimated_input_tokens": 9528, + "estimated_eval_tokens": 19312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of Transformers v5-era regressions and import/loading complaints. Most pairs are only loosely related by subsystem or release, not by the same concrete bug. The one clear duplicate-like edge is the lazy-loading failure versus unsafe `sys.modules` access in `modeling_utils`.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45003 is the most code-path-specific report in the set: it points to an unsafe `sys.modules[]` access in `modeling_utils`, which plausibly explains the broader lazy-loading/import failures around it.", + "summary": "These items are mostly a loose theme cluster around import/loading regressions, v5 migration issues, and model-specific bugs, not true duplicates. No PRs are present. I would keep one broad import/lazy-loading issue as the closest representative, but most soft pairs should be rejected.", + "confidence": 0.29, + "canonical_issue_reason": "If forced to choose one representative issue, issue 41669 is the broadest and most central: it describes a concrete import-time regression with downstream impact and is the best umbrella for the import/lazy-loading subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45003 is the best cluster anchor because it names a concrete mechanism rather than a symptom-only report.", + "best_issue_reason": "Issue 41669 is the best global issue candidate because it is concrete, high-impact, and broad enough to subsume related import-time slowdown/lazy-loading complaints without being overly niche.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "No shared bug; local_files_only networking behavior is unrelated to the placeholder/nonsense racoon issue." + "reason": "Generation cache missing in v5.0.0 chunked_prefill is a runtime bug; cache-strategy typo is a wording/docs issue." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:38617", + "right": "issue:43576", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained and the other is inference support; different code paths." + "reason": "Different code paths: an import error for `layer_type_validation` versus the `transformers env` CLI breaking in v5." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:33357", + "right": "issue:33453", "accept": false, - "reason": "Compiled Python file errors are unrelated to Pipeline save_pretrained missing files." + "reason": "MacOS bus error in a CLIP model is unrelated to tokenizer-loading regression." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "No overlap beyond general v5 breakage; compiled-file errors and PretrainedConfig type-checking are different bugs." + "reason": "A nonsense issue title does not match a Gemma-4 audio positional-encoding bug." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Different models and failure modes: FP8 accuracy vs a missing image-patch helper AttributeError." + "reason": "Documentation confusion in `model.forward` is unrelated to a missing import symbol." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:43576", + "right": "issue:44351", "accept": false, - "reason": "Both are loading regressions, but they affect different loaders/models and do not look like the same bug." + "reason": "`transformers env` CLI failure and `HybridCache` import error are different modules and failure modes." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Missing `is_offline_mode` import from huggingface_hub is separate from the v5 env command breakage." + "reason": "Scheduler kwargs handling is unrelated to the unrelated `racoon` issue." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Docs referencing removed pipeline APIs is unrelated to the racoon issue." + "reason": "Both are import errors, but for different symbols and likely different root causes." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + "reason": "GLM-5 RoPE implementation discussion is unrelated to the `racoon` issue." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Environment command breakage and `PretrainedConfig` type checking are different regressions." + "reason": "Tensor parallel training and pipeline docs for `return_all_scores` are unrelated." }, { - "left": "issue:43576", - "right": "issue:43824", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "v5 env command issue is unrelated to missing Qwen2.5-VL import/export." + "reason": "Tensor parallel training bug and BeitImageProcessorFast `reduce_labels` bug touch different subsystems." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:41628", + "right": "issue:44355", "accept": false, - "reason": "Cache-missing during chunked prefill is not the same as a typo in cache strategies." + "reason": "Importing `AutoImageProcessor` and errors in compiled Python files are different problems." }, { - "left": "issue:38617", - "right": "issue:43576", + "left": "issue:44273", + "right": "issue:45003", "accept": false, - "reason": "ImportError for `layer_type_validation` is a specific missing symbol issue, not the env command regression." + "reason": "Lazy loading not working is not the same as unsafe `sys.modules` access; related at most, not a duplicate." }, { - "left": "issue:33357", - "right": "issue:33453", + "left": "issue:36296", + "right": "issue:43012", "accept": false, - "reason": "MacOS CLIP bus error and tokenizer loading regression are not the same underlying bug." + "reason": "Tensor parallel training bug is unrelated to a PyTorch warning during bfloat16 compilation." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:44261", + "right": "issue:44360", "accept": false, - "reason": "Racoon is not meaningfully connected to Gemma-4 audio positional encoding." + "reason": "Missing `rms_norm_eps` in MLA layernorm and missing ReLU in the DSA indexer are different model/kernel bugs." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Documentation confusion about forward args is unrelated to the missing import error." + "reason": "Lazy loading behavior is unrelated to the TensorFlow backend error when only tensorboard is installed." }, { - "left": "issue:43576", - "right": "issue:44351", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "v5 env command breakage and missing `HybridCache` import are distinct issues." + "reason": "Processor save-pretrained missing files is concrete; the other issue is too vague to match anything." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the racoon issue." + "reason": "Broken `transformers env` command is unrelated to checkpoint reload compatibility after upgrade." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "Both are import errors, but they concern different top-level symbols and no concrete shared code path is evident." + "reason": "Import-star cleanup causing import-time bloat is not the same as a missing generation cache in chunked prefill." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to the racoon issue." + "reason": "Qwen3-VL bounding-box output issues are unrelated to `PretrainedConfig` type-checking regressions." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "Tensor-parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + "reason": "Both mention Qwen3-VL/Moe family, but one is a generic model bug and the other is a missing `_tp_plan` tensor-parallel support issue." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction are unrelated." + "reason": "Checkpoint reload after upgrade and InternVL2 remote-code/meta-init incompatibility are different migration failures." }, { - "left": "issue:41628", - "right": "issue:44355", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "AutoImageProcessor import failure and compiled Python file errors do not share the same bug." + "reason": "TF32 settings guidance has nothing to do with a cache-strategy typo." }, { - "left": "issue:36296", - "right": "issue:43012", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Tensor parallel training and bf16 compilation warnings are different problems." + "reason": "Missing `set_seed()` in tests is unrelated to scheduler kwargs being ignored." }, { - "left": "issue:44273", - "right": "issue:45003", - "accept": true, - "reason": "Both point at lazy-loading/import machinery; `sys.modules[]` access in modeling utils is a plausible root cause for lazy loading not working properly." + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor `cached_file` kwargs forwarding and inverse-sqrt scheduler kwargs are different APIs." }, { - "left": "issue:44261", - "right": "issue:44360", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Missing `rms_norm_eps` precision drift and a DSA indexer ReLU comment are unrelated." + "reason": "Import slowdowns and lazy-loading breakage are related themes, but not enough to say the same underlying bug." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Lazy loading problems and the TensorFlow/tensorboard backend error are different failures." + "reason": "Model-type warning for sam3 is unrelated to Liger Kernel not being applied with `model_init`." }, { - "left": "issue:44623", + "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Missing processor save files is not the same as a generic bug report." + "reason": "Tokenizer-class mismatch in save_pretrained is unrelated to a vague bug report." }, { "left": "issue:43576", - "right": "issue:44556", + "right": "issue:44908", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility after upgrade are different migration issues." + "reason": "CLI environment command failure and scheduler kwargs handling are unrelated." }, { - "left": "issue:41669", - "right": "issue:43673", + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Import-star slow import issue and missing cache in chunked prefill are unrelated." + "reason": "Flash Attention support error in Nemotron and Qwen3-VL 2D bbox errors are different model-specific issues." }, { - "left": "issue:44393", + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL bbox output issues are unrelated." + }, + { + "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bbox output error and PretrainedConfig type checking are unrelated." + "reason": "Scheduler kwargs bug is unrelated to `PretrainedConfig` type checking in v5.4.0." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Both involve Qwen3/VL/MoE, but one is broad v5 support and the other is missing `_tp_plan` for tensor parallelism." + "reason": "`position_ids` buffer access error is unrelated to a vague bug report." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Both are upgrade/loading compatibility reports, but they affect different checkpoint/model scenarios and do not look like one bug." + "reason": "Import-star removal/import-time bloat is unrelated to missing `HybridCache` export." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:41669", + "right": "issue:45341", "accept": false, - "reason": "TF32 settings guidance and a cache-strategy typo are unrelated." + "reason": "Import-time bloat is unrelated to the testing_utils bug." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44492", + "right": "issue:44945", "accept": false, - "reason": "Test flakiness from missing `set_seed()` is unrelated to the inverse_sqrt scheduler kwargs bug." + "reason": "Cache-strategy typo is unrelated to incorrect LLM output under pipeline parallelism." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:41669", + "right": "issue:44492", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different code paths." + "reason": "A performance/regression issue is not the same as a typo in cache strategy text." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Slow import and lazy loading malfunction are related at a high level, but not the same concrete bug." + "reason": "Liger Kernel application with `model_init` and degenerate training with flash_attention_3 are different training-path bugs." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-related bugs: 2D bbox hallucination versus a from_pretrained error in Qwen3.5 Moe." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall: the summary stays close to the packet, and the only accepted soft edge (44273 \u2194 45003) is a conservative, plausible lazy-loading/sys.modules match. The other pair judgments are generally cautious and do not overclaim shared bugs." - }, - "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 }, @@ -13261,43 +13514,44 @@ "label": "issue", "component_index": 2, "component_count": 13, - "review_unit_index": 41, + "review_unit_index": 42, "review_unit_count": 42, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", + "cluster_id": "cluster-15354-370", "nodes": [ + "issue:31515", "issue:31795", "issue:33453", "issue:34689", - "issue:37428", + "issue:36296", + "issue:36683", + "issue:38617", "issue:41669", "issue:42371", "issue:42890", "issue:42913", "issue:43066", - "issue:43352", - "issue:43408", + "issue:43298", "issue:43502", "issue:43519", + "issue:43525", + "issue:43572", "issue:43576", "issue:43606", "issue:43618", "issue:43704", "issue:43723", "issue:43827", - "issue:43976", "issue:44077", + "issue:44230", "issue:44261", "issue:44263", "issue:44273", - "issue:44295", - "issue:44297", "issue:44315", - "issue:44351", "issue:44360", "issue:44393", "issue:44485", @@ -13305,37 +13559,20 @@ "issue:44556", "issue:44623", "issue:44655", - "issue:44829", "issue:44861", "issue:44908", - "issue:44945", "issue:44998", - "issue:45071", "issue:45092", "issue:45230", "issue:45290", "issue:45310", "issue:45341", - "issue:45468", - "issue:45478" + "issue:45468" ], "soft_pairs": [ - "issue:43408|issue:44315", - "issue:44297|issue:45230", - "issue:43576|issue:44908", - "issue:43352|issue:44393", - "issue:43976|issue:44393", - "issue:44908|issue:45071", - "issue:44295|issue:45230", - "issue:41669|issue:44351", - "issue:41669|issue:45341", - "issue:44492|issue:44945", - "issue:41669|issue:44492", - "issue:44315|issue:44829", - "issue:44393|issue:45478", "issue:44077|issue:44861", - "issue:43827|issue:44908", "issue:31795|issue:33453", + "issue:43827|issue:44908", "issue:41669|issue:44908", "issue:43723|issue:44393", "issue:44655|issue:44861", @@ -13347,7 +13584,7 @@ "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:31795|issue:34689", - "issue:31795|issue:37428", + "issue:31515|issue:31795", "issue:44315|issue:45092", "issue:43704|issue:44485", "issue:44485|issue:45468", @@ -13365,449 +13602,297 @@ "issue:44492|issue:44998", "issue:44998|issue:45341", "issue:43618|issue:44998", - "issue:44556|issue:44998" + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:31515|issue:36683", + "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "5f102cb6cb356432e6903e2d9e4fbfdc7872607a41d0045ea4f6baaca48c7ffe", + "prepared_review_unit_hash": "d36d7ea6c2c3a61895a4ed45f40544a807283efe60ce821925c3c9a96996c03b", "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 46, - "serialized_chars": 40859, - "estimated_input_tokens": 10215, - "estimated_eval_tokens": 20686 + "node_count": 45, + "item_count": 45, + "soft_pair_count": 42, + "serialized_chars": 37759, + "estimated_input_tokens": 9440, + "estimated_eval_tokens": 19136 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a noisy mix of mostly unrelated Transformers v5 regressions. The only clearly recurring subtheme is tokenizer loading/behavior, so I\u2019d use that as the representative issue, but I would reject all soft edges as true duplicates.", - "confidence": 0.36, - "canonical_issue_reason": "Issue 43723 is the clearest and most central representative of the tokenizer-loading regression subcluster, which appears to be the strongest coherent theme in an otherwise noisy cluster.", + "summary": "This cluster is mostly a loose collection of Transformers loading/tokenizer/v5-regression issues rather than one single duplicate bug; the closest subgroup is around from_pretrained/checkpoint reload failures, but the rest are clearly distinct.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44556 is the clearest concrete loading-regression report in the set: a reproducible checkpoint reload failure after upgrading to v5.2/v5.3, which best matches the main loading-related theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the best standalone representative because it states the bug concretely, maps to the main recurring theme, and is more actionable than the more generic adjacent tokenizer reports.", + "best_issue_reason": "issue:44556 is the best cluster representative because it is specific, user-facing, and central to the repeated v5/from_pretrained loading complaints without being just a docs or niche model-specific report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43408", - "right": "issue:44315", - "accept": false, - "reason": "Different problems: model-type mismatch warning vs. Liger Kernel not being applied in model_init." - }, - { - "left": "issue:44297", - "right": "issue:45230", - "accept": false, - "reason": "One is a specific tokenizer.save_pretrained mismatch; the other is a generic bug report with no concrete shared failure mode." - }, - { - "left": "issue:43576", - "right": "issue:44908", - "accept": false, - "reason": "Unrelated subsystems: CLI env command vs. inverse_sqrt scheduler kwargs handling." - }, - { - "left": "issue:43352", - "right": "issue:44393", - "accept": false, - "reason": "Different model families and different failures: Flash Attention 2 support vs. Qwen3-VL bounding-box output issues." - }, - { - "left": "issue:43976", - "right": "issue:44393", - "accept": false, - "reason": "Python version compatibility regression is unrelated to the Qwen3-VL output bug." - }, - { - "left": "issue:44908", - "right": "issue:45071", - "accept": false, - "reason": "Scheduler kwarg propagation and PretrainedConfig type checking are distinct bugs." - }, - { - "left": "issue:44295", - "right": "issue:45230", - "accept": false, - "reason": "Specific position_ids buffer access issue does not match a generic bug report." - }, - { - "left": "issue:41669", - "right": "issue:44351", - "accept": false, - "reason": "Import-star cleanup/performance issue is not the same as the HybridCache import error." - }, - { - "left": "issue:41669", - "right": "issue:45341", - "accept": false, - "reason": "Broad import cleanup is unrelated to a testing_utils bug." - }, - { - "left": "issue:44492", - "right": "issue:44945", - "accept": false, - "reason": "A cache-strategy typo is unrelated to incorrect pipeline-parallel LLM output." - }, - { - "left": "issue:41669", - "right": "issue:44492", - "accept": false, - "reason": "These are different code changes and different symptoms: import cleanup vs. cache-strategy typo." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "Model_init/Liger Kernel application is not the same underlying bug as flash_attention_3 training degeneration." - }, - { - "left": "issue:44393", - "right": "issue:45478", - "accept": false, - "reason": "Same broad area only by model family name; the concrete failure modes are different Qwen bugs." - }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init validation and _tied_weights_keys list handling are separate model-internals issues." + "reason": "Both mention internal model metadata, but one is about patchtsmixer post_init validation and the other about tied-weight key handling; different bugs." }, { - "left": "issue:43827", - "right": "issue:44908", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to scheduler kwargs being ignored." + "reason": "Documentation confusion for forward args vs a tokenizer-loading regression; unrelated symptoms and code paths." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:43827", + "right": "issue:44908", "accept": false, - "reason": "Documentation confusion around forward args is not the same as tokenizer loading regression." + "reason": "Docs still referencing pipeline() removal vs scheduler kwargs being ignored; different subsystems." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import cleanup is unrelated to scheduler behavior." + "reason": "Import-star cleanup/perf issue vs learning-rate scheduler kwargs bug; not the same change." }, { "left": "issue:43723", "right": "issue:44393", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to Qwen3-VL bounding-box output errors." + "reason": "Tokenizer loading failure and a Qwen3-VL bounding-box output issue are unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained problems do not match _get_tied_weight_keys crashing on a list." + "reason": "Pipeline save_pretrained failure vs tied-weight key crash; separate save/load paths." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "transformers env command breakage is not the same as lazy loading failures." + "reason": "Broken env command and lazy-loading behavior are different features with different failure modes." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "A DSA indexer ReLU discussion and Gemma4AudioRelPositionalEncoding are unrelated." + "reason": "DSA indexer ReLU concern vs Gemma4AudioRelPositionalEncoding bug; no shared code path." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report cannot be treated as the same concrete from_pretrained error." + "reason": "Generic bug report vs a specific Qwen3.5 Moe from_pretrained error; not enough to call duplicates." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and scheduler kwargs are different areas with different failure modes." + "reason": "Lazy loading issue and inverse_sqrt scheduler kwargs bug are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star removal performance issue is unrelated to VRAM leakage across dataloader threads." + "reason": "Import cleanup/performance report vs VRAM leak in Qwen3ForCausalLM; different problems." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in Qwen3VL does not match a GLM-5 RoPE implementation bug." + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; distinct model-specific bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs are unrelated." + "reason": "Timestamp calculation bug and scheduler kwargs bug are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation ambiguity around forward args is not the same as model loading regression for Llama 3.2 Vision." + "reason": "Forward-API documentation confusion vs Llama 3.2 Vision model-loading regression; different issue types." }, { - "left": "issue:31795", - "right": "issue:37428", + "left": "issue:31515", + "right": "issue:31795", "accept": false, - "reason": "Forward-doc confusion is unrelated to the flash_attention_utils import failure." + "reason": "Checkpoint loading slowness vs documentation confusion in model.forward; not the same bug." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger Kernel application in model_init and remote-code meta-init incompatibility are different loading paths." + "reason": "model_init not applying Liger Kernel vs remote-code checkpoint incompatibility with meta init; related only at a very broad model-init level." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leakage in threaded inference is unrelated to RoPE implementation concerns." + "reason": "VRAM leak in dataloader threads vs GLM-5 RoPE implementation; unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model families and different bugs: GLM-5 RoPE vs. Gemma4Audio positional encoding." + "reason": "Different model implementation bugs with no shared symptom or code path." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API settings and VRAM leaks are unrelated." + "reason": "TF32 API guidance vs VRAM leak; unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage and Qwen3VL timestamp calculation are unrelated." + "reason": "local_files_only network access bug vs timestamp calculation bug; different areas." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp calculation is not the same as processor.save_pretrained missing files." + "reason": "Processor timestamp math vs missing files on processor.save_pretrained; unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation bug and VRAM leak are different failure modes." + "reason": "Processor timestamp bug and VRAM leak bug are not the same underlying problem." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value issue is unrelated to Gemma4AudioRelPositionalEncoding." + "reason": "torch.split return behavior in GlmMoeDsaIndexer vs Gemma4AudioRelPositionalEncoding; unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm precision/config issue is unrelated to Gemma4Audio positional encoding." + "reason": "MLA q_a_layernorm epsilon precision issue and Gemma4AudioRelPositionalEncoding are different model bugs." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch is not the same as Gemma4AudioRelPositionalEncoding." + "reason": "CPU offload device mismatch in bark-small vs Gemma4 audio positional encoding; distinct bugs." }, { "left": "issue:42890", "right": "issue:43704", "accept": false, - "reason": "Missing set_seed in tests is unrelated to VRAM leakage in dataloader threads." + "reason": "Missing set_seed in tests vs VRAM leak in model usage; not the same underlying issue." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Tokenizer behavior differences and wrong decoder type are related only loosely, not the same underlying bug." + "reason": "Both concern tokenizer behavior in v5, but one is a broad v4-to-v5 behavior change while the other is a specific decoder-type mismatch; too different to merge." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwarg handling and a nonsense issue title are clearly unrelated." + "reason": "Scheduler kwargs bug vs unrelated 'Unemployment' placeholder issue; no relation." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied weight key handling is unrelated to apply_chat_template crashing on tool-call assistant messages." + "reason": "Tied-weight-key AttributeError vs chat template crash with tool-call assistant messages; different code paths." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and a nonsense issue title are unrelated." + "reason": "Typo in cache strategies vs unrelated placeholder issue." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "Nonsense title and a testing_utils bug are not the same issue." + "reason": "Unemployment placeholder vs a testing_utils bug; unrelated." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions regression is unrelated to the nonsense issue title." + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload regression across versions is unrelated to the nonsense issue title." - } - ] - }, - "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": 13, - "review_unit_index": 42, - "review_unit_count": 42, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-367", - "nodes": [ - "issue:31515", - "issue:31795", - "issue:33453", - "issue:36296", - "issue:36683", - "issue:38617", - "issue:43298", - "issue:43525", - "issue:43572", - "issue:44230", - "issue:44623", - "issue:44861", - "issue:45310" - ], - "soft_pairs": [ - "issue:43525|issue:44861", - "issue:43572|issue:44861", - "issue:31515|issue:38617", - "issue:44230|issue:44623", - "issue:31515|issue:36296", - "issue:31515|issue:31795", - "issue:44230|issue:45310", - "issue:31515|issue:33453", - "issue:31515|issue:36683", - "issue:43298|issue:44230" - ], - "prepared_review_unit_hash": "eea735345ed49354c57614eab97c57d5a078991791107e80839aae5cccf288ba", - "component_budget": { - "node_count": 367, - "item_count": 367, - "soft_pair_count": 1370, - "serialized_chars": 706986, - "estimated_input_tokens": 176747, - "estimated_eval_tokens": 353750 - }, - "budget": { - "node_count": 13, - "item_count": 13, - "soft_pair_count": 10, - "serialized_chars": 10321, - "estimated_input_tokens": 2581, - "estimated_eval_tokens": 5418 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "This set is not a true duplicate cluster: it mixes unrelated loading, config, docs, serialization, and feature-request issues across different code paths. No single issue cleanly represents the whole group.", - "confidence": 0.95, - "canonical_issue_reason": "No canonical issue fits the cluster: the reports describe different underlying bugs and requests rather than one shared regression.", - "canonical_pr_reason": null, - "best_issue_reason": "Issue 45310 is the most concrete recent from_pretrained regression, but it is still only one narrow problem and does not represent the rest of the mixed cluster.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "reason": "Checkpoint reload regression vs unrelated placeholder issue." + }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Different bugs: Llama4Config missing pad_token_id vs _get_tied_weight_keys crashing on list-valued _tied_weights_keys." + "reason": "Llama4Config missing pad_token_id vs tied-weight-key crash; different config/model bugs." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is unrelated to tied-weight key handling." + "reason": "StableLmConfig missing pad_token_idx vs tied-weight-key crash; unrelated." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "One is slow checkpoint loading; the other is an ImportError for layer_type_validation. Different failure modes and code paths." + "reason": "Slow from_pretrained checkpoint loading vs ImportError for layer_type_validation; different failure types." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 Qwen3-VL/MoE inference support is a feature request; processor.save_pretrained missing files is a serialization bug." + "reason": "fp8 Qwen3-VL/Qwen3.5 moe support request vs processor.save_pretrained missing files; not the same bug." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained checkpoint slowness is unrelated to tensor-parallel training behavior." - }, - { - "left": "issue:31515", - "right": "issue:31795", - "accept": false, - "reason": "Checkpoint loading performance and forward API documentation confusion are distinct issues." + "reason": "Checkpoint loading slowness vs tensor parallel training bug; different contexts." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "FP8 support request for Qwen3-VL/MoE is not the same as a Qwen3.5 MoE from_pretrained error." + "reason": "FP8 support request vs from_pretrained error in Qwen3.5 Moe; one is a feature request, the other a bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Slow from_pretrained checkpoint loading and tokenizer loading regression are different loader problems." + "reason": "Checkpoint loading performance issue vs tokenizer-loading regression; different symptoms." }, { "left": "issue:31515", "right": "issue:36683", "accept": false, - "reason": "Checkpoint load slowness does not match the Gemma3Config missing vocab_size attribute bug." + "reason": "Checkpoint loading slowness vs missing vocab_size in Gemma3Config; unrelated model/config bugs." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support and FP8 inference support are separate feature gaps, not one defect." + "reason": "Audio-model continuous batching support vs Qwen fp8 infer support; different feature requests." } ] }, @@ -13837,12 +13922,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "ff47fbaf803419612d8855ebedada103273e93ac4d94c9442c704ff31af5379c", + "prepared_review_unit_hash": "05e4c2f3db8f9b630928f9254e0dabf8d4bfb7620617e34ec34fa0960e4992ec", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -13850,7 +13935,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -13859,18 +13944,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature-request issues about adding support for more architectures, but they target different technologies (Flash Attention 2 vs GGUF) and do not describe the same underlying change.", + "summary": "These are not duplicates: one is a request to add Flash Attention 2 support for more architectures, and the other is a separate request to add GGUF support for more architectures. They share the general theme of expanding architecture support, but not the same underlying change.", "confidence": 0.96, - "canonical_issue_reason": "No canonical duplicate issue: the requests are about different capabilities and code paths, not the same bug or feature.", + "canonical_issue_reason": "No canonical issue: the two issues request different features and would be solved by different code paths (Flash Attention 2 vs GGUF).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 26350 is the better representative issue only by discussion activity and age, but it is not a duplicate of 33260.", + "best_issue_reason": "Neither issue is a global best representative for the other, because they are distinct feature requests rather than duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature requests: one is for Flash Attention 2 support, the other for GGUF support. They are related only at a broad 'more architectures' theme, not the same underlying change." + "reason": "Different support requests for different integrations; they do not describe the same underlying bug or change." } ] }, @@ -13907,12 +13992,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "adc762a3c4bfe0ed98700f7c411845279288a0eab9a9651160efbb067a233c1e", + "prepared_review_unit_hash": "f9e0fc7ea5b52ac404589bfb78ecfd12aba987888059e87780a1ff3db8e2f32b", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, + "serialized_chars": 4453, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -13920,7 +14005,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, + "serialized_chars": 4453, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -13929,48 +14014,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are templated translation-request issues, not a clear duplicate set. The Turkish-specific issue is concrete, while the others are generic placeholders or separate language targets, so they should not be merged as the same underlying request.", - "confidence": 0.91, - "canonical_issue_reason": null, + "summary": "These are all language-translation issues, but they are not the same underlying bug/change: one is a concrete Turkish docs translation request, while the others are generic placeholder/template issues for unspecified languages. No duplicate cluster should be formed.", + "confidence": 0.95, + "canonical_issue_reason": "issue #27088 is the only concrete, language-specific report (Turkish). The others are generic template placeholders rather than a specific duplicate of that request.", "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 is the most concrete and specific item in the cluster, with an explicit Turkish translation request; the others are generic template variants with no distinct target language shown.", + "best_issue_reason": "#27088 is the most actionable and specific issue in the set, so it is the best representative if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different or unspecified language targets; similar template wording is not enough to treat them as the same issue." + "reason": "Different scope: Turkish docs translation versus a generic placeholder language-translation issue; not the same concrete request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "This is a generic placeholder-style translation request, not the same concrete Turkish request." + "reason": "Different scope: a specific Turkish translation request versus an unspecified template issue for any language." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Template similarity only; no evidence these are the same underlying translation task." + "reason": "Different scope: Turkish docs translation versus a generic placeholder issue; too broad to treat as duplicates." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both look like generic template instances, but they do not identify the same concrete language target or work item." + "reason": "Both are template-style placeholders, but they do not identify the same language or concrete translation task." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "High textual similarity alone is insufficient; no specific shared translation target is established." + "reason": "Template placeholders only; no evidence they refer to the same underlying translation request." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "These appear to be separate template-style requests rather than one identical issue." + "reason": "Template placeholders for unspecified languages; not the same concrete issue." } ] }, @@ -14035,184 +14120,184 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "eb25d1614f619d939c8ee4daa842bc13ddbb473e669bdab817440b9c484fc3bd", + "prepared_review_unit_hash": "502ce96aa6d705e3d6b303e42f97ff2f2834fc9b3df90d83adbb30c14f3cdcc0", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 25, - "serialized_chars": 16008, - "estimated_input_tokens": 4002, - "estimated_eval_tokens": 8260 + "serialized_chars": 16009, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 25, - "serialized_chars": 16008, - "estimated_input_tokens": 4002, - "estimated_eval_tokens": 8260 + "serialized_chars": 16009, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is a loose cluster of model-addition requests, not a true duplicate set. The items cover distinct models and often different modalities/tasks (BERT variants, ASR/TTS, OCR, sparse transformers, vision-language encoders), so the soft similarities are mostly generic wording rather than the same underlying change.", - "confidence": 0.95, - "canonical_issue_reason": "If forced to pick an anchor, issue:37015 is the broadest and most active generic model-add request, but it is not a true duplicate of the others.", + "summary": "This cluster is thematically similar but not duplicate: it contains separate model-support requests for different models, modalities, and architectures. None of the soft edges look like the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:37015 is the most active and broadly phrased model-add request here, so it works best as a cluster anchor; the rest are model-specific asks rather than duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:37015 has the strongest discussion activity and is the most representative generic request in this otherwise non-duplicate set.", + "best_issue_reason": "issue:37015 has the strongest discussion activity and is representative of the general 'add a model' request pattern in this group.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model targets (EuroBert config vs DEIMv2); shared theme is only generic model addition." + "reason": "Different model families (EuroBERT vs DEIMv2); only the generic 'add model' theme overlaps." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config request and Qwen3-TTS support are different model families and tasks." + "reason": "EuroBERT config request vs Qwen3-TTS support; different model and modality." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model additions; not the same underlying change." + "reason": "NeoBERT vs Qwen3-ASR; distinct models and speech task." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs circuit-sparsity model request; different architecture and code path." + "reason": "NeoBERT vs a weight-sparse transformer request; unrelated architectures." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are different model families and modalities." + "reason": "NeoBERT vs LFM2.5 Audio; separate model-support request." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct model requests, not one duplicate." + "reason": "NeoBERT vs ModernVBERT; different model additions." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are separate model support requests with different implementation needs." + "reason": "NeoBERT vs Voxtral-4B-TTS support; different models and code paths." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated requests; only broad model-add similarity." + "reason": "DEIMv2 vs Qwen3-TTS; unrelated model requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models and Qwen3-ASR are different tasks and code paths." + "reason": "ModernVBERT vs Qwen3-ASR; different model families and modality." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are not the same model or feature." + "reason": "ModernVBERT vs Qwen3-TTS; only broad model-request similarity." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models vs generic BERT-like RoPE support; related theme, but not the same change." + "reason": "ModernVBERT models vs a generic BERT-like RoPE request; related at a high level but not the same change." }, { "left": "issue:42503", "right": "issue:45027", "accept": false, - "reason": "ModernVBERT and Voxtral-TTS are different model support requests." + "reason": "ModernVBERT vs Voxtral TTS; separate model-support requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral-TTS are not duplicate changes." + "reason": "Generic RoPE support request vs Voxtral TTS support; not the same underlying change." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are different modalities and implementation paths; same family name is insufficient." + "reason": "Qwen3-TTS vs Qwen3-ASR; same family but different tasks and implementation." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS vs Voxtral-TTS are separate TTS model support requests." + "reason": "Qwen3-TTS vs Voxtral TTS; both speech-related but different models and integrations." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS vs DeepSeek-OCR2; different modalities and model targets." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "TTS support and weight-sparse transformer support are different feature/code changes." + "reason": "TTS support vs weight-sparse transformer request; unrelated." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are both audio-related but clearly different models and integrations." + "reason": "Qwen3-TTS vs LFM2.5 Audio; different model families." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are distinct audio model requests, not duplicates." + "reason": "Qwen3-ASR vs LFM2.5 Audio; separate speech-model additions." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support and EUPE encoder support are different model families and tasks." + "reason": "Qwen3-ASR vs EUPE encoder; different model types." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and circuit-sparsity transformer support are unrelated changes." + "reason": "ASR support vs sparse transformer request; unrelated code paths." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "Audio model request vs SAM3-LiteText; different model types and implementation work." + "reason": "LFM2.5 Audio vs SAM3-LiteText; different modalities/models." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer request and EUPE encoder request are different underlying changes." + "reason": "Weight-sparse transformer vs EUPE encoder; unrelated architectures." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-TTS are different speech models and code paths." + "reason": "Qwen3-ASR vs Voxtral TTS; different speech tasks and model integrations." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model additions." + "reason": "Qwen3-ASR vs DeepSeek-OCR2; different modalities/models." } ] }, @@ -14253,82 +14338,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "7cce7d1db6d3ce2f9ee54f6d2ba6dfb053d8aa4790ff7aea72db216b46d22c12", + "prepared_review_unit_hash": "23e2d8bef5d465243042c2a0ea811eca8cd2a4542737789ab5c7c44236a5caaf", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6293, - "estimated_input_tokens": 1574, - "estimated_eval_tokens": 3404 + "serialized_chars": 6290, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6293, - "estimated_input_tokens": 1574, - "estimated_eval_tokens": 3404 + "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": "False-positive cluster: the issues span unrelated bugs across different models and subsystems, with only superficial keyword overlap.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue stands out; the reports cover distinct problems (normalization behavior, Mask2Former loss handling, missing kwargs propagation, a type-hint typo, a quantization attribute typo, and a tokenizer regex warning).", + "summary": "These issues are not duplicates of one another; they span unrelated parts of the codebase (normalization, Mask2Former loss plumbing, config typing, quantization typo, tokenizer warnings). The cluster looks like a loose similarity bucket rather than a true duplicate set.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items describe different bugs in different subsystems, so none can safely represent the whole cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong representative of the cluster. If forced, 44031 is the broadest user-facing regression report, but it still does not align with the others.", + "best_issue_reason": "No single issue is a good global representative because there is no shared underlying defect across the set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different problem domains: Llama4 normalization semantics vs a ModernBERT config type-hint typo." + "reason": "Different problems: Llama4TextL2Norm/RMS norm behavior vs ModernBERTConfig type hint." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is separate from kwargs not being forwarded into the loss function." + "reason": "Mask2Former ignore_value usage is unrelated to kwargs not being forwarded to a loss function." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Unrelated subsystems: Mask2Former loss/ignore_value vs tokenizer regex warnings after a version bump." + "reason": "Different subsystems and symptoms: Mask2Former loss handling vs tokenizer regex warnings." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "No shared code path; one is a segmentation loss bug, the other is a typo in a quantization attribute name." + "reason": "Mask2Former loss bug is unrelated to a quantization attribute typo." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different artifact types and bugs: runtime loss behavior vs a config annotation mistake." + "reason": "No shared code path: model loss behavior vs config annotation issue." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Missing loss kwargs forwarding is not the same as an incorrect type hint in ModernBERTConfig." + "reason": "Generic loss-kwargs forwarding bug does not match a ModernBERTConfig type hint error." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "A type-hint bug and a tokenizer regex warning regression are unrelated." + "reason": "ModernBERT config typing issue is unrelated to tokenizer regex warnings after 4.57.3." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "ModernBERT config typing issue vs a literal typo in a different conversion path." + "reason": "A type-hint typo and a quantization-operation typo are different artifacts with different fixes." } ] }, @@ -14358,7 +14443,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "7f26a9e50cf93f54877d8d9b20dbe86c1c27e39deaa15fed3c9c8d86e8ebc753", + "prepared_review_unit_hash": "a1243e6efddfb5f277c3652a3a164cf81a2bad45234365f57d23dc5e9bed2729", "component_budget": { "node_count": 2, "item_count": 2, @@ -14380,18 +14465,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one is a generic request for block decoding, the other is a feature request for DeepSeek v3.2 support. They do not describe the same underlying bug or change.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #41084 is the broader, more general request around block decoding and is the better representative of that topic.", + "summary": "These two issues are not duplicates: one is a generic request for block decoding, while the other asks for DeepSeek v3.2 support. They describe different features and different problem scopes.", + "confidence": 0.95, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue #41084 is the best issue candidate because it is the more foundational/general problem statement, while #43037 is model-specific.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "The titles and likely scopes differ: block decoding versus DeepSeek v3.2 support. They are not the same bug or change and there is no explicit linkage or shared target." + "reason": "Different underlying requests: decoding behavior vs model support. No concrete overlap in code path or target." } ] }, @@ -14421,7 +14506,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "c24bd1fb854b312ac387e1c1df5f53f35cd2822c20b28cbdc1dbcd54acd2979e", + "prepared_review_unit_hash": "9f9aae11fef1f95e1431a0555dcb86231b336698403657817ea031e189304911", "component_budget": { "node_count": 2, "item_count": 2, @@ -14443,18 +14528,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct Trainer-related feature requests: one about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They share only a broad subsystem and are not duplicates.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These are related to Trainer custom behavior, but they target different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43598 is the broader Trainer customization request, but it does not describe the same bug/change as 43600, so there is no true canonical duplicate here.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue cleanly represents both topics; they are unrelated enough that neither should be treated as the canonical issue for the pair.", + "best_issue_reason": "Issue 43598 is the better representative of the cluster\u2019s general Trainer customizability theme, but the two issues are still distinct.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying requests: one changes input-column pruning behavior, the other adjusts FLOPS estimation for custom trainers. Same area (Trainer) but not the same bug or fix." + "reason": "Different underlying concerns: `remove_unused_column` behavior vs FLOPS estimation for custom trainers. They share a Trainer/customization theme, but not the same concrete fix." } ] }, @@ -14484,7 +14569,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "1dd9098894c31059fd5cb3a2fddeaef92e33859d1b73baa60e2353c63c5e07ef", + "prepared_review_unit_hash": "cc0304f38263b52bf3f5c9fc4cc00dcebd59993b72a06457309cd95a768308ad", "component_budget": { "node_count": 2, "item_count": 2, @@ -14506,18 +14591,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very high level (Qwen auto-class support), but they target different model families and different AutoModel APIs, so they are not duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "Issue #43684 is broader and more general: it requests registration for Qwen3-Omni across core auto classes, making it the better representative if this cluster is grouped at all.", + "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They concern different model families and different task heads.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "#43684 is the better canonical issue because it describes a broader registration gap, while #44405 is a narrower task for a specific sequence-classification head on Qwen3.5.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: one asks for AutoModel/AutoModelForConditionalGeneration registration for Qwen3-Omni, the other asks for AutoModelForSequenceClassification support for Qwen3.5. They involve different model variants and different auto-class paths, so they should not be merged as the same bug/request." + "reason": "Different underlying feature requests: Qwen3-Omni base/generative model registration versus Qwen3.5 sequence-classification support. They do not look like the same concrete bug or change." } ] }, @@ -14554,12 +14639,12 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "ca92f410b4da238dd16083ef795d5da4b6dcb52957138ef7dc6ad2bbffa8c25b", + "prepared_review_unit_hash": "e9726516a3523bafae1e71a23ebb67bd1e926c77805610eea91f4ca67be072b2", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -14567,7 +14652,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4262, + "serialized_chars": 4264, "estimated_input_tokens": 1066, "estimated_eval_tokens": 2388 }, @@ -14576,55 +14661,58 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the same generic title \"huggingface \" and look like near-duplicate placeholders; one issue titled \"Fett\" is unrelated. I would keep the earliest huggingface report as the representative issue, but confidence is limited because the bodies contain no actionable detail.", - "confidence": 0.57, - "canonical_issue_reason": "issue:43845 is the earliest of the near-identical \"huggingface \" reports and is a reasonable representative for the cluster.", + "summary": "Three issues share the same near-identical 'huggingface' title and look like duplicates; 'Fett' appears unrelated. I would cluster the huggingface trio together and leave the other issue separate.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical 'huggingface' reports and is a reasonable representative for that duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best issue to retain because it is the earliest among the repeated huggingface-titled reports; however, the cluster is too underspecified to prove an exact duplicate set.", + "best_issue_reason": "43845 is the best issue representative because it is earliest and matches the repeated 'huggingface' title pattern seen in the other likely duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles; \"Fett\" does not look like the same underlying report as the huggingface placeholder issues." + "reason": "Different titles ('Fett' vs 'huggingface') and no concrete evidence they describe the same problem." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared details beyond generic similarity." + "reason": "Different titles and no shared target or body evidence tying them to the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles; no evidence these describe the same problem." + "reason": "'Fett' does not appear to be the same underlying report as the 'huggingface' issues." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "The titles match, but the bodies are too sparse to confirm the same underlying bug with confidence." + "accept": true, + "reason": "Same title, very similar metadata, and close creation times; these look like duplicate reports of the same issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same generic title, but the available text is too minimal to safely treat them as the same issue." + "accept": true, + "reason": "Same title and strongly similar issue pattern, so they plausibly refer to the same underlying report." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Same generic title, but no concrete evidence shows they are the same underlying report." + "accept": true, + "reason": "Same title and near-identical report pattern; likely duplicate issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: 43845, 43846, and 43859 share the same title and close creation times, while 43835 has a different title and no strong linkage. The soft-edge verdicts are conservative and do not overclaim beyond the available similarity evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14658,88 +14746,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "19f232c873586bd704c8948bd44c826959351073a84ace2172e5815a0e44ba47", + "prepared_review_unit_hash": "86a90ea77275efa1cecb7dbdc7530247c43c1b197dcfe9c33d9dd04ccd39a45d", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly spammy or placeholder issues with no evidence they describe the same underlying bug or request. None of the soft similarity links are strong enough to treat as duplicates.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44418 is the only item that resembles a real user-facing request (a documentation enhancement) rather than obvious spam, so it is the least-bad issue to anchor the cluster if one must be chosen.", + "summary": "All five issues appear to be unrelated low-information or spam-like submissions; there is no evidence of a shared underlying bug, feature request, or duplicate thread worth collapsing.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the cluster does not describe one coherent problem or request, only unrelated spam/generic titles.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44418 is the best standalone representative because it is the only non-spam-looking issue; the others are generic spam or unrelated text and should not be merged with it.", + "best_issue_reason": "No best issue: none of these issues is a substantive representative for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both titles are generic spam placeholders; no concrete shared bug or change is described." + "reason": "Both are spam-like placeholders; no shared concrete issue." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Generic spam titles with no actionable content; not the same underlying issue." + "reason": "Both are spam-like placeholders; no shared concrete issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam, the other is a documentation enhancement suggestion; unrelated." + "reason": "One is spam, the other is a generic documentation suggestion; not the same bug/change." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a specific quoted phrase; no duplicate signal." + "reason": "Unrelated spam versus a distinct branded/title submission." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Documentation enhancement request and spam placeholder are not the same issue." + "reason": "Generic documentation request and spam are not duplicates." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Documentation enhancement request versus spam placeholder; no shared bug/change." + "reason": "Generic documentation request and spam are not duplicates." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no evidence they refer to the same concrete problem." + "reason": "Both are spam-like, but there is no meaningful underlying bug or change to merge." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a different quoted-text title; unrelated." + "reason": "Spam-like placeholder and unrelated branded/title submission; no shared issue." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a different quoted-text title; not a duplicate." + "reason": "Spam-like placeholder and unrelated branded/title submission; no shared issue." } ] }, @@ -14769,12 +14857,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "415c4aa3e00e24ce1931372625b1dcfeb68b94dc4d819f3e1ae3de82e9df4ae9", + "prepared_review_unit_hash": "456f995efe9ba1b8713d74555ae377ab14e4a339a4b8972cd2f8020cecc5ff4d", "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 }, @@ -14782,7 +14870,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -14791,27 +14879,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues have the same title and very similar body size/content, with no distinguishing links or filenames. They look like duplicate reports of the same Energy/N6 Arithmetic idea.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #45145 is the better canonical because it has the same title as #45151 and slightly more inbound reference activity, suggesting it is the more connected duplicate target.", + "summary": "The two closed issues look like a likely duplicate / same-topic pair: identical titles, similar body sizes, and no distinguishing targets or filenames. #45145 is the better canonical thread because it was created first and already has inbound reference activity.", + "confidence": 0.92, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and already has inbound reference activity, making it the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best representative of this issue cluster since it appears equivalent to #45151 but has a bit more discussion/linkage.", + "best_issue_reason": "#45145 is the strongest representative of the cluster: earliest report, same title/topic, and no signals suggesting a different underlying issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title, same apparent topic, and no evidence of a different underlying problem; these are duplicates." + "reason": "Identical titles and similar body lengths make this a likely duplicate or same-topic issue pair; there is no visible evidence of distinct scope, though the body contents are not shown so the match should be treated conservatively." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusions are grounded in the packet: the issues have identical titles, similar body lengths, and only soft similarity evidence, with no conflicting links or filenames. The canonical choice is also conservative and based on the slightly higher inbound reference count for #45145. The soft-edge accept is reasonable here." + "accept": false, + "feedback": "The canonical-thread choice is grounded, but the soft-edge verdict is too strong for the evidence. The packet only gives identical titles, similar body lengths, and soft_similarity; it does not show the body contents, so saying the issues have the \u201csame issue content\u201d or are \u201cnear-perfect duplicates\u201d overstates what\u2019s supported. This should be framed more conservatively as a likely duplicate/same-topic pair rather than a confirmed duplicate." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14873,7 +14961,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -14881,7 +14969,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-12", + "cluster_id": "cluster-39895-14", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -14890,170 +14978,200 @@ "pull_request:43254", "pull_request:43424", "pull_request:43823", + "pull_request:43989", "pull_request:43995", "pull_request:44827", "pull_request:45170", "pull_request:45213", - "pull_request:45587" + "pull_request:45587", + "pull_request:45589" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", "pull_request:41855|pull_request:43823", "pull_request:41855|pull_request:43424", "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:45589", "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:45589", "pull_request:43823|pull_request:43995", - "pull_request:43823|pull_request:44827", + "pull_request:43989|pull_request:45589", + "pull_request:43995|pull_request:45589", "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", "pull_request:44827|pull_request:45587", "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45589", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "9bd24c94d579fabe4f58899fc0b189a5c31340ff58adfb148d48f1825e471544", + "prepared_review_unit_hash": "ea42c5359766e50652d1f347289c27057c7cc0ac6a6254ee738acc63471f6826", "component_budget": { - "node_count": 12, - "item_count": 12, - "soft_pair_count": 17, - "serialized_chars": 32981, - "estimated_input_tokens": 8246, - "estimated_eval_tokens": 16748 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 37897, + "estimated_input_tokens": 9475, + "estimated_eval_tokens": 19206 }, "budget": { - "node_count": 12, - "item_count": 12, - "soft_pair_count": 17, - "serialized_chars": 32981, - "estimated_input_tokens": 8246, - "estimated_eval_tokens": 16748 + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 37897, + "estimated_input_tokens": 9475, + "estimated_eval_tokens": 19206 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Almost all pairs are unrelated across distinct model additions, refactors, tests, docs, or drafts. The only true duplicate is the loss-utils cross-entropy kwargs fix: 43251 and 43254 both target issue 43240 and patch the same function in the same code path.", - "confidence": 0.95, + "summary": "This cluster is mostly unrelated PRs across different subsystems. The only clear duplicate is the pair of loss-utils cross-entropy fixes; everything else should stay separate.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is a good canonical representative for the only true duplicate pair because it and 43254 both target issue 43240 and modify src/transformers/loss/loss_utils.py in the same cross-entropy forwarding path; the choice is representative, not because it is materially more complete.", + "canonical_pr_reason": "PR #43251 is the better canonical representative for the only true duplicate pair: it has the explicit issue link to #43240, more review activity, and the same concrete `fixed_cross_entropy` change as #43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best overall PR representative for deduping because it belongs to the only confirmed duplicate pair and is explicitly linked to issue 43240, making it a clean anchor for the shared loss-utils fix.", + "best_pr_reason": "PR #43251 is the strongest single PR in this set because it is a focused, concrete bug fix with an explicit target issue and it matches the only accepted duplicate edge in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model addition vs executorch dynamic-shape export test; unrelated changes." + "reason": "Different changes: VideoPrism model/docs addition vs Executorch dynamic-shape test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer method addition vs new MobileLLM model implementation; different features and code paths." + "reason": "Unrelated areas: Mistral tokenizer methods vs adding MobileLLM model files." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API work vs executorch export testing; not the same underlying bug or change." + "reason": "Tokenizer API additions and Executorch export tests are not the same bug or change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-construction robustness vs new model integration; unrelated." + "reason": "Processor auto-instantiation robustness vs new MobileLLM model implementation are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:45589", + "accept": false, + "reason": "Loss-function kwargs fix and flash-attention `s_aux=None` handling affect different code paths." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs fix vs MobileLLM model addition; no shared code-path problem." + "reason": "Cross-entropy helper fix is unrelated to adding MobileLLM." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility change vs Mistral4 test fixes; different concrete issues." + "reason": "Loss utility kwargs support is unrelated to Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test vs Mistral4 test fixes; both are tests but not the same fix." + "reason": "Executorch export testing and Mistral4 fixes are different changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch exportability test vs MobileLLM model implementation; unrelated." + "reason": "Dynamic-shape export test and MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", - "right": "pull_request:43995", + "right": "pull_request:45589", "accept": false, - "reason": "MobileLLM model addition vs Falcon output-interface refactor; different model families and change types." + "reason": "Adding MobileLLM and fixing flash-attention null handling are unrelated." }, { "left": "pull_request:43823", - "right": "pull_request:44827", + "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model vs Mistral4 test fixes; no common bug/change." + "reason": "New MobileLLM model code vs Falcon output-interface refactor are different changes." + }, + { + "left": "pull_request:43989", + "right": "pull_request:45589", + "accept": false, + "reason": "Auto video processor lookup fix and flash-attention null handling are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45589", + "accept": false, + "reason": "Falcon model refactor and flash-attention `s_aux` fix do not target the same issue." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs draft model-creation skill content; not duplicates." + "reason": "Falcon output-collection refactor and model-creation skill content are unrelated." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor vs Mistral4 test fixes; unrelated." + "reason": "Falcon refactor and Mistral4 test fixes are distinct model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:45587", "accept": false, - "reason": "Mistral4 test fixes vs continuous batching docs update; different subsystems and purposes." + "reason": "Mistral4 test/model work is unrelated to continuous batching documentation." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs CLIP-like weight-renaming cleanup; unrelated." + "reason": "Mistral4 test fixes and CLIP-family `layrnorm` rename corrections are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45589", + "accept": false, + "reason": "Mistral4 changes and flash-attention null handling are not the same bug or patch." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes vs draft model-creation skill; shared paths are incidental, not the same change." + "reason": "Mistral4 fixes and the model-creation skill PR are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition vs model-creation skill draft; no shared underlying bug or feature." + "reason": "MobileLLM model addition and the model-creation skill PR are not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch src/transformers/loss/loss_utils.py to forward supported kwargs to nn.functional.cross_entropy for issue 43240; they are near-identical variants of the same fix." + "reason": "Both PRs patch the same `fixed_cross_entropy` path to pass supported `cross_entropy` kwargs; they solve the same underlying issue (#43240) and could be merged into one fix." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair acceptance is grounded, but the canonical PR reasoning overstates the evidence: both 43251 and 43254 explicitly target issue 43240 and patch the same function, so the packet does not support claiming 43251 is 'more complete' than 43254. The rest of the soft-edge rejects look conservative." + "accept": true, + "feedback": "The assessment is grounded in the packet, and the soft-edge rejections are conservative. The only accepted duplicate pair is well supported: PR #43251 and #43254 both patch `src/transformers/loss/loss_utils.py`, share issue target #43240, and address the same `fixed_cross_entropy` kwargs bug. The summary appropriately characterizes the rest of the cluster as unrelated." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15061,7 +15179,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15077,7 +15195,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "5eea437ee5dac868dd94391308c8598c023d2279d6c26568c4557a0784104e08", + "prepared_review_unit_hash": "172049380f8ae0c4e269d98b613d579a391b1cd19be294522788cfbeed036f74", "component_budget": { "node_count": 2, "item_count": 2, @@ -15099,18 +15217,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs, but they are not the same change: #40546 adds the base VibeVoice implementation, while #42781 adds a separate VibeVoice Realtime extension with additional acoustic-tokenizer and generation changes. They should not be treated as duplicates.", - "confidence": 0.89, + "summary": "Two open PRs add related VibeVoice support, but they are not the same change: one is the initial VibeVoice implementation and the other is a draft for VibeVoice Realtime with additional tokenizer/feature-extractor work. They should not be deduplicated.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the foundational, more complete VibeVoice implementation and has substantial review activity; it is the better representative of the main model addition.", + "canonical_pr_reason": "PR #40546 is the better canonical representative because it is the earlier, broader initial VibeVoice implementation and appears to be the main integration PR rather than a follow-up variant.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best cluster representative because it covers the core VibeVoice codepath and docs, whereas #42781 is a narrower follow-up for realtime support.", + "best_pr_reason": "PR #40546 is the best PR for the cluster since it is the more complete, non-draft baseline implementation with higher discussion activity and covers the core VibeVoice integration.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Same model family, but different concrete scope: base VibeVoice implementation vs. realtime variant with extra tokenizer/generation work. Not the same mergeable change." + "reason": "Related feature area, but not the same concrete change: #40546 implements VibeVoice support, while #42781 adds VibeVoice Realtime and touches additional tokenizer/feature-extraction code. They could not safely be merged as one PR." } ] }, @@ -15124,7 +15242,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15140,12 +15258,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "89411a8e362a683daa60f23c7aafa79d12a1e1ef588cc0fcbb617fe6f7cf58df", + "prepared_review_unit_hash": "cb4f97083b58f650580d46054a8a1bd8008772ff2bc8345273dc4a9bbe6c5ec0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15153,7 +15271,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -15162,18 +15280,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two unrelated pull requests: one adds covariate forecasting for TimesFM, the other adds DINOv3 image classification support. They touch different models, code paths, and documentation, so they should not be merged as duplicates.", - "confidence": 0.97, + "summary": "These are two unrelated model-specific PRs: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They touch different codepaths, filenames, and user-facing features, so they should not be clustered together.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "Neither PR is a duplicate of the other; if one must be treated as representative, PR 40755 is the broader feature work because it spans model code, utilities, tests, and docs, but it is not a canonical match for PR 41224.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 40755 is the more substantial and self-contained change set, but the two PRs solve different problems and should remain separate.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and different concrete features: TimesFM covariate regression vs DINOv3 image classification support. No shared bug/change target, and they would not plausibly be one merged PR." + "reason": "Different models and different functionality: TimesFM covariate forecasting vs DINOv3 image classification. No shared codepath or mergeable common fix is evident." } ] }, @@ -15187,7 +15305,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15250,7 +15368,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15266,7 +15384,7 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "ade0862fa5b40ee50a77ef3df4cf3e247c883fdfb6bee5f5a9b8bac09c191aae", + "prepared_review_unit_hash": "f7dd01fd903ba223bc2aef7d3990c08397e33f24d9d846ab5d3eb42833af33fd", "component_budget": { "node_count": 2, "item_count": 2, @@ -15288,18 +15406,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests add entirely different model integrations (DeepSeek OCR vs. Isaac). They share only the usual Transformers boilerplate and registry updates, so they are not the same underlying change and should not be clustered as duplicates.", - "confidence": 0.94, + "summary": "Both PRs add entirely different new models and their related docs/auto-registration/tests. The overlap is from the standard boilerplate for integrating a new model, not from the same underlying change or bug.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true canonical for this pair because they target different models and separate codepaths; if forced, the DeepSeek OCR PR is the earlier, more established integration but it is not a duplicate of Isaac.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 41797 is the better representative only by convention: it is the earlier, more complete-looking model addition with broader review activity. However, it is not equivalent to 45186 and should not be treated as a duplicate of it.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions for different architectures (DeepSeek OCR vs. Isaac). Shared files are only autogenerated registries/docs that appear in many model-integration PRs, not evidence of the same bug or change." + "reason": "Different model families and different feature sets: DeepSeek OCR vs Isaac. Shared filenames are just common model-boarding scaffolding, not evidence of the same concrete code-path fix or mergeable PR duplication." } ] }, @@ -15313,7 +15431,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15329,12 +15447,12 @@ "soft_pairs": [ "pull_request:42166|pull_request:45426" ], - "prepared_review_unit_hash": "0e3ce74c15c13905f748f482878fa9c11bf16b4a3107f6b7950a1f80fc152023", + "prepared_review_unit_hash": "c570940cf4927898fd68b551fbc774f648d1904436faf5a0952b2c9660ebfc2a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5408, + "serialized_chars": 5407, "estimated_input_tokens": 1352, "estimated_eval_tokens": 2960 }, @@ -15342,7 +15460,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5408, + "serialized_chars": 5407, "estimated_input_tokens": 1352, "estimated_eval_tokens": 2960 }, @@ -15351,18 +15469,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are feature PRs adding different models (InternVLFlash vs AXK1). They overlap only in shared registration/auto-discovery files, not in the underlying code change, so they are not duplicates.", - "confidence": 0.97, + "summary": "Two unrelated model-addition PRs that both touch Transformers auto-registration and package exports, but they implement different models and codepaths (InternVLFlash vs AXK1).", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR fits this cluster: the PRs introduce different models with different implementations and test/docs surfaces.", + "canonical_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a single canonical PR, PR #42166 is the more substantial and well-scoped model addition with docs, tests, and integration files.", "best_issue_reason": null, - "best_pr_reason": "No global best PR is appropriate here because the PRs are unrelated feature additions; the overlap is limited to shared model registry plumbing.", + "best_pr_reason": "PR #42166 is the stronger standalone candidate because it includes documentation, tests, and the full model package wiring, whereas PR #45426 appears to be a smaller feature addition for a different model family.", "soft_edge_verdicts": [ { "left": "pull_request:42166", "right": "pull_request:45426", "accept": false, - "reason": "Reject: these are different model-addition PRs for different code paths and cannot plausibly be merged into one duplicate fix/change." + "reason": "Reject: they add different models and do not fix the same concrete bug or implement the same change. Shared auto-registry/package files are incidental and not enough to merge them into one PR." } ] }, @@ -15376,7 +15494,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15399,70 +15517,70 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "98c092ccb827bdf8fac102a0302171bd8565b7b3c8a930b4b1b511b61e369372", + "prepared_review_unit_hash": "6a1e246a5f98b3d8389eec01974dcef24ecbc934785864c643a580bcd0d11075", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 10170, - "estimated_input_tokens": 2543, - "estimated_eval_tokens": 5342 + "serialized_chars": 10167, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 10170, - "estimated_input_tokens": 2543, - "estimated_eval_tokens": 5342 + "serialized_chars": 10167, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four unrelated PRs that only share loose topical similarity (mostly Transformers/Whisper/test changes). They do not look like duplicates of the same underlying bug or change.", - "confidence": 0.89, + "summary": "These PRs are all nominally related by rough theme words, but the diffs point to distinct changes: Whisper ASR return-language plumbing, Whisper tokenizer/test cleanup, a CLIP/ViT test-only patch, and a broad FP8 dequant/model-loading fix. I do not see duplicate underlying bugs or mergeable same-change pairs.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42227 is the cleanest canonical candidate: it has an explicit issue target, a focused code-path fix in the ASR pipeline, and a clear bug description.", + "canonical_pr_reason": "PR 42227 is the strongest canonical representative: it has a concrete user-facing bug fix, an explicit linked issue, and a focused code-path change in Whisper ASR parameter forwarding.", "best_issue_reason": null, - "best_pr_reason": "PR 42227 is the most representative and mergeable-looking change in the set; the others are either unrelated test edits or a different FP8/dequantization effort.", + "best_pr_reason": "PR 42227 is the best global representative because it is the most concrete and well-scoped functional fix in the set, with direct issue linkage and clear intent.", "soft_edge_verdicts": [ { "left": "pull_request:42227", "right": "pull_request:43291", "accept": false, - "reason": "Both mention Whisper, but one fixes ASR return_language plumbing while the other changes Whisper tokenizer/test behavior. Different code paths and different bugs." + "reason": "Both mention Whisper, but 42227 fixes ASR return_language forwarding while 43291 changes tokenizer decode/batch handling and tests; different code paths and different bugs." }, { "left": "pull_request:42227", "right": "pull_request:43665", "accept": false, - "reason": "42227 is a Whisper pipeline fix; 43665 is unrelated model test edits for CLIP/ViT. No shared underlying issue." + "reason": "42227 is a Whisper pipeline bug fix; 43665 is only test-file edits for CLIP/ViT and does not target the same issue or code change." }, { "left": "pull_request:42227", "right": "pull_request:44815", "accept": false, - "reason": "Whisper return-language plumbing is unrelated to FP8/dequantization/model-loading work. Different subsystem and bug class." + "reason": "42227 is a focused Whisper pipeline fix, while 44815 is a broad FP8/dequant/model-loading change across multiple files; unrelated underlying problems." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Tokenizer/test changes for Whisper do not match CLIP/ViT test edits. Similar in being tests, but not the same change or bug." + "reason": "Whisper tokenizer/test changes versus CLIP/ViT test edits; no shared concrete bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode/test cleanup and FP8 dequant fix are unrelated code paths and should not be merged as duplicates." + "reason": "Tokenizer/Whisper cleanup and FP8 dequant work are unrelated subsystems and fixes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "The shared similarity is only that both touch tests somewhere, but the actual changes target unrelated model families and problems." + "reason": "Test-only CLIP/ViT edits are not the same underlying bug as the broad dequant/model-loading fix." } ] }, @@ -15476,7 +15594,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15492,7 +15610,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "ff018e71bbef2f94bf22e7703b445616f369c8290cf00ecac795da660087aeec", + "prepared_review_unit_hash": "0361210ef859ba4c4ec84fca729196db3535aa9a3600b41f4a03873ef672fd23", "component_budget": { "node_count": 2, "item_count": 2, @@ -15514,18 +15632,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated GitHub Actions maintenance PRs: one upgrades many workflow actions for Node 24 compatibility, the other bumps a smaller set of workflow/action versions, mainly docker/build-push-action. They overlap in files but do not look like the same fix or change.", - "confidence": 0.92, + "summary": "These are both workflow dependency-upgrade PRs, but they target different GitHub Actions and different failure modes: one is a Node 24 compatibility sweep for core GitHub Actions, the other upgrades Docker build actions to newer versions. They overlap in files because both touch CI workflows, but they are not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better canonical representative because it is the broader, more clearly scoped workflow-action upgrade aimed at Node 24 compatibility, touching many of the same automation files.", + "canonical_pr_reason": "PR #42975 is the cleaner representative because its scope is explicit and coherent: upgrading GitHub Actions for Node 24 compatibility across workflows. Its title matches the concrete dependency set shown in the diff (checkout/cache/upload-artifact).", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the best overall representative of the cluster: it has the clearest stated purpose, the widest workflow coverage, and summarizes the common theme of action-version maintenance.", + "best_pr_reason": "PR #42975 is the best standalone PR in this cluster because it has the clearest, most specific maintenance goal and broad workflow coverage. PR #42976 is also a valid dependency bump, but it is narrower and centered on Docker build actions rather than the same code-path problem.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency bumps, but they upgrade different actions for different reasons: #42975 targets Node 24 compatibility across many workflows, while #42976 mainly updates docker/build-push-action to v6. Shared workflow filenames alone are not enough to treat them as the same underlying change." + "reason": "Reject: both are workflow-action upgrades, but they update different actions and solve different compatibility/versioning concerns. Sharing workflow filenames is not enough to treat them as the same change, and they would not plausibly be merged into one PR without conflating separate dependency updates." } ] }, @@ -15539,7 +15657,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15562,7 +15680,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "6e144bf9570e2f5eb42f778e4a10f9079c2d1dc41c36d893b1121a5bb28f73a6", + "prepared_review_unit_hash": "5930752b9ee66e63c4d1c703c0d0a1990ce4f10dc2e311e364063c63bb53438b", "component_budget": { "node_count": 4, "item_count": 4, @@ -15584,48 +15702,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These four PRs are separate model-integration additions (ViT NEPA, Molmo, Molmo2, and CTSM). They share some boilerplate paths like docs and auto-registration, but they do not describe the same bug or the same code change.", + "summary": "These are four separate model-addition PRs that only overlap on shared Transformers scaffolding (docs TOC, auto registries, tests). They do not look like duplicate fixes or mergeable into one underlying change set.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the four PRs target different model families and different implementation files, so none is a duplicate representative.", + "canonical_pr_reason": "No canonical PR: the items add different models (ViT NEPA, Molmo, Molmo2, CTSM) with distinct codepaths, configs, and tests; the overlap is only in shared registration/documentation plumbing.", "best_issue_reason": null, - "best_pr_reason": "PR 43451 is the broadest single integration, with the most files and review activity, but it is still not a duplicate of the others.", + "best_pr_reason": "No global best PR for deduplication purposes. If a representative is needed, none is clearly canonical because each PR targets a different model family and implementation.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA vs Molmo: different model integrations and different code paths; overlap is only in shared framework boilerplate." + "reason": "Different model families and implementations: ViT NEPA vs Molmo. Shared auto/config/docs files are generic scaffolding, not evidence of the same bug or change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA vs Molmo2 are unrelated model additions, not the same fix or feature." + "reason": "ViT NEPA and Molmo2 are unrelated model additions with different model code and tests; they only coincide on registry/docs updates." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM add different models with different implementations; not mergeable as one duplicate PR." + "reason": "CTSM and ViT NEPA are distinct model introductions; no shared concrete code-path problem beyond common Transformers registration plumbing." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo vs Molmo2 are distinct model families; shared docs/auto-registration does not make them duplicates." + "reason": "Molmo and Molmo2 are different model releases with separate configuration/model/processor files; this is not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are separate model integrations touching different model code." + "reason": "Molmo vs CTSM are unrelated model additions. The overlap in docs and auto mappings is too broad to indicate duplication." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model additions with no shared underlying bug or concrete code-path change." + "reason": "Molmo2 and CTSM fix/introduce different model families and codepaths; shared repo plumbing does not make them duplicates." } ] }, @@ -15639,7 +15757,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15658,52 +15776,52 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "c49b0af034f5601017c196ac612076acbebef736d291e1e6baaa8e38bd72d053", + "prepared_review_unit_hash": "b645b3a7b1519ab28b193b66a2b533a79666b50606b346c026861fa55e951ecb", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7469, - "estimated_input_tokens": 1868, - "estimated_eval_tokens": 3992 + "serialized_chars": 7466, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7469, - "estimated_input_tokens": 1868, - "estimated_eval_tokens": 3992 + "serialized_chars": 7466, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are unrelated placeholder PRs that only overlap on an incidental test file. They do not appear to fix the same underlying bug or change, so no soft-edge merge is warranted.", + "summary": "These are three unrelated placeholder/open PRs with superficial overlap in test filenames only. They do not look like duplicate fixes for the same underlying bug or change, so no soft edges should be merged.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43532 is the most central of the three: it touches multiple CI/workflow-related files and has the highest discussion/review activity, while the other two are narrower and look even more synthetic.", + "canonical_pr_reason": "No PR is a true canonical duplicate here; if one must be chosen as the cluster representative, #43532 is the broadest and most central-looking placeholder PR, with more discussion and the largest mixed workflow/test diff.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the best representative of the cluster because it has the broadest change surface and connects to both other PRs via weak similarity, but the overlap is still incidental rather than a shared fix.", + "best_pr_reason": "#43532 is the best representative of the group only because it is the most substantial and touches multiple workflow/test files, but it still is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "These are different placeholder changes: one is about setup/version/dependency metadata, the other is about workflow/comment CI plumbing. Shared vit test presence is incidental and not the same code-path problem." + "reason": "Different apparent purposes: #43488 is a setup/version/dependency format check PR, while #43532 rewires CI workflow handling and edits test files. Shared test filename is incidental, not the same code-path fix." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "One PR changes packaging/dependency setup, the other adds a CI workflow caller and unrelated tokenizer/test noise. No concrete shared bug or mergeable combined fix is evident." + "reason": "#43488 is about packaging/version/dependency bot behavior; #45476 is a CI workflow caller change plus unrelated code/test edits. No same underlying bug or mergeable single fix." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both touch CI-adjacent files, but they address different areas: comment/scheduled/slack workflow logic versus a new PR CI caller workflow plus tokenizer/test edits. The overlap is too broad and superficial to treat as the same change." + "reason": "Both are placeholder-style PRs and share a test file, but the concrete changes differ: #43532 modifies self-comment/self-scheduled/slack CI logic, while #45476 adds a PR CI workflow and unrelated tokenization/test edits. Not the same change." } ] }, @@ -15717,7 +15835,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15733,12 +15851,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "814e77809d208172e5bc54330b49f4b5c45becffc7de3b8b6ac40df6a6bb140c", + "prepared_review_unit_hash": "c4147a0ef084ae39f6273a7e4d1caaf434a6448ec5cdc429d0c7639bee3190c9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -15746,7 +15864,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -15755,18 +15873,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share documentation and pipeline infrastructure changes, but target different tasks/models and are not the same underlying change.", - "confidence": 0.93, + "summary": "Both PRs add new, similarly structured segmentation pipelines and share documentation/registration scaffolding, but they target different features and code paths: concept segmentation vs visual segmentation. They are related work, not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the better canonical representative for the cluster because it is the broader pipeline addition, with more model integrations and test coverage, while #43612 is a narrower sibling feature.", + "canonical_pr_reason": "No canonical PR as a duplicate: these are separate feature additions with different pipeline implementations and model/test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the best representative overall for this cluster: it has the wider scope, touches more related code paths, and is the more central of the two additions.", + "best_pr_reason": "PR 43613 is the stronger representative of the cluster because it is the broader visual segmentation feature and touches more concrete integrations and tests.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Do not merge: these add different pipelines for different segmentation tasks. The overlap is mostly shared docs/registry plumbing, not the same concrete bug or feature." + "reason": "Do not merge: despite similar scaffolding and docs, these implement different pipelines for different tasks/models (concept segmentation vs visual segmentation), so they are not the same underlying change." } ] }, @@ -15780,7 +15898,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15796,7 +15914,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "7525d53a7ac22053874b457dedc8a829a6000c4690c14e75d5d8a9b5e3169d11", + "prepared_review_unit_hash": "1ce8d24271b72df608cc8c91841a792a62a7ea53819601b63d3de481a3f5c1d5", "component_budget": { "node_count": 2, "item_count": 2, @@ -15818,18 +15936,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated open PRs in `trainer.py`: one changes gradient-accumulation loss scaling behavior, the other refactors signature-column filtering for custom trainers/PEFT models. They share a file and subsystem but not the same underlying bug or change.", + "summary": "The two PRs both modify `trainer.py` and add customization hooks, but they solve different problems: gradient-accumulation loss scaling vs. signature-based column filtering. They are not duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: these are distinct feature/refactor PRs with different code paths and goals, not duplicates of one another.", + "canonical_pr_reason": "No single canonical PR: 43651 adds `_loss_is_scaled_for_ga` for loss scaling behavior, while 43663 adds `_get_signature_columns` for dataset column filtering; they target different code paths.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a duplicate candidate; if a representative is needed, `#43651` is slightly more central to trainer training-step behavior, but it should not be treated as the same change as `#43663`.", + "best_pr_reason": "PR 43663 is the cleaner representative of the cluster because it is a focused refactor around signature-column computation, but it is still not the same change as 43651.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Both touch `trainer.py`, but one modifies loss scaling in `training_step` and the other adds an overrideable signature-column helper for data filtering. Different bugs/changes, not mergeable as one PR." + "reason": "Different underlying trainer behaviors: one changes gradient-accumulation loss scaling, the other changes signature-column filtering. Shared file alone is not enough to treat them as the same fix." } ] }, @@ -15843,7 +15961,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15861,55 +15979,55 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "aaae9ca124a545dcbb9947a6aed2b8214570914fb751060eaf028752f2cbe194", + "prepared_review_unit_hash": "c34efc72816797cbee854289dd7646c45aa7525e3b7cae4ade3138bd5a60eb87", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are small, overlapping fixes in `src/transformers/cli/serve.py` around `TypeAdapter`/typing evaluation at import time. PR 43842 is the cleanest and most directly scoped fix; 43836 looks like a close variant of the same bug; 43656 is similar but less clearly the same concrete failure mode.", - "confidence": 0.74, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most focused and explicit fix for the runtime `TypeAdapter` NameError, with minimal scope and a clear explanation tied to pydantic being absent.", - "best_issue_reason": null, - "best_pr_reason": "PR 43842 best represents the cluster because it directly addresses the concrete import-time `TypeAdapter` NameError with the smallest, most targeted change set.", + "summary": "`43836` and `43842` are the same underlying `TypeAdapter` NameError fix in `src/transformers/cli/serve.py` and share issue target `43824`; `43656` is a different typing/`__future__` cleanup aimed at `43576`, so it should not be clustered with them.", + "confidence": 0.88, + "canonical_issue_reason": "`43824` is the best issue anchor because it is the explicit shared target for the two PRs that fix the concrete `TypeAdapter` NameError in `cli/serve.py`.", + "canonical_pr_reason": "`43842` is the best canonical PR because it is the most direct, narrowly scoped fix for the `TypeAdapter` NameError and is explicitly tied to `43824`.", + "best_issue_reason": "`43824` best represents the shared bug being fixed by the matching PR pair; `43576` is a different tracking issue for a broader typing cleanup.", + "best_pr_reason": "`43842` is the strongest representative PR: it directly addresses the import/type-annotation failure with the smallest, most targeted change.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both touch the same file and mention `TypeAdapter`, but 43656 appears to be a broader typing/annotation cleanup and has a different issue target; the evidence is not strong enough to say it is the same exact bug/fix." + "reason": "Both touch `cli/serve.py`, but `43656` targets a different issue (`43576`) and its diff is broader typing/`from __future__` cleanup rather than the specific `TypeAdapter`-under-`TYPE_CHECKING` NameError fix." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "These are very likely the same underlying `TypeAdapter` NameError fix in `serve.py`: both target the same issue, both are tiny annotation-only changes, and both avoid runtime evaluation of `TypeAdapter`." + "reason": "They fix the same concrete `TypeAdapter` NameError in the same file and share explicit issue target `43824`, so they are the same underlying bugfix." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary stays within the packet evidence and is suitably conservative. PR 43842 is clearly the smallest, most targeted TypeAdapter fix. The 43836/43842 soft-accept is defensible because they share the same issue target and file and appear to be alternative solutions to the same import-time typing problem. The 43656/43842 reject is also conservative given the weaker linkage and different issue target." + "accept": false, + "feedback": "The packet supports 43836 \u2194 43842 as the same bugfix more clearly (shared issue target 43824 and same file), but it does not cleanly support treating 43656 as part of that same cluster. 43656 targets a different issue (43576) and its diff shows a broader `from __future__ import annotations`/typing cleanup rather than the explicit `TypeAdapter`-under-TYPE_CHECKING fix in 43842. So the summary overstates that all three PRs point at the same problem, and the soft-edge accept for 43656 \u2194 43842 is too strong." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15917,7 +16035,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15983,7 +16101,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15999,7 +16117,7 @@ "soft_pairs": [ "pull_request:43973|pull_request:45283" ], - "prepared_review_unit_hash": "943436408822dc567b5d61dd36502cbe2f8f715d5c54c74363f63b0d61951814", + "prepared_review_unit_hash": "19c3459a7006c0df3ea236355e6474a168a3d742b204ee8c9b26ffcd8fdc30d5", "component_budget": { "node_count": 2, "item_count": 2, @@ -16021,18 +16139,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated: one adds the new Lfm2Audio model package and docs, while the other adds Qwen3.5 GGUF loading support via integration mappings. They do not target the same bug or code path.", - "confidence": 0.97, + "summary": "The two pull requests are unrelated: one adds a new Lfm2Audio model/docs/tests, while the other adds GGUF loading support for Qwen3.5. They do not target the same code path or fix the same underlying problem.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43973 is the better canonical PR candidate for this cluster only because it is a self-contained model addition with an explicit issue target and substantial implementation/test/docs coverage.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43973 is the strongest representative of the cluster, but the cluster is not a duplicate set; PR 45283 is a separate GGUF-loading change for a different model family.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43973", "right": "pull_request:45283", "accept": false, - "reason": "Different features and code paths: Lfm2Audio model/docs/tests versus Qwen3.5 GGUF loading mappings. Shared transformer infrastructure is too broad to indicate the same underlying change." + "reason": "Different features in different areas of the codebase: Lfm2Audio model integration vs Qwen3.5 GGUF mapping/loading support. No shared bug or mergeable common fix path." } ] }, @@ -16046,7 +16164,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -16159,298 +16277,334 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "cd98c8fbcb8a4ff605858352e22680c7229a3a18d58c4e2a3526abbd1ced83ea", + "prepared_review_unit_hash": "9a09453f74166ff81b2b15df8a6e938d6b1feba974d1e1b54203c5ed8e8941b9", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76936, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "serialized_chars": 76932, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a refactor series for standardized output tracing across many model implementations. Most pairs are not true duplicates because they touch different models/code paths. The only clear duplicate-like subclusters are GPT-Neo (#44018/#44068) and the GPT-J family (#44066/#44085/#44722), which overlap on the same model files and the same decorator-based output-tracing change.", - "confidence": 0.79, - "canonical_issue_reason": "Issue #43979 appears to be the umbrella tracking issue for the standardized output-tracing refactor across models, which explains the shared lineage of many PRs in this cluster.", - "canonical_pr_reason": "PR #44722 is the best canonical PR: it is the most complete representative of the GPT-J/CodeGen output-tracing refactor, directly targets the shared issue, and covers the same concrete decorator-based code path as the overlapping GPT-J PRs.", - "best_issue_reason": "#43979 is the best issue anchor because it is the shared tracker for the broader refactor work, even though it is an umbrella rather than a narrow bug report.", - "best_pr_reason": "#44722 is the strongest single PR to keep as the representative example of the shared change set because it is explicit, broader than the earlier GPT-J-only variants, and aligns with the same implementation path.", + "summary": "This cluster is mostly a loose theme of model-by-model output-tracing refactors, not one true duplicate set. The only strong duplicates are the GPT-Neo pair and the GPT-J/CodeGen/GPT-J follow-up trio; the rest are independent model ports that happen to reference the same umbrella issue.", + "confidence": 0.61, + "canonical_issue_reason": "Issue #43979 is the shared umbrella tracking issue referenced by most of the PRs in the cluster.", + "canonical_pr_reason": "PR 44066 is the best representative: it is explicitly tied to #43979, covers the core GPT-J output-tracing refactor, and is broad enough to subsume the later GPT-J follow-ups.", + "best_issue_reason": "No issue artifact is present in the input; #43979 is still the natural canonical issue because it is the only common target across the cluster.", + "best_pr_reason": "44066 is the strongest canonical PR candidate because it is the most central true-duplicate anchor among the accepted edges and has the clearest tracking linkage.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and files (CVT/FNet vs GPT-J); same umbrella refactor theme, but not the same concrete code path." + "reason": "Different model families (FNet/CVT vs GPT-J); same umbrella issue is not enough to make them duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are output-tracing refactors, but they target unrelated model implementations (CVT/FNet vs DeBERTa-v2)." + "reason": "FNet/CVT output-tracing refactor and DeBERTa output-tracing refactor are separate model-specific changes." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch GPT-J output tracing in the same model file and appear to be overlapping/superset variants of the same change." + "reason": "Both are GPT-J output-tracing refactors in the same code path; they look like overlapping/duplicate iterations of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet vs EfficientNet: same style of refactor, but different model code paths." + "reason": "RegNet vs EfficientNet are distinct implementations; shared issue target does not imply duplicate PRs." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated model implementations; shared issue link is not enough." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model refactors." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are separate model refactors, not the same underlying bug or change." + "reason": "GPT-J/CodeGen versus EfficientNet are different changes in different code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa-v2 are different code paths despite similar output-tracing cleanup." + "reason": "MobileNetV2 and DeBERTa refactors are unrelated model-specific ports." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different model internals." + "reason": "GPT-J/CodeGen output tracing and MGP-STR output tracing are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate architectures; not the same change." + "reason": "GPT-J/CodeGen and MPT are separate architectures with different refactor scopes." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors over the same model file/test set and look like duplicate/superset variants." + "reason": "Same model family (GPT-Neo), same file, same output-tracing refactor; these look like duplicate/alternate versions of the same patch." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo: similar refactor pattern, but different model code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are different model changes, even though they share the same refactoring theme." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are distinct model refactors." + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific refactors." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated; same issue target does not make them duplicates." + "reason": "ResNet and GPT-J/CodeGen are unrelated model ports." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model implementations and not mergeable as one change." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J output tracing; different code paths." + "reason": "ResNet and GPT-J are separate model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated model refactors." + "reason": "GPT-Neo and ResNet are different architectures and code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT: same refactor theme, different concrete implementation." + "reason": "ResNet and MPT are unrelated output-tracing refactors." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are separate model code paths." + "reason": "GPT-Neo and Flaubert/XLM are separate model changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo is a different model family from GPT-J/CodeGen." + "reason": "GPT-Neo and GPT-J/CodeGen are different implementations; same theme is too broad." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are unrelated implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-Neo vs SpeechT5: different model families, only a shared refactor style." + "reason": "MPT and GPT-J/CodeGen are unrelated model-specific refactors." }, { - "left": "pull_request:44018", + "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are different code paths." + "reason": "GPT-2 and MGP-STR are different models and code paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44085", + "left": "pull_request:44059", + "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J are related only at a high level; not the same model change." + "reason": "GPT-2 and GPT-J/CodeGen are unrelated model refactors." }, { - "left": "pull_request:44068", + "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model refactors." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT vs GPT-J are distinct model implementations." + "reason": "GPT-J and MGP-STR are unrelated model changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44098", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 and MGP-STR are different models; not a duplicate." + "reason": "ViLT and Flaubert/XLM are distinct model-specific output handling changes." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "GPT-2 output-tracing refactor is separate from GPT-J/CodeGen." + "reason": "GPT-Neo and GPT-2 are different model families." }, { - "left": "pull_request:44085", + "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated code paths." + "reason": "GPT-Neo and MGP-STR are unrelated." }, { - "left": "pull_request:44098", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are separate implementations." + "reason": "VisualBERT and Flaubert/XLM are separate model-specific refactors." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are unrelated model refactors." + "reason": "VisualBERT and LongT5 are unrelated implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer vs VisualBert: same pattern, different code paths." + "reason": "Flaubert/XLM and LongT5 are different model families." }, { "left": "pull_request:44017", - "right": "pull_request:44161", + "right": "pull_request:44018", "accept": false, - "reason": "SegFormer and LongT5 are different models; not a true duplicate." + "reason": "SegFormer and GPT-Neo are unrelated model changes." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:43997", + "right": "pull_request:44056", "accept": false, - "reason": "GPT-Neo and MPT are different architectures." + "reason": "RegNet and MPNet are separate model refactors." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are unrelated code paths." + "reason": "MPT and ImageGPT are unrelated models." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are different model implementations." + "reason": "TextNet and Flaubert/XLM are different model-specific changes." }, { "left": "pull_request:43997", - "right": "pull_request:44056", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet and MPNet are separate model refactors." + "reason": "RegNet and GPT-Neo are unrelated." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet and GPT-Neo are unrelated." + "reason": "MPNet and LongT5 are unrelated model refactors." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are different model code paths." + "reason": "RegNet and LongT5 are separate code paths." }, { - "left": "pull_request:44056", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "MPNet and LongT5 are unrelated model-specific changes." + "reason": "TextNet and LongT5 are unrelated." }, { - "left": "pull_request:43996", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "CVT/FNet and LongT5 are different implementations; shared refactor theme is not enough." + "reason": "RegNet and MPT are different architectures." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different model code paths." + "reason": "SqueezeBERT and MPT are unrelated model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are distinct model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are separate model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are different models and code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViTS are separate model-specific changes." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are separate model implementations; same output-tracing style only." + "reason": "FocalNet and ImageGPT are unrelated models." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing refactor; 44722 looks like a later/broader variant that still overlaps the same concrete change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing code path; the later PR extends the same change set into a broader patch." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded in the packet, and the soft-edge accepts are conservative: both accepted pairs are same-model, same-file overlaps that look mergeable into one PR for the same refactor. The rejections are appropriately cautious about different model code paths." + "feedback": "The cluster summary is grounded in the packet and stays conservative on most soft edges. The accepted duplicate pairs are supported by shared file paths and overlapping GPT-Neo/GPT-J scopes, and the canonical issue/PR choices are backed by explicit issue links and breadth of coverage. No clear overstatement of evidence stands out." }, "evaluator_used": true, "retried": false, @@ -16461,7 +16615,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 23, + "component_count": 24, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -16485,20 +16639,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "8f6f4ead4fb877334034eba773bcf856d0142d83356f688fa2bd8971c0ecf2f5", + "prepared_review_unit_hash": "ee937afb50f92fe91b630dec8f79cd3e3a5343931f147a264801c96a935e1967", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84503, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, + "serialized_chars": 13066, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -16507,42 +16661,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All items are model-specific refactors toward standardized output tracing/capture_outputs. They share a theme, but each PR targets a different architecture and code path, so they are not true duplicates.", - "confidence": 0.93, + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture APIs, but they affect different architectures and code paths. They are thematically similar, not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best cluster representative: it has an explicit issue target, a clear output-tracing refactor scope, and enough context to anchor the shared theme without conflating distinct model implementations.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest single representative because it is explicitly linked to an issue and cleanly expresses the standardized output capture refactor pattern seen across the cluster.", + "best_pr_reason": "PR 44073 is the best representative of the cluster\u2019s shared refactor pattern: it introduces `capture_outputs`/`can_return_tuple` and model-specific output-tracing hooks in a clear, self-contained way.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are output-tracing refactors, but they touch different model implementations (VisualBert vs TextNet) and different forward paths; they are related patterns, not the same concrete change." + "reason": "Same refactor theme, but different models and code paths (VisualBert vs TextNet); not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "These are separate model-specific refactors in MPNet and VisualBert. Similar decorator/capture_outputs work is not enough to treat them as one duplicate PR." + "reason": "Both standardize output tracing, but they target different model implementations (MPNet vs VisualBert) and are not mergeable as one concrete fix." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are different code paths with independent refactors; they may share a migration pattern, but they are not the same underlying bug or change." + "reason": "Model-specific refactors in different files for different architectures; similarity is only at the API-pattern level." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model files and implementations. The diff theme is similar, but this is not one mergeable PR for the same fix." + "reason": "Both migrate output handling, but RegNet and SqueezeBert are unrelated code paths and would not be one PR." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 each implement their own output-tracing refactor in separate model code paths; this is a shared migration style, not a duplicate change." + "reason": "Shared output-tracing migration theme, but SqueezeBert and SpeechT5 are distinct model changes; not a duplicate pair." } ] }, @@ -16556,7 +16710,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16621,268 +16775,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "e8084fb0789b2c511b36c9fcee64ab494a101e04502b2f87854312a4b2b24e80", + "prepared_review_unit_hash": "0d018a5713d1290bf9f951722b1ae663794df436f26938fd51176ca207d98401", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39782, - "estimated_input_tokens": 9946, - "estimated_eval_tokens": 20148 + "serialized_chars": 39787, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39782, - "estimated_input_tokens": 9946, - "estimated_eval_tokens": 20148 + "serialized_chars": 39787, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all model-specific implementations of the same broad output-tracing refactor theme, but they target different architectures and code paths. They do not look like duplicates of one another, so no soft edges should be merged.", - "confidence": 0.91, + "summary": "These PRs share a common output-tracing/refactor theme, but they are separate model-specific changes across different code paths and architectures. I found no true duplicates; all soft edges should be rejected.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster because it makes the most infrastructure-like tracing changes and spans closely related Mamba/Falcon-Mamba paths, rather than only applying the pattern in one model.", + "canonical_pr_reason": "44003 is the closest thing to a canonical PR: it spans two closely related Mamba-family implementations and includes the full tracing plumbing (`can_return_tuple`, `capture_outputs`, `_can_record_outputs`).", "best_issue_reason": null, - "best_pr_reason": "44003 is the clearest anchor PR for this cluster: it has the broadest tracing machinery changes and best captures the underlying refactor theme.", + "best_pr_reason": "44003 is the best cluster representative because it is broader and more structurally complete than the single-model refactors, while still targeting one coherent change pattern.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor pattern, but different model implementations (`timm_backbone` vs `upernet`) and no shared concrete code path." + "reason": "Same refactor theme, but different model families (`timm_backbone` vs `upernet`) and different forward paths." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing refactors, but they affect different models and different forward paths, so they are not the same change." + "reason": "Different architectures (`timm_backbone` vs `vision_text_dual_encoder`); not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model families (`timm_backbone` vs `univnet`) with separate forward logic; similar cleanup, not the same bug or patch." + "reason": "Different model code paths (`timm_backbone` vs `univnet`), so this is only thematic similarity." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "These touch unrelated model code paths (`timm_backbone` vs `mamba/falcon_mamba`), so they are not mergeable as one PR." + "reason": "Different subsystems (`timm_backbone` vs `mamba`/`falcon_mamba`); not one mergeable fix." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Shared theme only; `timm_backbone` and `rwkv` are separate architectures with different tracing behavior." + "reason": "Different model families (`timm_backbone` vs `rwkv`); same pattern, different change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both refactor output handling, but `mobilenet_v1` and `univnet` are distinct implementations with no shared underlying bug." + "reason": "MobileNetV1 and UnivNet are unrelated model paths; not the same bug or change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "`mobilenet_v1` and `upernet` are separate model paths; this is the same pattern applied independently." + "reason": "Different model families (`mobilenet_v1` vs `upernet`); only the refactor style matches." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model stacks (`mobilenet_v1` vs `depth_anything/prompt_depth_anything`); no common code path." + "reason": "Different code paths (`mobilenet_v1` vs `depth_anything`/`prompt_depth_anything`); not a duplicate." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "These are unrelated encoder/decoder and classification-style model paths, despite both adding tracing helpers." + "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated models; same tracing refactor theme only." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` are different subsystems; not the same underlying fix." + "reason": "MobileNetV1 and SpeechEncoderDecoder are separate architectures, not one shared fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` have different forward paths and output structures, so this is not one duplicate change." + "reason": "VisionTextDualEncoder and UnivNet touch unrelated forward implementations; not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor motif, but different models and APIs; no shared concrete code path." + "reason": "Different models (`vision_text_dual_encoder` vs `upernet`), so these should not be merged as duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are unrelated code paths, so they should not be merged together." + "reason": "Different families (`vision_text_dual_encoder` vs `mamba`/`falcon_mamba`); only a superficial similarity." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "These modify different model families and different output contracts; only the general theme matches." + "reason": "Different model stacks (`vision_text_dual_encoder` vs `depth_anything`), not the same underlying problem." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "`univnet` and `upernet` are separate model implementations; no shared bug or single PR target." + "reason": "UnivNet and UperNet are unrelated code paths; these are not duplicate fixes." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and different forward behavior; not the same underlying change." + "reason": "Different subsystems (`univnet` vs `mamba`/`falcon_mamba`); not mergeable into one PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are unrelated code paths, so this is not a duplicate." + "reason": "UnivNet and DepthAnything are different model families; same refactor pattern only." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are separate model families; similar output-tracing work is not enough to merge them." + "reason": "UperNet and RWKV are separate model implementations; not the same concrete change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "These touch unrelated model internals and do not fix the same concrete issue." + "reason": "Different model families (`upernet` vs `mamba`/`falcon_mamba`); no shared code-path fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Both are refactors, but `mamba/falcon_mamba` and `codegen` are distinct code paths with different output semantics." + "reason": "Mamba-family output tracing and CodeGen caching/output behavior are different concrete changes." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated model implementations; same theme, different changes." + "reason": "TimmBackbone and CodeGen are unrelated architectures; not a duplicate refactor." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` are separate model families, so they are not the same underlying fix." + "reason": "UnivNet and CodeGen are different model code paths, so this is only thematic similarity." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "`upernet` and `codegen` are unrelated forward paths and cannot plausibly be one merged PR." + "reason": "UperNet and CodeGen target different implementations; not the same bug or fix." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` differ in both architecture and output handling; not a duplicate." + "reason": "VisionTextDualEncoder and CodeGen are unrelated; shared refactor naming is not enough." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (`depth_anything` vs `vision_encoder_decoder`) and separate output-tracing changes." + "reason": "DepthAnything and VisionEncoderDecoder are different model families; no single underlying fix." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "`depth_anything` and `speech_encoder_decoder` are distinct code paths; these are parallel refactors, not one change." + "reason": "DepthAnything and SpeechEncoderDecoder are distinct code paths, not duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated model implementations with different output structures." + "reason": "DepthAnything and SuperPoint are unrelated models; same output-tracing theme only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "These target different architectures (`depth_anything` vs `rwkv`), so they are not the same underlying bug or patch." + "reason": "DepthAnything and RWKV are different architectures; not the same concrete change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are separate models; similar refactoring does not make them duplicates." + "reason": "DepthAnything and DPR are separate model families; not a duplicate fix." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are different code paths with no shared fix." + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths; only the refactor pattern matches." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "These update different encoder-decoder stacks and should be triaged separately." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different implementations, not one bug." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "`vision_encoder_decoder` and `superpoint` are unrelated model implementations." + "reason": "VisionEncoderDecoder and SuperPoint are distinct model families; not mergeable as duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different subsystems (`vision_encoder_decoder` vs `dpr`); same pattern, not the same change." + "reason": "VisionEncoderDecoder and DPR are unrelated model paths; same theme, different change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` do not share a concrete code path or bug." + "reason": "SpeechEncoderDecoder and SuperPoint are separate architectures; not the same underlying fix." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "These are separate model families (`speech_encoder_decoder` vs `rwkv`) with independent tracing adjustments." + "reason": "SpeechEncoderDecoder and RWKV touch different code paths; not duplicates." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are unrelated implementations, so not a duplicate pair." + "reason": "SpeechEncoderDecoder and DPR are unrelated models; only superficially similar." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are different model paths; no single concrete fix connects them." + "reason": "SuperPoint and RWKV are different subsystems; not the same concrete change." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "These are distinct model implementations with different output contracts, so they should not be merged." + "reason": "SuperPoint and DPR are unrelated model implementations, so reject." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are separate architectures and do not appear to fix the same underlying issue." + "reason": "RWKV and DPR are different model families; no shared code-path bug or change." } ] }, @@ -16896,7 +17050,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16915,12 +17069,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "788c14159f465e1d89c72ab5c5ff680b9654cbe795fb988d0e53c93e3bb67f0b", + "prepared_review_unit_hash": "c77fa17724bec77e80b0873b2a89f867e9b9e77a8c094bf5436e80ab10aaf236", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11072, + "serialized_chars": 11070, "estimated_input_tokens": 2768, "estimated_eval_tokens": 5792 }, @@ -16928,7 +17082,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 11072, + "serialized_chars": 11070, "estimated_input_tokens": 2768, "estimated_eval_tokens": 5792 }, @@ -16937,30 +17091,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are separate model-integration changes that only overlap in generic registry/docs wiring; they do not appear to be duplicates or the same underlying code-path fix.", - "confidence": 0.97, + "summary": "These are three separate model-addition PRs for different model families (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share common Transformers boilerplate and registration files, but they do not fix the same code-path problem and should not be deduplicated.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45075 is the strongest standalone candidate: it is a complete, non-draft model addition with converter, model, image-processing, processing, and test coverage, whereas the others are distinct integrations.", + "canonical_pr_reason": "No single canonical PR: each PR introduces a different model implementation and associated docs/tests, so none is a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the best overall representative because it is the most production-ready and self-contained of the three model additions.", + "best_pr_reason": "If forced to pick a representative, PR #45401 is the most self-contained and explicitly tracks its own target issue, but it is still not a substitute for the other two because it implements a different model.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models and use cases (PenguinVL vision-language vs Voxtral TTS). Shared auto/TOC files are generic integration boilerplate, not evidence of the same change." + "reason": "Different model families and code paths: PenguinVL vs Voxtral TTS. Shared auto-registration/docs are boilerplate, not evidence of the same bug/change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model integrations (PenguinVL vs DeepSeek-OCR-2). Overlap is limited to standard Transformers registry/docs files, so they are not the same underlying bug/change." + "reason": "PenguinVL and DeepSeek-OCR-2 are unrelated model implementations; overlap is limited to standard model plumbing and docs." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 OCR support and Voxtral TTS support are unrelated modalities and code paths; the overlap is only in common model-registration files." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model additions with different files, converters, and behaviors; not the same underlying change." } ] }, @@ -16974,7 +17128,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16990,12 +17144,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "dea6054d98e767949526b3bc34d9ea3286ebd7ae67c804cc3b2d92bd1ef09084", + "prepared_review_unit_hash": "069c45761b7b8a2514d2326ecda09d78995450354292c1d79512f5a1ac083c2d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17003,7 +17157,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17012,18 +17166,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target kernel/module fusion, but they are not the same change: #44979 introduces a low-level Module Fusion API, while #45363 implements n-to-1 kernel fusion through KernelConfig and integrates it into model loading/runtime. They look related and potentially dependent, not duplicate.", - "confidence": 0.91, + "summary": "These are related feature PRs about module/kernel fusion, but they are not the same concrete change. The first adds a generic Module Fusion API and tests; the second wires n-to-1 kernel fusion into KernelConfig/model loading paths. They could coexist, but I would not merge them as duplicates.", + "confidence": 0.83, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the better cluster representative because it is the more user-facing, end-to-end feature implementation and touches the main integration path for KernelConfig-based fusion.", + "canonical_pr_reason": "No issue is linked. If forced to pick one PR as the cluster anchor, PR #45363 is the more concrete end-to-end feature because it modifies the existing loading/integration path and includes an executable example.", "best_issue_reason": null, - "best_pr_reason": "#45363 has the clearest concrete scope and broader impact; #44979 is a foundational API piece rather than the full feature implementation.", + "best_pr_reason": "PR #45363 is the stronger representative of the cluster: it implements a specific kernel-fusion workflow across existing code paths, whereas PR #44979 is a standalone API foundation. PR #45363 is more likely to be the actionable, user-facing change.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but different layers of the stack: one adds the Module Fusion API, the other wires n-to-1 kernel fusion through KernelConfig and integrations. Not the same underlying change and not something that would naturally merge into one PR." + "reason": "Both are about fusion, but they target different layers: #44979 introduces a generic Module Fusion API, while #45363 adds n-to-1 kernel fusion through KernelConfig and model-loading integrations. Related theme, not the same underlying change or bug." } ] }, @@ -17037,7 +17191,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17053,7 +17207,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "13b67ffbb1eec714308edaae58d66fd0bfdf86eb975552fcd9cdbf66b846017b", + "prepared_review_unit_hash": "1a85d7ea68d2862d64b376db8d51324146b7848b500d74c5ea8a106045e50b79", "component_budget": { "node_count": 2, "item_count": 2, @@ -17075,18 +17229,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests address the same Mistral regex AttributeError in `_patch_mistral_regex` by changing the same pre-tokenizer access path. PR 45317 is the more complete version because it includes tests in addition to the code fix, so it is the best canonical PR.", + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; they are near-identical fixes for the same code path, with the later PR adding tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete representation of the change.", + "canonical_pr_reason": "PR #45317 is the better canonical PR because it implements the same fix as #45086 but also includes test coverage and appears to be the more complete change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best overall PR candidate: same concrete bug fix as 45086, but with added tests and slightly broader implementation coverage.", + "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same concrete bug fix, broader validation via tests, and clearer final form of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug and same code path: both replace `backend_tokenizer.pre_tokenizer` with `tokenizer.pre_tokenizer` in `_patch_mistral_regex`. The second PR appears to be a superset with tests, so these look mergeable into one change." + "reason": "Same underlying AttributeError fix in the same function and same file; the diffs are effectively the same code-path correction, so they are safe to treat as duplicates." } ] }, @@ -17100,7 +17254,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17116,7 +17270,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "44422564ac9e4ff89f16e3bb3734c0b3ca8b2263e88db1dc8e6f7f6236f2895c", + "prepared_review_unit_hash": "7eaa55a3e9d9677c04e1750af1ec04a3e3a441b5edf3647b1c45cc3a467a2d90", "component_budget": { "node_count": 2, "item_count": 2, @@ -17138,18 +17292,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related NemotronH-family refactors, but they target different concrete changes: one rewires NemotronH to inherit GraniteMoeHybrid and adds conversion mapping, while the other splits the family into NemotronH Dense/Sparse variants with docs, auto-mapping, and tests. They are not the same bug or change set.", - "confidence": 0.82, + "summary": "These PRs are related to NemotronH architecture work, but they address different changes: one refactors NemotronH to inherit GraniteMoeHybrid and adds conversion mapping support, while the other splits NemotronH into dedicated dense/sparse model families with docs and tests. They are not duplicates of the same underlying fix.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #45569 is the better representative because it is the broader, more user-facing architectural change: it introduces the dedicated NemotronHDense/NemotronHSparse model split, updates auto-mappings/docs, and includes tests. The other PR is a narrower refactor/conversion-mapping cleanup.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the better cluster representative because it is broader and more self-contained around the NemotronH family split, covering model registration, docs, and tests; #45115 is a narrower internal refactor/conversion-mapping change.", + "best_pr_reason": "PR #45569 is the strongest standalone change in the cluster since it directly implements the model family split and associated public API/documentation updates. PR #45115 is more of an internal refactor and conversion-mapping support patch.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Overlap is only at the shared NemotronH base model files. #45115 focuses on GraniteMoeHybrid inheritance and checkpoint conversion renames, while #45569 introduces separate Dense/Sparse model variants and documentation changes. Different concrete changes, so not a duplicate pair." + "reason": "Related NemotronH work, but not the same concrete change: #45115 refactors inheritance and conversion key mapping, while #45569 introduces the dense/sparse model split plus docs/tests. They would not plausibly be merged as one PR." } ] }, @@ -17163,7 +17317,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17179,7 +17333,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "82d7423e3ef463a26b389d7162745ae0f1b4e4b8fcf6a2efcdba87d1a4003768", + "prepared_review_unit_hash": "ab34857b13c5bb2e8719fdd979a69c9c1c5cdfe80375edc926e03197a4dfd318", "component_budget": { "node_count": 2, "item_count": 2, @@ -17201,18 +17355,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are related but not duplicates: #45333 adds heterogeneous per-layer configuration support, while #45332 builds on that with broader heterogeneous modeling/cache integration. They share utility files, but they target different layers of the feature stack.", - "confidence": 0.92, + "summary": "These are related but not duplicates: one PR adds heterogeneous per-layer config plumbing, while the other adds heterogeneous modeling/cache support on top of that. They share infrastructure files, but they target different layers of the feature and would not be merged as a single change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better representative because it covers the larger end-to-end heterogeneous model support path, including cache/modeling changes, while #45333 is mainly the configuration foundation.", + "canonical_pr_reason": "No clear duplicate canonical PR: the two PRs are complementary rather than the same fix/change. If forced to pick one representative, PR 45333 is the more foundational config-side change.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the strongest overall PR in the cluster since it subsumes config support and extends into concrete model/runtime behavior, making it the most complete implementation candidate.", + "best_pr_reason": "PR 45333 is the better cluster representative because it introduces the underlying heterogeneous configuration support that the modeling PR builds on, and it is narrower/foundational.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but not the same change: #45333 is config plumbing for per-layer config, whereas #45332 adds heterogeneous model/runtime support and cache handling on top. They share subsystem files but would not plausibly be merged as one duplicate PR." + "reason": "They share heterogeneity/config files, but 45333 adds per-layer configuration support while 45332 adds heterogeneous model/cache behavior. Different concrete code paths and not plausibly one merged PR as a duplicate fix." } ] }, @@ -17226,7 +17380,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 23, + "component_count": 24, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17242,12 +17396,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "5a60dc715725ed1187461e6d2d4b7d532f26cc41f9d956e0e924e2e7301d71c4", + "prepared_review_unit_hash": "2ee1ee534b419f87d6cbad38bdf088d2fcf3105305b431032387aed96de508f9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5306, + "serialized_chars": 5305, "estimated_input_tokens": 1327, "estimated_eval_tokens": 2910 }, @@ -17255,7 +17409,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5306, + "serialized_chars": 5305, "estimated_input_tokens": 1327, "estimated_eval_tokens": 2910 }, @@ -17264,18 +17418,81 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated typing-focused PRs: one is a broad repo-wide type-checking sweep, the other adds specific typing helpers and annotations for modeling_utils/PEFT integration. They overlap on a couple of shared files but do not fix the same concrete bug/change.", - "confidence": 0.94, + "summary": "Two open PRs in the typing area, but they are different changes: one is a broad type-checking sweep across many transformers modules, while the other is a narrower modeling_utils/_typing typing cleanup. They overlap in a couple of shared files, but not in the same concrete fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "45425 is the more focused, concrete typing change centered on modeling_utils and PEFT-related protocols; 45415 is a broad type-checking cleanup across many unrelated files and should not be treated as the same change.", + "canonical_pr_reason": "PR #45415 is the broader, more central typing pass across many files and is the better cluster anchor if one PR must be chosen.", "best_issue_reason": null, - "best_pr_reason": "45425 is the best representative of the cluster because it has a narrowly scoped, coherent purpose and a single code-path theme, unlike the large cross-file typing sweep in 45415.", + "best_pr_reason": "PR #45415 is the best single representative because it covers the larger repo-wide type-checking change and subsumes the shared typing-related files.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but 45415 is a broad static-type cleanup across many modules while 45425 adds specific protocols and annotations for modeling_utils/PEFT. Shared filenames alone do not indicate the same underlying fix, so they should not be merged as duplicates." + "reason": "Reject: both are typing-related, but they target different underlying changes. #45415 is a broad type-checking sweep with pyproject mypy-ignore adjustments; #45425 adds specific typing aliases/protocols for modeling_utils/peft. Shared files alone are not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 24, + "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:45592" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45592" + ], + "prepared_review_unit_hash": "cc7aa8f12bbf7c62e2c78ce7c6f2e69fd830c474933a649c3db5b524667f7551", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5154, + "estimated_input_tokens": 1289, + "estimated_eval_tokens": 2834 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5154, + "estimated_input_tokens": 1289, + "estimated_eval_tokens": 2834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one fixes model-parallel device placement in AltCLIP/ChineseCLIP, while the other adjusts FastVLM test padding behavior. They touch different code paths and solve different problems.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the better representative of the cluster because it contains the substantive runtime bug fix; PR 45592 is a narrow test-only adjustment.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the strongest standalone PR in the set since it addresses an actual model-parallel bug across implementation files, whereas PR 45592 only modifies tests and test setup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45592", + "accept": false, + "reason": "Different underlying issues and code paths: 45487 fixes device placement in AltCLIP/ChineseCLIP model code, while 45592 changes FastVLM test padding/determinism. They are not the same bug and would not be merged as one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 4f8cc3675c71114c39c5c639ffd5b62b0028e807..bc6e452099ff65c48e6a44258ac19c77cab8f5ed 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260423t000027z", + "analysis_id": "hybrid-model-20260423t060036z", "archived_artifacts": { - "hybrid": "snapshots/20260423T000027Z/analysis-runs/hybrid-model-20260423t000027z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260423T000027Z/analysis-runs/hybrid-model-20260423t000027z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-04-23T00:09:12Z", + "published_at": "2026-04-23T06:07:07Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260423T000027Z", + "snapshot_id": "20260423T060036Z", "variant": "hybrid" } diff --git a/snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/analysis-report-hybrid.json b/snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..90457ff501ea208e7fbf361f0fbf237e342b9ad0 --- /dev/null +++ b/snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/analysis-report-hybrid.json @@ -0,0 +1,1750 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260423T060036Z", + "generated_at": "2026-04-23T06:07:06Z", + "evidence_quality": "full", + 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"truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues do not describe the same bug: one is about Tapas tokenization mismatch, one about a bad auth/error message for private model downloads, and one about failing to load bert-base-uncased. They share only broad model/loading context, not a concrete underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No single canonical issue: the reports are about different failure modes. If forced to pick one representative issue, 16618 is the most general/high-traffic model-loading report, but it should not absorb the others as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a model-specific preprocessing issue; 'can't load bert-base-uncased' is a separate model-loading failure. They do not look like the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One issue is about an incorrect error message when unauthenticated for private models, while the other is about failing to load a public model. Same broad area, but different concrete problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "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:43296", + "issue:43366", + "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" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "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:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43975|issue:45237", + "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:43541|issue:43716", + "issue:43828|issue:44292", + "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:43716|issue:44918", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43866|issue:44863", + "issue:43039|issue:44560", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43404|issue:43866", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "60a520a43966a5c6100aa8cf4c388036725642258dfb02951d51571cabc9f87f", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46476, + "estimated_input_tokens": 11619, + "estimated_eval_tokens": 23494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated one-off model/runtime issues. The only clear duplicate family is the DeepSpeed ZeRO-3 \"index 0 is out of bounds for dimension 0 with size 0\" loading failure across Bert/Gemma3 reports.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the ZeRO-3 zero-sized-tensor loading bug; it states the core failure mode succinctly and matches the strongest duplicate candidate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43596 is the best anchor for the duplicate family because it captures the shared concrete code-path problem (DeepSpeed ZeRO-3 init/load hitting index-0-out-of-bounds on empty tensors).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a missing config attribute and the other is a streaming chat/completions failure; different bugs and code paths." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Image-preprocessor dtype mismatch vs AMD GPU runtime failure are not the same underlying issue." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS running on AMD GPUs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures; one is AMD GPU compatibility, the other is an invalid method call in GraniteMoEHybrid." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is a different bug from GPT-OSS failing on AMD GPUs." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch during training is unrelated to ModernBERT ONNX export failure." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are export/load issues, but ONNX export and FineGrainedFP8Config failures are different problems." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cuda assert do not share a concrete code path." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs cleanup for v5 removals, but they concern different removed topics and are not the same change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error is unrelated to the GenerationMixin import regression." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are index errors, but one is ZeRO-3 loading of Bert, the other is a mask/tensor shape mismatch; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes and code paths: ZeRO-3 empty-shard load vs mask shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Shape mismatch in indexing is not the same as Qwen3.5 embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping-name tooling issue is unrelated to the mask/index shape mismatch bug." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset parsing does not match ModernBERT export failure." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Collective mismatch during ZeRO-3 training is a different bug from index-0-out-of-bounds during ZeRO-3 loading." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same concrete ZeRO-3 loading failure; both report index-0-out-of-bounds on size-0 tensors, with only model phrasing differing." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Detokenization regression and LoRA merge/save inconsistency are separate issues." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy invocation is unrelated to GPT-OSS MoE tensor parallel failure." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime failure and LoRA merge/save output mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor recomputation mismatch is not the same as a mask indexing shape error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed weight-dimension error and collective mismatch are different training failures." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Incorrect detokenization is unrelated to AMD GPU execution failure." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 loading failure is unrelated to GPT-OSS tensor-parallel behavior." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP checkpointing tensor-size mismatch is unrelated to CustomTrainer.compute_loss signature regression." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 load-time index error is not the same as GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method call are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern missing attribute and Mistral tokenizer patch crash are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as GPT-OSS MoE TP failure." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 embedding unpacking with TRL and GPT-OSS tensor parallel are different code paths." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Activation checkpointing/FSDP size mismatch is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral grouped_mm tracing error is unrelated to Phi MoE autocast dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failures: autocast dtype mismatch vs NVFP4 runtime error." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen NVFP4 runtime failure are not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 runtime error and TRL embedding unpacking failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy call and Qwen3.5 embedding unpacking are different issues." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same ZeRO-3 empty-tensor index-out-of-bounds load failure, just reported against different models." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs and transformers run command docs are separate documentation cleanups." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 vLLM attribute regression is unrelated to Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading are different model-specific problems." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model loading issue for GLM-4.7-Flash is not the same as an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility complaint and pydantic PretrainedConfig field breakage are different issues." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Qwen3-MoE sliding_window are separate model/config regressions." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask shape mismatch is unrelated to ZeRO-3 loading of a Bert model." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head weight tying bug is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 chat crash and streaming chat/completions failure are different Qwen3.5 issues." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic field breakage are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error is unrelated to Gemma3 sliding_window_pattern regression." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and template compilation error are different bugs." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Mask/index shape mismatch is unrelated to ZeRO-3 index-out-of-bounds loading." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are different features/issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The only clear duplicate family identified in the packet is the DeepSpeed ZeRO-3 size-0 tensor index-out-of-bounds loading bug across issue:41762, issue:43596, and issue:43638, and the accepted soft-edge pairs are conservative. I did not see evidence of overstatement in the summary or verdicts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 2, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:44661|issue:45464", + "issue:39290|issue:43742", + "issue:43054|issue:43994", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:42915|issue:43541", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:41553|issue:43883", + "issue:43866|issue:44403", + "issue:36331|issue:41762", + "issue:44560|issue:45507" + ], + "prepared_review_unit_hash": "0b5b2b0a8aa00287ffa4e16f338be81efd1e13cb79f57849ed6c798de4b9ca33", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37566, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated model-specific bugs, docs issues, config regressions, and runtime errors. The soft-similarity pairs mostly share broad regression language or similar stack traces, but they do not describe the same underlying bug/change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both mention v5 config changes, but one is about a missing pad token field in StableLmConfig and the other is a pydantic PretrainedConfig field breakage; different failures." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both involve v5/quantization/tied-weights concerns, but one is CUDA memory/OOM under int4 quantization and the other is translation-model weight tying semantics." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both touch MoE models, but one is a grouped_mm/dynamo tracing runtime error in Mixtral and the other is tensor-parallel-only failure in GPT-OSS MoE; different code paths." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "One is an autocast dtype mismatch in Phi-tiny-MoE, the other is a streaming inference API failure on Qwen3.5; no same underlying bug." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is init_empty_weights rejecting _is_hf_initialized, the other is a pydantic PretrainedConfig regression; different initialization layers." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF/gpt-oss support request is unrelated to Qwen3.5 streaming API failures." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and a pydantic config-field break are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Tokenizer mapping-name bug versus Qwen3.5 streaming inference failure; different subsystems and symptoms." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Gemma3/vLLM sliding_window-pattern attribute error is unrelated to MobileLLM loading key errors." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2 text embeddings, but one is about worse embeddings and the other about nonsensical AutoModel/pipeline outputs; not clearly the same defect." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexError-on-load reports, but one is a mask/tensor length mismatch and the other is a DeepSpeed ZeRO-3/BertModel empty-dimension issue." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Mixtral tracing grouped_mm failure and missing Float8 storage object are different runtime errors." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "Both involve MoE models, but Qwen3MoE FineGrainedFP8Config failure is unrelated to Mixtral grouped_mm tracing." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "GPT-OSS perplexity regression and a placeholder GLM5 issue are not the same bug." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality error and TRL SFT unpacking failure on Qwen3.5 are different code paths." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Untied lm_head weight in Mistral3 and translation-model tied-weights issues are related only at a very high level, not the same concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization regression is unrelated to flash-attn2 fallback selection checks." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is a cache/group-type bug, not a tied-weights issue." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to translation-model tied weight handling." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weights regression are different problems." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to docs mentioning a removed run command." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 model failure and flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT unpacking failure and GraniteMoEHybrid invalid method call do not share the same failing code path." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command docs issue are separate documentation problems." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization bug in deepseek-coder and Qwen-3-8B-NVFP4 runtime error are different model-specific issues." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": false, + "reason": "Both concern non-persistent buffers in v5, but one is silent corruption during from_pretrained and the other is a general fills-with-junk report; not enough evidence of one bug." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "Both are non-persistent buffer regressions, but one is about junk-filled buffers at load time and the other is a from_pretrained corruption report; likely related theme, not same concrete bug." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors and degraded SigLIP2 text embeddings are both about the model family, but one is documentation/example breakage and the other is model quality/behavior." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 RLHF NaN explosions from 3D position_ids." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and missing all_tied_weights_keys on MolmoForCausalLM are different bugs." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and unnecessary load noise are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unexpected compute_loss keyword in CustomTrainer and Gemma3 ZeRO-3 loading index error are different training/loading failures." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid method call 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": 13, + "review_unit_index": 3, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43278", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "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:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45588" + ], + "soft_pairs": [ + "issue:41553|issue:43881", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:42947|issue:43856", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:44403|issue:44488", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43054|issue:43278", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:45081|issue:45399", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43742|issue:45399", + "issue:43742|issue:45020", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:44928|issue:45588", + "issue:43854|issue:44863", + "issue:43257|issue:45305", + "issue:41553|issue:44488", + "issue:42915|issue:43872" + ], + "prepared_review_unit_hash": "c47385f665cfc2d13e51f9eb62cf17572d6875f5f8bef34d8c5b3529f71235fc", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38589, + "estimated_input_tokens": 9648, + "estimated_eval_tokens": 19552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of transformer loading/regression reports across different models. Only a few pairs look like true duplicates: docs pipeline cleanup, Whisper feature-extraction failure, SigLIP2 implementation mismatch, DeepSpeed ZeRO-3 load failures, and the `_is_hf_initialized`/`init_empty_weights` TypeError.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45020 is the broadest open tracker in the set for recent-version `remote_code` breakage, so it is the best umbrella issue even though many other items are narrower and not exact duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "As the most general open issue touching the shared regression theme, it is the best candidate to anchor the cluster; the rest are mostly model-specific symptoms rather than the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failures: AutoTokenizer/Voxtral error message vs GLM-4v loading failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are low-level incompatibilities, but `_is_hf_initialized` and missing `Float8_e4m3fnStorage` are distinct bugs." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is zero probabilities and the other is worse embeddings; not the same concrete defect." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA/gradient-checkpointing behavior is unrelated to the int4 CUDA reserved-memory OOM." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to a SigLIP2 HF-vs-original implementation mismatch causing degraded outputs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Model loading failure and missing `all_tied_weights_keys` are different code paths and symptoms." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise is not the same bug as failing to load `vesteinn/ScandiBERT`." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both are training/memory issues, but one is LoRA checkpointing and the other is MoE memory inefficiency." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and `flash_attn` import failure are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`trust_remote_code` missing fields is a specific config-return bug, not the same as the broader remote_code breakage report." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "A generic loading-noise complaint is not the same as a specific model load failure." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL `weight_only=True` error and GLM5 loading issues are different model-specific failures." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA checkpoint compatibility and a `tie_word_embeddings=False` warning are not the same underlying bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both involve model loading, but Gemma3 ZeRO-3 and Qwen3MoE FineGrainedFP8Config failures are distinct." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer detokenization regression vs a checkpoint loading failure." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code regressions and the Kimi-K2.5 tokenizer codec/regex warning regression are different issues." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like`/tokenizer-mapping handling is a different bug than remote_code loading breakage." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "Embedding-quality regression and BF16-to-FP32 dtype change during evaluate are not the same defect." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Qwen2.5-VL import failure and bitsandbytes `_is_hf_initialized` incompatibility are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading regression and flash-attn fallback logic are separate problems." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same docs cleanup: pipeline task docs still referencing removed v5 pipeline entries." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "Both describe the same Whisper fbank feature-extraction failure path." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Untied `lm_head` weights and non-persistent buffer corruption are different model-loading bugs." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and Ovis checkpoint corruption are different failures." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 loading failure is not the same as the broad remote_code regression issue." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key-error loading and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Voxtral AutoTokenizer error and est-roberta tokenizer regression do not share the same code path." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both are DeepSpeed ZeRO-3 load failures where Qwen-family weights end up missing in a specific submodule/path." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both are the same `_is_hf_initialized` / `init_empty_weights` TypeError during empty-weight loading." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion/SDPA fallback and a flash_attention `s_aux=None` crash are different problems." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and NemotronH checkpoint loading failure are unrelated model-specific issues." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight-conversion under accelerate+deepspeed and GAS gradient averaging are different training/load bugs." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral tokenizer loading and `cjvt/sleng-bert` loading failures are not the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The cluster summary stays conservative, and the accepted soft pairs are plausibly the same bugfixes based on the packet titles/descriptions. No soft-edge verdict looks overstated relative to the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 4, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584" + ], + "soft_pairs": [ + "issue:36331|issue:41093", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:44155|issue:45584", + "issue:24643|issue:30064", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44560|issue:44805", + "issue:36010|issue:42915", + "issue:43638|issue:44661", + "issue:44877|issue:45030", + "issue:43596|issue:44661", + "issue:43644|issue:44534", + "issue:43317|issue:44756", + "issue:45313|issue:45357", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "f679dc65db91cc3a71d3ec2c73e0c229a3227aafe6cc58e35afa41cf2e819fa0", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36147, + "estimated_input_tokens": 9037, + "estimated_eval_tokens": 18330 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated bug reports. Only a few soft pairs look like true duplicates: the two Transformers 5.x custom-model-init regressions, the two non-persistent-buffer corruption reports, and the two shape-mismatch reports. The rest are too broad or touch different code paths.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43644 is the strongest canonical candidate among the true duplicate subclusters: it states the regression clearly, is earlier, and has a direct duplicate-style sibling in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best single issue candidate overall, but only for the non-persistent-buffer regression subcluster; the broader item set is too mixed to have one perfect canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: Trainer loss signature mismatch vs tensor mask/index shape mismatch. Same broad ML stack, not the same bug." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Both report the same mask-vs-indexed-tensor shape mismatch error pattern, likely the same underlying sequence-length bug." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes constructor incompatibility vs tokenizer max-length constant issue; no shared failure path." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but one is a model family regression and the other is an empty-input/StopIteration case." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support request vs autocast dtype mismatch in Phi-tiny-MoE are different code paths." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage is unrelated to Whisper empty-transcription generation handling." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error vs void segmentation-map processing; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3-MoE sliding_window behavior are different model-feature issues." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and failure modes: torch.compile+SDPA vs Flash-Attention position_id misinterpretation." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers 5.0 custom-model initialization regression; one is just notebook-specific." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope-index scaling are unrelated regressions." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5 video/input bugs: empty video iteration vs TRL embedding unpacking." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF model support request is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a missing class and meta-device loading problems are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading regression do not share the same code path." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3D parallel script failure and gpt-oss GGUF support are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2, but one is zero probabilities and the other is a broader AutoModel/pipeline nonsense-result report; not the same concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom-model initialization regression is different from non-persistent buffer corruption." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration bug is unrelated to the tensor-mask shape mismatch." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Bert indexing bug is unrelated to add-new-model-like tokenizer mapping validation." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they target different models and different validation failures." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 empty-index error and tokenizer-mapping failure are different problems." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: Transformers 5.x corrupts non-persistent buffers during loading; 44534 is a reworded follow-up." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "gpu+cpu offload loading failure and Strix Halo mmap/OOM workaround are not the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 language_model weight loading and visual-encoder key saving are different Qwen3.5 regressions." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "The SigLIP2 model-output issue and the docs example with model/processor mismatch plus quantization failure are not the same underlying change." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/qwen3_moe branch-compatibility issue is unrelated to BitNet packed-weight loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 placeholder issue and Qwen3.5 flash-attention generation failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Duplicate of a previous false match: these are different Qwen3.5 video/trainer failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays appropriately conservative overall. The accepted soft pairs are limited to clearly similar regressions with matching error patterns or titles, and the rejected pairs mostly have distinct failure modes/code paths as stated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 5, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588" + ], + "soft_pairs": [ + "issue:44451|issue:44488", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43856|issue:43873", + "issue:42491|issue:45276", + "issue:43257|issue:43854", + "issue:41720|issue:42915", + "issue:39692|issue:43994", + "issue:43856|issue:44387", + "issue:44488|issue:44991", + "issue:45362|issue:45406", + "issue:43644|issue:43645", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:44661|issue:44683", + "issue:44910|issue:45588", + "issue:42491|issue:43856", + "issue:43404|issue:43454", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:44387|issue:44756", + "issue:43425|issue:43957", + "issue:43854|issue:45216", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:44291|issue:44756", + "issue:45276|issue:45292", + "issue:44743|issue:44960", + "issue:43381|issue:44928", + "issue:43957|issue:44756", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335" + ], + "prepared_review_unit_hash": "98218be164eda487b852383b837f16477a3b94f97a3544135ac982640d5ba542", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 38, + "serialized_chars": 38393, + "estimated_input_tokens": 9599, + "estimated_eval_tokens": 19454 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft links are driven by broad lexical similarity (loading errors, quantization, resize_token_embeddings, flash attention, etc.) rather than a single shared bug. I do not see a safe global duplicate canonical; the only near-subcluster is around resize_token_embeddings, but even there the affected model paths differ.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are tokenizer/model load failures, but for different models and likely different root causes." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint-step math and SGD-optimizer arguments are unrelated bugs." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures on different model families; no shared code-path is evident." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 MoE training memory usage and quantization offload behavior are separate issues." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "LoRA/hf4.x vs hf5.x compatibility is unrelated to Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "MoE weight conversion with accelerate/deepspeed is a different failure mode than GLM model loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "CUDA assert on auto device mapping and qwen3_moe LoRA incompatibility are distinct." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Docs/example mistakes and bad SigLIP2 inference results are not the same bug." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Memory-efficiency regression and int4 OOM from reserved CUDA memory are different problems." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer-loading regressions for different models are not clearly the same underlying defect." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor missing _tokenizer are unrelated model-specific failures." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent buffer junk and Jupyter custom-model init are separate Transformers 5 regressions." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "LoRA hf-version compatibility and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility is not the same as Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping handling and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "These are different flash_attention crashes with different triggers and code paths." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "LoRA model compatibility and Qwen3 MoE training memory use are separate issues." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they are different model classes and likely separate fixes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but Gemma4 and T5Gemma affect different embedding paths." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Importing GenerationMixin and Whisper return_language pipeline behavior are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument mismatch are different loading bugs." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures; no concrete shared defect is shown." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping CUDA failure and AudioFlamingo3 embedding/token leak are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Quantization/offloading behavior and int4 reserved-memory OOM are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/inference issues and GLM5 are unrelated model-specific reports." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 memory reservation OOM and disabling mmap on Strix Halo are different resource issues." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading regressions are different compatibility failures." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Unit-test loading failure and save_pretrained checkpoint regression do not describe the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "init_empty_weights TypeError and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing ineffective in LoRA and gradient checkpointing disallowed in eval mode are different issues." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and mmap-related OOM are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Closely worded, but one is Gemma4-specific and the other is a broader output_embeddings report; not enough evidence of one underlying bug." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and GLM5 are different model bugs." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction and RLHF NaN from 3D position_ids are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and Strix Halo mmap OOM are different problems." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and mmap OOM are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization and resume_from_checkpoint max_steps calculation are separate issues." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Same general symptom, but different affected model implementations and embedding 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": 13, + "review_unit_index": 6, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:44402|issue:44451", + "issue:43257|issue:44863", + "issue:43645|issue:44164", + "issue:43425|issue:43828", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:43611|issue:43645", + "issue:39404|issue:44912", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:39404|issue:44671", + "issue:40990|issue:42947", + "issue:44589|issue:45084", + "issue:43596|issue:44683", + "issue:43425|issue:44918", + "issue:36032|issue:43452", + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:43582|issue:43632", + "issue:43957|issue:44164", + "issue:40990|issue:43421", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43883|issue:44488", + "issue:43425|issue:45161", + "issue:43611|issue:43644" + ], + "prepared_review_unit_hash": "422c199abd6ec1a5e4a8017890c306d1608a9bdbbad7d023e9226d24ab8f4879", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38483, + "estimated_input_tokens": 9621, + "estimated_eval_tokens": 19498 + }, + "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 and docs issues rather than one duplicate bug. The broadest representative is the v5 model-loading regression in issue 43611, but the soft pairs do not look like exact duplicates.", + "confidence": 0.22, + "canonical_issue_reason": "Issue 43611 is the broadest, most central representative of the overall v5 model-loading breakage theme in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 best captures the widest shared symptom space (v5 loading regressions) among otherwise heterogeneous reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different failures: Qwen video-input regression vs strict-config loading for granite_speech." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/load problems, but one is a specific vocab-size mismatch and the other is a generic model-load failure for a different checkpoint." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and failure modes: Qwen3 MoE conversion vs NemotronH checkpoint loading." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom model initialization in notebooks is unrelated to save/from_pretrained extra_state handling." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as a Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are distinct code paths." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage lookup TypeError is unrelated to mmap-driven OOM on Strix Halo." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "A reproduction of an old issue is not the same as a Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is a different loading bug than NemotronH checkpoint incompatibility." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading regression is different from notebook-defined custom model initialization." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language pipeline behavior is unrelated to GPT-OSS MXFP4 quantization fallback." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General torch-version incompatibility is not the same as image preprocessor/model dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3.5 linear_attention cache crash and template-node compilation error are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they cover different APIs and task removals." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3VL MoE loading regression and Qwen3-VL shape mismatch are not the same defect." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models is not the same as a mask-shape IndexError." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical SigLIP outputs and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Incorrect CamemBERT MLM predictions is unrelated to tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage is unrelated to mmap OOM on Strix Halo." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT MLM predictions are separate model-specific regressions." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity and ineffective gradient checkpointing are not the same underlying issue." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to template-node compilation." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed zero3 BertModel indexing error is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch 2.10 compatibility and Qwen3.5 embedding unpacking are different failures." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer special-token method conflict is not the same as gguf_file loading breakage." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "GPU broadcast TypeError in Trainer is unrelated to Whisper return_language pipeline behavior." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure for est-roberta and Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "AppleSilicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading breakage and extra_state save/load handling are different paths." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token post-processor updates are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state serialization and Qwen VL video regression are different bugs." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT loading failure and Mistral regex patch crash are unrelated tokenizer issues." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and inability to load sleng-bert are different model-loading failures." + }, + { + "left": "issue:43425", + "right": "issue:45161", + "accept": false, + "reason": "Torch 2.10 incompatibility is not the same as GPT-OSS tensor-parallel loading failure." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Base_model_prefix loading regression and non-persistent buffer junk-filling are distinct v5 breakages." + } + ] + }, + "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": 13, + "review_unit_index": 7, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:41553", + "issue:42915", + "issue:42947", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43819", + "issue:43825", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584" + ], + "soft_pairs": [ + "issue:44811|issue:45584", + "issue:42947|issue:44756", + "issue:44206|issue:44220", + "issue:44488|issue:44987", + "issue:34567|issue:40444", + "issue:43716|issue:45084", + "issue:43883|issue:44991", + "issue:43644|issue:43646", + "issue:43643|issue:44530", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:44451|issue:44987", + "issue:36032|issue:42915", + "issue:43541|issue:45084", + "issue:39404|issue:43825", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:43262|issue:43377", + "issue:36032|issue:43645", + "issue:43646|issue:44534", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43994|issue:44610", + "issue:43645|issue:44534", + "issue:45216|issue:45357", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:44403|issue:45081", + "issue:44451|issue:45081", + "issue:41553|issue:43582", + "issue:44265|issue:44610" + ], + "prepared_review_unit_hash": "5889fe98743af2cdcf581b24c1b72f87f9af4b68f2ca4c2ff58f759ae0d78fef", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37263, + "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 mostly heterogeneous, but there are a few clear duplicate pairs: non-persistent buffers junk in v5, GGUF loading failures, and Qwen3.5 save_pretrained regressions. Most other soft pairs are only loosely related by subsystem and should stay separate.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43644 is the cleanest representative of the strongest duplicate pair here (with 44534) and describes a concrete v5 regression with a stable, generic title.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best overall issue to keep: it is broad, concrete, and directly duplicated by a later report of the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is about batch_decode skip_special_tokens and the other is about empty transcription generation after align_special_tokens; different bugs." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "Gradient checkpointing with LoRA and mmap OOM on Strix Halo are unrelated failures." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio features, but one is a LasrFeatureExtractor arg-validation crash and the other is a lower-level _torch_extract_fbank_features issue; not clearly the same bug." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading/tokenizer failures for different checkpoints." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting and Qwen2.5-VL iterable-dataset multi-image failures are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-node compile failure are different code paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weight attribute error and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is non-persistent buffer corruption and the other is custom model initialization in notebooks; not the same concrete bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig and PagedAttentionCache linear_attention errors are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both report GGUF loading breaking in transformers v5; 43482 looks like a specific model instance of the broader gguf_file/from_pretrained regression in 43452." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Device-map/offload dequantized-model loading and GGUF loading failure are different bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two separate tokenizer/model-loading issues for different models." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict and Qwen3Moe FineGrainedFP8 failure are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing error and template-node compile error are different issues." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Whisper return_language pipeline regression and pipeline translation-task error messaging are distinct." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8 config failure and PagedAttentionCache group-type error are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are different regressions." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "lm_head not tied in Mistral3 and inconsistent lm_head.weight serialization are related broadly, but not the same concrete bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default and MIMI batched-vs-single padding-mask behavior are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer conflict for T5 and custom model initialization breakage are different problems." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization in notebooks and non-persistent buffer junk are separate v5 regressions." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Different model-specific tokenizer loading failures." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation failure and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 bad outputs and OmDet-Turbo processor/model size mismatch are different bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage and non-persistent buffer junk are different regressions." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained regression; 45357 is a later, narrower report about incorrect visual-encoder keys." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load segfault and Qwen3OmniMoe video-input ValueError are different failures." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask mismatch and DAC from_latents/forward STE mismatch are unrelated audio-model bugs." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise and Mistral regex patch crashes are not the same issue." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer loading problem vs Mistral regex patch crash." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral and Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/exportability issue and processor output-size mismatch are different bugs." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These are the same regression almost verbatim: transformers v5 fills non-persistent buffers with junk." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge decisions stay conservative overall. The three accepted duplicate pairs are well supported, and the rejected pairs mostly reflect reasonable separations by bug or code path rather than overreach." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 8, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542" + ], + "soft_pairs": [ + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:42915|issue:45084", + "issue:44987|issue:45081", + "issue:44479|issue:45325", + "issue:43296|issue:43531", + "issue:44062|issue:44987", + "issue:42175|issue:45542", + "issue:42915|issue:44291", + "issue:40990|issue:44811", + "issue:43611|issue:44534", + "issue:43317|issue:43856", + "issue:36032|issue:43742", + "issue:40444|issue:45325", + "issue:43632|issue:44534", + "issue:43818|issue:45357", + "issue:43531|issue:44877", + "issue:42915|issue:44589", + "issue:43421|issue:44568", + "issue:36032|issue:41720", + "issue:44829|issue:45479", + "issue:43482|issue:45538", + "issue:44683|issue:45020", + "issue:43425|issue:44403", + "issue:33666|issue:40444", + "issue:44403|issue:44991", + "issue:35707|issue:40444", + "issue:44079|issue:44534", + "issue:43377|issue:45491", + "issue:43792|issue:44589" + ], + "prepared_review_unit_hash": "8461b40e46e89d7e210faac5cc64ff950774ca7fa1798f1edba7df1b455ab982", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37044, + "estimated_input_tokens": 9261, + "estimated_eval_tokens": 18778 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial topic matches across unrelated bugs (tokenizers, multimodal models, v5 regressions, environment issues, and performance complaints). I would not merge any of these as duplicates; none clearly share the same concrete code path or fix.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45020 is the best umbrella representative because it describes a broad transformers-v5/remote_code regression rather than a model-specific symptom, so it best matches the cluster\u2019s mixed, high-level failure pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest global representative for triage: it is broad enough to summarize the cluster\u2019s theme of recent-version breakage, while the other issues are narrower and mostly unrelated to one another.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction failure vs compiled flex_attention on torch>=2.9; different subsystems and failure modes." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "lm_head tying bug in Mistral image-text generation vs LoRA merge collapse after vocab extension; not the same code path." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression vs mmap OOM on Strix Halo; unrelated symptoms and fixes." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FP8 config failure in Qwen3Moe vs template-node compilation error; no concrete overlap." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer/loading bugs in different models; the shared theme of loading failure is too broad to merge." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression across Qwen VL models vs still-image rope-index scaling bug; related family, but not the same defect." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure vs Qwen3-MoE sliding_window issue; unrelated models and code paths." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument error vs a specific model load failure; too generic to be the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TF backend packaging, but one is missing TensorFlow in the torch extra while the other is a runtime backend-selection error." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both are FP8/init-related at a high level, but one is a model-config failure and the other is an unexpected constructor argument in init_empty_weights." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly in language modeling vs Whisper decode ignoring skip_special_tokens; no shared underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Model loading with base_model_prefix vs non-persistent buffer initialization; both v5 regressions, but different mechanisms." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Dequantized model offload/load failure vs Qwen3 MoE training memory inefficiency; related to memory, but not the same issue." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer method conflict in T5 vs key error loading MobileLLM; distinct tokenizer/model problems." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "IterableDataset with multiple images per prompt vs rope-index scaling for still images; different multimodal bugs." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one concerns initialization flags and the other buffer contents; no concrete code-path match." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-tower architecture bug vs save_pretrained key serialization bug; unrelated even within vision-language models." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding window issue vs granite_speech config strictness; unrelated subsystems." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure vs missing Float8 storage type; both float8-adjacent, but not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor update bug vs add_special_tokens not adding BOS/EOS; tokenizer-related but different behaviors." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict vs Qwen3 auto device mapping CUDA assert; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "FlashAttention-3 training degeneration vs single-label num_labels=1 zero-loss behavior; different modeling/training issues." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading under v5 vs CLIPTokenizer max_length constant; unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Torch 2.9 flex_attention compilation issue vs remote_code loading regressions; both version-related, but not the same defect." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility issue vs loading-noise complaint; not duplicates." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL vs multi-image iterable dataset finetuning failure; different failure contexts." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Unnecessary load-time noise vs tokenizer loading failure; one is a UX/logging issue, the other a functional bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values vs multi-image iterable dataset failure; unrelated model behaviors." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug vs non-persistent buffer junk; different internals and symptoms." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI encoder padding-mask mismatch vs Gemma3 NaN embeddings with sliding-window all-padding windows; both batching-related, but not the same model-path bug." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure vs Float8 storage TypeError; 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": 13, + "review_unit_index": 9, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44488", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43749|issue:44079", + "issue:44079|issue:45072", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:43632|issue:45072", + "issue:44265|issue:45072", + "issue:45325|issue:45381", + "issue:43881|issue:44488", + "issue:43611|issue:43646", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:44387|issue:44617", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:43526|issue:43883", + "issue:43701|issue:45325", + "issue:43792|issue:43957", + "issue:43262|issue:43746", + "issue:43632|issue:45563", + "issue:43881|issue:44991", + "issue:40990|issue:45584", + "issue:43317|issue:43873", + "issue:34634|issue:35707", + "issue:43606|issue:44265", + "issue:44291|issue:44877" + ], + "prepared_review_unit_hash": "4db937b638b2213ac5654d19164cee76a5e08d825396796de9a28ea1140eacf4", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36596, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with a loose v5 loading-regression theme. The Qwen2.5-VL position-id pair should not be merged: they touch related model family code, but the titles indicate different bugs (still-image temporal scaling vs video vision position ids).", + "confidence": 0.64, + "canonical_issue_reason": "issue:43611 is the broadest umbrella among the v5-era regression reports and best represents the shared loading/breakage theme without overfitting to one model-specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most reusable representative for the cluster because it covers the general Transformers 5.0 loading regression pattern seen across several items; the rest are too diverse to collapse into a narrower canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading incompatibility and missing `pad_token_id` on Llama4Config are different failure modes." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "`init_empty_weights` argument handling and missing Float8 storage type are unrelated code paths." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU-efficient loading is not the same bug as `ModelOutput` key assignment." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "`ModelOutput` key handling and bfloat16 dtype mismatch are distinct issues." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer serialization/junk data is unrelated to `ModelOutput` key assignment." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL, but multi-image finetuning failure and video `vision_position_ids` correctness are not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` regression and inference dtype mismatch are different problems." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export` with `torch_compilable_check` is a different path from a bfloat16 inference dtype mismatch." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "The titles point to related Qwen2.5-VL position-id bugs, but still-image temporal scaling and video `vision_position_ids` are not enough to treat as the same concrete bug." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading failures for unrelated models." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading regressions, but `base_model_prefix` handling and custom model initialization are different code-path failures." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to unexpected `_is_hf_initialized` handling." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA device-map failure and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency issues are not the same as a model load failure in vLLM." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights, but one is generation corruption and the other is device-dependent serialization behavior." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "These are different vision-model correctness issues with different mechanisms." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "A Transformers 5.x int4 memory regression and a model-specific CUDA OOM are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to compiled flex_attention failures on newer torch." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT image-processor label reduction and Molmo tied-weights metadata are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL rope-index scaling." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and meta-device loading breakage are different issues." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "`_is_hf_initialized` regression and stale generate warning are unrelated." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer loading failures." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "GPT-OSS perplexity regression and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both concern offloading/quantization, but the titles do not indicate the same concrete code-path bug." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice preset and progressive generation with `inputs_embeds`/`past_key_values` are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch and `torch.export`/`torch_compilable_check` failures are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument is unrelated to strict config parsing for granite_speech." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall clustering is reasonably conservative, but one soft-edge verdict overstates the evidence: issue:45325 vs issue:45381 was accepted even though the packet labels that pair as deterministic_accept=false. From the titles alone they are related Qwen2.5-VL position-id bugs, but still-image temporal position_ids scaling and video vision_position_ids being wrong are not enough to treat as the same bug confidently. Because of that unsupported accept, I can\u2019t approve the output as precise." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 10, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43296", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44265", + "issue:44292", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406" + ], + "soft_pairs": [ + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:43377|issue:44898", + "issue:35707|issue:41720", + "issue:44610|issue:45325", + "issue:43454|issue:43550", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:44466|issue:45357", + "issue:43749|issue:44534", + "issue:39692|issue:40444", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43792|issue:44683", + "issue:43404|issue:45357", + "issue:41720|issue:44977", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43526|issue:43881", + "issue:43873|issue:44756", + "issue:43577|issue:43708", + "issue:42617|issue:42915", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:44877|issue:44991", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:36331|issue:42915", + "issue:44671|issue:44743", + "issue:36331|issue:42617", + "issue:43316|issue:44913", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:41720|issue:42617", + "issue:44292|issue:44479" + ], + "prepared_review_unit_hash": "7ee9f258ff48d061152e18cea8f871e0c091921c73911853acf9142a9f282aae", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 38235, + "estimated_input_tokens": 9559, + "estimated_eval_tokens": 19374 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated one-off bugs across different models, configs, and subsystems; none of the soft pairs look like true duplicates or the same fix candidate.", + "confidence": 0.96, + "canonical_issue_reason": "issue:44479 is the best single anchor because it is a clearly scoped regression spanning several related Qwen multimodal variants, but the cluster overall is too heterogeneous to have a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative issue: it is specific, regression-focused, and broad enough to stand in for the Qwen multimodal subgroup better than the narrower or more incidental reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs torch.export failures in torch_compilable_check; different code paths and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch in Bark vs DAC latent/STE mismatch; unrelated audio bugs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batching/padding-mask output mismatch vs Perceiver non-default resolution failure; different models and root causes." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Generation with inputs_embeds/past_key_values vs Qwen3 auto device-map cuda assert; not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor image-size mismatch vs rope-index temporal scaling bug; both Qwen-related but distinct." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights bug vs torch.compile/SDPA failure; different fixes." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight-tying/serialization issue vs dtype mismatch in SwitchTransformers/TimmWrapperModel; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Padding-mask batching bug vs OmDet processor/model size mismatch; no shared underlying defect." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Device-dependent lm_head serialization vs Qwen3.5 visual encoder key save regression; different serialization problems." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM loading breakage vs non-persistent buffer junk initialization; not the same code path." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example issues vs Qwen2.5-VL finetuning with iterable dataset; separate problems." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM vs tokenizer loading for est-roberta; different model/load failures." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL/vLLM loading issue vs strict config rejection for granite_speech; unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight-tying regression vs BitNet packed-weight unpacking during accelerate loading; different defects." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map assert vs Llava Next segmentation fault; both load-time failures but not the same bug." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper model runtime failure vs compiled flex_attention torch>=2.9 incompatibility; unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs Qwen3.5 save_pretrained key regression; different models and symptoms." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Device-mapping crash vs flash-attention generation regression; both Qwen3.5-adjacent but not the same issue." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash with str.to vs Gemma4Processor missing _tokenizer; different processor failures." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLM tokenizer crash vs dtype mismatch in inference; no common underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT reduce_labels bug vs glm-4v-9b loading failure; unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offload behavior issue vs mmap OOM workaround on Strix Halo; different problem domains." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "dtype preservation in Blip2 vs Trainer max_steps resume calculation; unrelated training/loading bugs." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime issue vs FineGrainedFP8Config failure; different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure vs packed-weight unpacking during loading; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch vs Perceiver interpolation failure; different vision bugs." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading vs tokenizer loading regression; separate config/tokenizer issues." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression across Qwen vision models vs TRL unpacking of input embeddings; both Qwen3.5-related but distinct." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on sequence inputs vs OmDet processor/model resolution mismatch; unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss API mismatch vs FineGrainedFP8Config failure; different trainer/runtime layers." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression vs Qwen3.5 recurrent-state reset bug; different models and code paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected trainer kwargs vs 3d_parallel.py failure; not the same issue." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch vs GPTNeoX rotary_pct reload regression; unrelated config bugs." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Bamba compile/SDPA failure vs Bark CPU-offload device mismatch; different model/runtime issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs dequantized model offload load failure; separate loading paths." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device-map assert vs not being able to run 3d_parallel.py; unrelated failures." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "NVFP4 run failure for Qwen-3-8B vs Qwen multimodal video regression; different manifestations and likely different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 11, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42886", + "issue:42915", + "issue:43322", + "issue:43381", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44077", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44843", + "issue:44898", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479" + ], + "soft_pairs": [ + "issue:43531|issue:43572", + "issue:41720|issue:45161", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:41720|issue:43873", + "issue:42915|issue:43322", + "issue:36010|issue:42617", + "issue:45406|issue:45464", + "issue:36331|issue:41720", + "issue:44514|issue:44545", + "issue:33357|issue:35707", + "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:44492|issue:44509", + "issue:44368|issue:45357", + "issue:44625|issue:45479", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:43782|issue:45381", + "issue:44898|issue:45072", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43381|issue:43844", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:44077|issue:44625", + "issue:44451|issue:44991" + ], + "prepared_review_unit_hash": "cb461e9fdc06cf848228d72df7e92503ef81d2d378b95ff84b4f4ca434044bd8", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36745, + "estimated_input_tokens": 9187, + "estimated_eval_tokens": 18630 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated issues. I found two true duplicate pairs: the Qwen2_5_VLProcessor batched-input crash, and the HF_HUB_OFFLINE tokenizer-loading regression. The rest are only superficially similar.", + "confidence": 0.73, + "canonical_issue_reason": "issue:44514 is the clearest canonical issue because it is an exact duplicate of issue:44545 with the same crash signature and appears to be the original report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the best issue anchor here: the title match is exact, the failure mode is identical, and it is the cleanest duplicate target in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different models and root causes: Qwen3-MoE sliding-window behavior vs StableLmConfig pad token metadata." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE/model parallelism, but the failures are unrelated: CUDA assert on Qwen3 vs TP not working on GPT-OSS MoE." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different code paths: metric gathering/last-batch label handling vs SAM3 PCS text+box behavior." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer issues, but for different tokenizers and different bugs; not the same underlying defect." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different Qwen multimodal models and different failure modes: video-input ValueError vs weight_only loading error." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Qwen3 CUDA assert during device mapping is unrelated to quantization offloading behavior." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe is not the same as Llava Next segfault during load." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to the 3d_parallel.py execution failure." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different surfaces: Gemma4Processor server crash vs Qwen3.5 streaming inference failure." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3 device-mapping CUDA errors." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same title and same batched-input/padding=False crash in Qwen2_5_VLProcessor.apply_chat_template; clear duplicate." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error on CLIP is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU-offload device mismatch for Bark-small is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 CUDA assert and GraniteSpeech PEFT local-checkpoint loading are different bugs." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset handling are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs/wording issues, but they are different documentation changes, not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: tie_word_embeddings warning vs incorrect visual-encoder keys on save_pretrained." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation bug is not the same as the zero-loss behavior for num_labels=1 across sequence-classification models." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch and BigBird mask-token decode output are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor updates for special tokens are unrelated to DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL bugs: weight_only loading vs video vision_position_ids." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-resolution interpolation and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter update bug is unrelated to generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset bug is unrelated to Qwen3 CUDA assert on auto device mapping." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to the ZeRO-3 gradient growth report." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both describe HF_HUB_OFFLINE tokenizer-loading failures; issue:44843 pinpoints the model_info call in _patch_mistral_regex as the root cause." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token runtime update behavior and BigBird mask-token decode output are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "post_init policy for patchtsmixer is unrelated to num_labels propagation in Qwen3.5." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and are not clearly the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the two accepted pairs are conservative and well-supported by the issue titles: issue:44514/issue:44545 are near-verbatim duplicates, and issue:42886/issue:44843 clearly describe the same HF_HUB_OFFLINE tokenizer-loading regression with one issue giving the specific cause. The remaining soft-edge verdicts stay appropriately cautious and 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": 13, + "review_unit_index": 12, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:44062|issue:44451", + "issue:44918|issue:44936", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:43994|issue:44671", + "issue:39692|issue:44610", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:43525|issue:43531", + "issue:43746|issue:45381", + "issue:43596|issue:44220", + "issue:45183|issue:45479", + "issue:39692|issue:43873", + "issue:43618|issue:43697", + "issue:43540|issue:44008", + "issue:43746|issue:43873", + "issue:40444|issue:43746", + "issue:44220|issue:44661", + "issue:43716|issue:44008", + "issue:43720|issue:43819", + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:44843|issue:45081", + "issue:43421|issue:44811", + "issue:30064|issue:36010", + "issue:44186|issue:44898", + "issue:43550|issue:45072", + "issue:43577|issue:43818", + "issue:44062|issue:44488", + "issue:43550|issue:43927", + "issue:43540|issue:45381" + ], + "prepared_review_unit_hash": "02544a81fcff1fa14fa95d15c68c09a1692f74e7bd0835bbd12c3a039372b8a5", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36804, + "estimated_input_tokens": 9201, + "estimated_eval_tokens": 18658 + }, + "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 across different models and subsystems. I found no strong duplicate pairs; at most a few are near the same tokenizer-regex area, but not enough to merge as the same concrete bug.", + "confidence": 0.26, + "canonical_issue_reason": "Issue 43873 is the broadest and most active open report in the set, so it is the best representative issue if one must be chosen; however, the cluster does not look like a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "43873 has the widest scope ('offloading' + 'quantization'), the most discussion/inbound references, and is still open, making it the strongest canonical candidate among these issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer/loading failures, but they involve different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "One is a Qwen3.5 SFT embedding unpacking failure, the other is a trainer lifecycle/evaluate-after-train issue; same area, different bug." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and symptoms: model load failure vs image processor torchvision dependency regression." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated issues: Qwen3-MoE sliding-window behavior versus a Float8 storage lookup TypeError." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Both are model-output correctness complaints, but they target different models and likely different root causes." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both mention model/processor mismatches, but the models and concrete failures are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Tokenizer-related, but one is a runtime post-processor update feature gap and the other is a LayoutLMv2 tokenizer crash." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both touch fix_mistral_regex, but one is an AttributeError crash and the other is a tokenizer regression/warning issue; not clearly the same concrete bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and different errors; no shared code-path bug is evident." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "PEFT checkpoint loading versus Qwen2.5-VL video position IDs; unrelated failures." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different failure classes: deepspeed/zero3 initialization vs audio feature extraction." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both affect validation/loss logic across models, but one is about XOR input validation errors and the other is degenerate loss for num_labels=1." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc/example errors for SigLIP2 are not the same as a quantization/offloading runtime issue." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different model components and symptoms; one is missing CLIP attentions, the other is differing RTDetrV2 outputs in v5." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal paths: Qwen3OmniMoe video processing versus Gemma 3n audio tensor attribute collision." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint loading with adapters is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Both involve multimodal model loading/training, but the concrete bugs are different and not mergeable as one fix." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and add-new-model-like/tokenizer mapping behavior are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different models and different dtype/attribute issues; no shared bug." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Accelerate loading of packed weights is unrelated to DAC latent decoding/STE behavior." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-configuration bugs, but they concern different architectures and different configuration logic." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration vs BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both mention _patch_mistral_regex, but the reported failures differ: offline hub access vs tokenizer object attribute crash." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processing update behavior is not the same as Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and a GenerationMixin import error are completely unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer padding/NER crash versus image classification with interpolation; different model paths and bugs." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different runtime issues: torch.compile/SDPA failure versus bfloat16 dtype mismatch." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype loading issue and Video-LLaVA temporal-attention/weight-sharing issue are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but they are for different models and different tokenizer/model incompatibilities." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError and qwen2.5-vl vision_position_ids mismatch are separate multimodal 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": 13, + "review_unit_index": 13, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44448", + "issue:44485", + "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:45325", + "issue:45406" + ], + "soft_pairs": [ + "issue:43643|issue:44877", + "issue:43531|issue:43643", + "issue:43782|issue:44977", + "issue:43577|issue:43582", + "issue:43644|issue:43749", + "issue:44448|issue:44671", + "issue:43653|issue:43819", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:44186|issue:44442", + "issue:43825|issue:43827", + "issue:43650|issue:43906", + "issue:44821|issue:45084", + "issue:41720|issue:44991", + "issue:43606|issue:45072", + "issue:44805|issue:44936", + "issue:30064|issue:36331", + "issue:44485|issue:44509", + "issue:42175|issue:45081", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:44060|issue:44368", + "issue:34634|issue:36010", + "issue:43720|issue:45072", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:43262|issue:43819", + "issue:43653|issue:44671", + "issue:43582|issue:44857" + ], + "prepared_review_unit_hash": "9c6160f3da737897b996353cb848665789ebe437ba3c40920d36824472542134", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36832, + "estimated_input_tokens": 9208, + "estimated_eval_tokens": 18672 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions across different model families, processors, tokenizers, training, and docs. I found no strong duplicate pairs to merge; at most there is loose thematic overlap around recent v5/remote_code breakages, but not the same underlying bug.", + "confidence": 0.68, + "canonical_issue_reason": "No single issue cleanly represents a true duplicate set. If one anchor is needed, issue 45020 is the broadest umbrella for recent remote_code regressions, but the cluster overall is too mixed to treat it as a precise canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best high-level representative only because it is the broadest and most umbrella-like of the set; it captures a recurring family of recent-version remote_code breakages better than the others, though it is not a precise duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config/loading problems, but one is missing fields with trust_remote_code while the other is strict config blocking granite_speech; different bugs." + }, + { + "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:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen variants and different failure modes: weight_only loading error vs flash-attention generation bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype propagation and Apple Silicon allocator TypeError are unrelated code paths." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk vs FSDP CPU RAM efficient loading are different loading bugs." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 regressions, but on different models and different symptoms; not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code regressions, but 44561 is specifically about removing is_torch_fx_available; 45020 is a broader report with unknown root cause." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a runtime error message about removed pipeline tasks; the other is stale docs. Related theme, different bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile with SDPA is unrelated to DAC.from_latents missing STE." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and AutoTokenizer loading FastSpeech2ConformerTokenizer are different tokenizer failures." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime pipeline error messaging and documentation cleanup are not the same duplicate." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder issue title and an isolated reproduction of another issue are not duplicates." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and a template compilation TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and tokenizer loading for est-roberta are different subsystems." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch and bfloat16 dtype mismatches are distinct failures." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask-shape IndexError and trainer.evaluate() failing after train() are not the same bug." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation map processing and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to stale pipeline docs." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow in extras install and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo image-size mismatch and dtype mismatch reports are different bugs." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-VL model issues: weight_only load error vs incorrect RoPE temporal scaling." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "One is a tied-weights warning bug in Qwen3-Next; the other is a LoRA fine-tuning warning about tie_word_embeddings. Same theme, different issue." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking and bfloat16 dtype mismatch are different code paths." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral regex patch crash and Gemma4Processor missing _tokenizer are separate processor-loading bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights unexpected argument are related to loading, but not the same underlying defect." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC forward/from_latents mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and CamemBERT MLM prediction regression are distinct tokenizer/model issues." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError and CUDA AMP loss crash 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": 13, + "review_unit_index": 14, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "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", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45084", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45538" + ], + "soft_pairs": [ + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:43653|issue:44912", + "issue:43454|issue:43577", + "issue:34634|issue:36331", + "issue:44568|issue:45488", + "issue:43257|issue:43329", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43257|issue:43696", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:44568|issue:45356", + "issue:43262|issue:44811", + "issue:43749|issue:44756", + "issue:43329|issue:44479", + "issue:43531|issue:45042", + "issue:43257|issue:43931", + "issue:36010|issue:36331", + "issue:43257|issue:43756", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43697|issue:45357", + "issue:43577|issue:45072" + ], + "prepared_review_unit_hash": "7cb7cb6d43b49c33888d0e0baaa3d71230a4963d01526ccf6fe0e3879dc51bb4", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37517, + "estimated_input_tokens": 9380, + "estimated_eval_tokens": 19016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the items span unrelated bugs in training, tokenizers, vision, audio, loading, quantization, and multimodal processors. I do not see any soft edge that looks like the same underlying issue, so all candidate duplicate links should be rejected.", + "confidence": 0.98, + "canonical_issue_reason": "No safe canonical issue: the set is not a duplicate cluster but a grab bag of distinct bugs, so picking any one issue as the representative would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global best representative for duplicate triage. If forced, issue 43257 is the most substantial standalone report, but it is still too specific to serve as a cluster-wide canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different problems: BEiT label reduction vs RT-DETR output differences." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Unrelated: image processor label handling vs MPS attention correctness." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Separate tokenizer/config bugs; no shared code-path indicated." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird special-token registration issue is unrelated to GPT-oss quantization fallback." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug vs BLIP2 dtype-loading issue are different failures." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and trainer compute_loss kwargs are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions: BOS/EOS insertion vs pre-tokenizer override." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE load/convert bug is not the same as multimodal token counting video-branch NameError." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BERT indexing failure is distinct from trainer evaluate-after-train behavior." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading breakage and tokenizer loading failure are different paths." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading bug vs Whisper batch_decode skip_special_tokens bug." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7 test load issue and Qwen3.5 flash-attention generation issue are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo image size mismatch are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup error is unrelated to PIL/image-processor torchvision dependency." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Model load/weight conversion bug vs CUDA OOM on GPT-oss-20b." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 docs/example errors do not match GPT-oss quantization fallback." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking issue is not the same as OmDet-Turbo processor shape bug." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba-9B-v2 torch.compile SDPA failure is unrelated to GPT-oss quantization." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import error and custom-model Jupyter initialization regression are distinct." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions affecting different mechanisms and models." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug is unrelated to Whisper batch decoding." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are different loading issues." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both concern video handling, but one is a specific NameError in token counting while the other is a broader regression; not the same bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token-count metric bug does not match GPT-oss perplexity reports." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output divergence is unrelated to Qwen3.5 visual-encoder key saving." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen loading failures: MoE weight conversion vs Qwen3-VL shape mismatch." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading bug and Smollm3 RoPE-layer mismatch are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined helper/variable in video token counting is not the same as batched video processor output shape." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and PIL backend torchvision requirement 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": 13, + "review_unit_index": 15, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45137", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:42175|issue:44938", + "issue:41720|issue:43540", + "issue:43452|issue:43582", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:33357|issue:34567", + "issue:44291|issue:45042", + "issue:43906|issue:45381", + "issue:42915|issue:43742", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:42175|issue:43824", + "issue:43526|issue:45479", + "issue:44737|issue:45588", + "issue:42915|issue:44821", + "issue:42175|issue:44488", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:28282|issue:34689", + "issue:43646|issue:43749", + "issue:43582|issue:43782", + "issue:43643|issue:45375", + "issue:43756|issue:45325", + "issue:43493|issue:43994", + "issue:28282|issue:29127", + "issue:36010|issue:42175", + "issue:43742|issue:44291" + ], + "prepared_review_unit_hash": "81d1e53b766bfb62969ec4b0be0f8f5debd94b7e73cac88b0943693cfb21b442", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36487, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a tight duplicate cluster; it mixes many unrelated Transformers bugs that only share broad wording around loading/importing/models. No pull requests are present, and none of the soft pairs look like the same concrete bug.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue clearly dominates as the same underlying problem across the set. If forced to pick a representative, issue 44987 is the broadest recent loading-regression report, but the cluster is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44987 is the best global representative because it is a current, concrete model-loading regression with a general title and a likely actionable reproduction, whereas many others are narrower, model-specific, or about different subsystems entirely.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "One is about TensorFlow missing from a pip extra; the other is a Python 3.14 load failure. Same broad install/load surface, but not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and Qwen3OmniMoe video ValueError are different failure modes and different code paths." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading vs Apple Silicon allocator warmup TypeError are unrelated mechanisms." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL/Qwen video regressions, but the reported breakage differs: one is a broader v5.3.0 video-input regression across several models, the other is a specific still-image temporal position_id bug." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token ID loss and git-oss-20b MXFP4 fallback are unrelated model/config bugs." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Physical-intelligence/fast loading failure is not the same as CLIPTokenizer's huge model_max_length behavior." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading failure and tokenizer max-length semantics are different issues." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error while loading a CLIP model and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument handling is a model-init bug; PIL backend image processor torchvision requirement is a different image-processing regression." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "A reproduction of a prior issue about custom model loading does not match a Qwen2.5-VL video-position bug." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Both involve Qwen3/Qwen3Moe model loading, but one is FineGrainedFP8Config-specific and the other is a MobileLLM key error; different concrete failures." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3-vl-embedding StopIteration are distinct video-processing failures." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same general family, but one is a video-input ValueError in Qwen3OmniMoe and the other is a broader v5.3.0 regression affecting multiple Qwen VL variants." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and PEFT version bump are completely different problems." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow backend packaging and missing Qwen2.5-VL class export are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and sequence-classification zero-loss behavior affect different components and code paths." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange placement bug and flash_attention s_aux=None crash are unrelated implementation bugs." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor-from-URL failure are different subsystems." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging for TensorFlow and a model-specific load failure are not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg duplication and tokenizer loading for EMBEDDIA/est-roberta are different tokenizer problems." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero probabilities/nonsensical outputs and Perceiver non-default-resolution failure are different model-specific issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Missing PyTorch dependency error and Llama 3.2 Vision model-loading breakage are unrelated import/load failures." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Transformers 5.0 custom model initialization breakage and FSDP CPU RAM efficient loading failure are different code paths." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and Qwen3VL weight_only error are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "trust_remote_code missing fields in AutoConfig and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are both config-related, but not the same defect." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Qwen2.5-VL rope-index scaling bug are distinct architecture-specific regressions." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and SigLIP2 nonsensical AutoModel/pipeline outputs are related by model family but not clearly the same underlying bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch import error and LayoutLMv3 box-information error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import error and TensorFlow-extra packaging issue are unrelated import/packaging failures." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights unexpected argument are different initialization 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": 13, + "review_unit_index": 16, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41720", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43819", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45440" + ], + "soft_pairs": [ + "issue:44484|issue:44704", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44062|issue:45081", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:44514|issue:45290", + "issue:43688|issue:43749", + "issue:43643|issue:44561", + "issue:44514|issue:45381", + "issue:43452|issue:43577", + "issue:43697|issue:45216", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43531|issue:44821", + "issue:43688|issue:45440", + "issue:44625|issue:44877", + "issue:43720|issue:44898", + "issue:43452|issue:44843", + "issue:43819|issue:44811", + "issue:43653|issue:44568", + "issue:43295|issue:45356", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:44464|issue:44743", + "issue:41720|issue:43906", + "issue:24643|issue:29127" + ], + "prepared_review_unit_hash": "b05bb5c62c054f797dbe62da5258f1dcd94e25bbe2e8af3981425c83b741c693", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36175, + "estimated_input_tokens": 9044, + "estimated_eval_tokens": 18344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are false positives from broad lexical similarity (trainer, tokenizer, loading, or v5 regressions) but describe different concrete bugs. The only plausible duplicate-like pair is the tied-weights save/serialization regression in v5: issue 44466 and issue 45005.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44466 is the clearest, most concrete report of the tied-weights serialization regression, with a specific failure mode and a broad enough description to represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the best representative issue because it centers on a concrete, reproducible code-path problem rather than a narrower application-specific manifestation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "Both involve saving/loading APIs, but one is about max shard size and the other about forwarding kwargs to cached_file; different bugs." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both are Trainer-related, but one is a token-count tracking bug and the other is a custom compute_loss signature breakage." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Different loading failures: init_empty_weights/_is_hf_initialized vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer errors, but one is AddedToken special-arg handling and the other is a Mistral regex/backend_tokenizer crash." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading issues, but they affect different models and appear to stem from different code paths." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both mention multimodal model loading/generation, but the affected models and failure modes are distinct." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same method family, but different crashes: batched padding handling vs assistant tool-call messages with no content." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "These are unrelated: auxiliary-loss normalization in MoE models versus FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code behavior, but one is missing config fields and the other is removal of is_torch_fx_available." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL issues, but one is chat template batching and the other is incorrect vision_position_ids for video input." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Different bugs: gguf_file loading failure vs dtype propagation for BLIP-2 qformer/model." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regression classes: RTDetrV2 output drift vs Qwen3.5 checkpoint serialization/save_pretrained correctness." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading errors, but one is a key error for MobileLLM and the other is a missing Float8 storage type." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated subsystems: image processor backend dependency handling vs Mistral tokenizer regex handling." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different areas and failures: Qwen3-MoE sliding_window behavior vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are model correctness reports, but they concern different architectures and different implementation divergences." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is num_labels propagation and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different model bugs: packed-weight unpacking during accelerate loading vs Perceiver interpolation on non-default resolution." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both mention loading, but one is gguf/model loading and the other is offline-path behavior in _patch_mistral_regex." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different functionality entirely: DAC latent conversion versus Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern tokenizer special tokens, but they describe different tokenizers and different failures." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but the concrete breakage is different: processor.tokenizer access/images passthrough vs codec handling and warning text." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same underlying tied-weights serialization regression in v5; 45005 looks like a model-family-specific manifestation of the broader issue in 44466." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Different training/runtime problems: DeepSpeed ZeRO-3 load failure versus evaluate() failing after train()." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation/model-state issues, but one is compiled-forward chunked generation inconsistency and the other is recurrent-state reset in modular_qwen3_5.py." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "The titles are only loosely related by a runtime error/bug reference; one is Qwen3 auto device mapping and the other is a reproduction of an earlier issue." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Completely different bugs: DeepSpeed weight shape error during training versus LayoutLMv3 error-message clarity for insufficient box info." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts are appropriately conservative: most pairs are correctly rejected despite superficial lexical overlap, while the only accepted pair (44466/45005) is a plausible same-bug cluster around tied-weights serialization in v5. No evidence of overstatement or unsafe merging across unrelated bugfixes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 17, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44843", + "issue:44849", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45588" + ], + "soft_pairs": [ + "issue:43525|issue:43643", + "issue:44361|issue:44442", + "issue:43577|issue:43697", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:44843|issue:44991", + "issue:28282|issue:32090", + "issue:44479|issue:44936", + "issue:43122|issue:43906", + "issue:28282|issue:35141", + "issue:28282|issue:33357", + "issue:44977|issue:45356", + "issue:43577|issue:45588", + "issue:30064|issue:33666", + "issue:43653|issue:43927", + "issue:43577|issue:44554", + "issue:43329|issue:45325", + "issue:44464|issue:44977", + "issue:43531|issue:43742", + "issue:43550|issue:44361", + "issue:44479|issue:44625", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:41720|issue:44464", + "issue:32090|issue:33666", + "issue:32090|issue:34567", + "issue:43262|issue:45084", + "issue:43278|issue:43688", + "issue:43504|issue:44610", + "issue:43452|issue:44451", + "issue:44849|issue:45357", + "issue:45200|issue:45229" + ], + "prepared_review_unit_hash": "14383a9245de7af8d8f1c70c5b149a0b3e1f5f601241bb844df723fb51754dbf", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37468, + "estimated_input_tokens": 9367, + "estimated_eval_tokens": 18990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the paired items mostly share broad areas like tokenizers, model loading, training, or vision models, but they do not describe the same underlying bug/change. I would not merge any soft edges. If a single anchor is needed, issue 44843 is the best representative of the most active tokenizer-regression thread, but the cluster overall is not one duplicate set.", + "confidence": 0.9, + "canonical_issue_reason": "No true canonical across the whole cluster because the reports are unrelated; 44843 is the most suitable anchor only because it is a well-scoped, active tokenizer-loading regression with inbound reference activity.", + "canonical_pr_reason": null, + "best_issue_reason": "44843 is the strongest representative of the most actionable subset here: a clear tokenizer regression with discussion and external linkage, unlike the other items that span unrelated bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config/loading problems, but one is a missing pad_token_id attribute and the other is missing fields from trust_remote_code; different code paths and fixes." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both mention tokenizer failures, but they affect different tokenizers and different load paths; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "One is a BLIP2 dtype-loading issue, the other is a model output regression in RTDetrV2; unrelated defects." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities and processor.tokenizer regression are different behaviors in different components." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLuke tokenizer AttributeError are distinct tokenizer bugs." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer loading regressions, but they involve different failures and different models; too broad to be the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "PyTorch import missing vs Trainer NoneType GPU broadcast are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression in Qwen VL models is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Both concern tokenization/version behavior, but the titles indicate different reproductions and no shared concrete failure mode." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch import and MacOS bus error in CLIP are different failures." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 and Kimi-K2.5 tokenizer regression are different components and code paths." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype handling and flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map preprocessing and Qwen2-VL multi-GPU training are not the same issue." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird mask token registration and DiaConfig custom token IDs are different tokenizer/config bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype mismatch and MPS attention correctness are different model/runtime problems." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined video-branch variables and still-image rope scaling are both multimodal, but they affect different logic paths." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation are different generation regressions." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window handling and MobileLLM key error are separate model-loading/model-config bugs." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure and MLuke tokenizer AttributeError do not share a concrete code path." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video regression in Qwen VL models and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are both loading bugs, but for different models and mechanisms." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained-load legacy field and Bamba SDPA compile failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert with auto device mapping and compiled-forward chunked generation are different runtime bugs." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "GPU broadcast NoneType error and TrainerState token counter not updating are different trainer issues." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and template-node compilation TypeError are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype mismatch in evaluation and auxiliary-loss normalization are separate training behaviors." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit loading legacy field issue and OmDet-Turbo processor/model input-size mismatch are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaks tokenizer/model loading, while ScandiBERT is a model-specific loading failure; no shared bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states regression and incorrect visual-encoder keys in save_pretrained are different defects." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only mm_token_type_ids defaulting and multi-GPU inference OOM are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 18, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43329", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44060", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43334|issue:43572", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:43540|issue:43716", + "issue:43525|issue:43572", + "issue:43742|issue:44821", + "issue:33666|issue:36010", + "issue:43720|issue:43927", + "issue:43688|issue:43873", + "issue:43606|issue:43927", + "issue:43278|issue:43844", + "issue:43257|issue:43299", + "issue:43720|issue:44361", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:43329|issue:43606", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:33666|issue:36331", + "issue:43756|issue:44060", + "issue:44589|issue:45520", + "issue:44625|issue:45584", + "issue:43646|issue:44466", + "issue:44521|issue:45290", + "issue:43688|issue:43746", + "issue:44423|issue:44734", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:39692|issue:43295", + "issue:43504|issue:43606" + ], + "prepared_review_unit_hash": "66088b4866c8fc65c78371c27da13de60f212f47b63f7fbb916e49292b5e5f77", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36665, + "estimated_input_tokens": 9167, + "estimated_eval_tokens": 18590 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues span unrelated model-loading, multimodal, trainer, config, and serving regressions. The soft-similarity pairs are mostly same-subsystem but different root causes, so they should not be deduped or merged as one PR.", + "confidence": 0.94, + "canonical_issue_reason": "No true canonical duplicate exists here; if one issue must anchor the cluster, issue:44521 is the clearest high-signal open report with active discussion and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest representative by signal quality: open, well-scoped, and already drawing references from other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing-token-id style config regressions, but they affect different model families and different fields (pad_token_id vs pad_token_idx)." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/state persistence, but one is about dropped RoPE layers and the other about rotary_pct resetting; different code paths and symptoms." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch and pipeline translation-message behavior are unrelated bugs." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Both are multimodal-input failures, but one is Qwen3OmniMoe video processing and the other is Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Same broad regression class, but different config classes and different missing attributes; not the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Model loading key error and AutoImageProcessor-from-URL failure are distinct loading paths." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "One is packed-weight unpacking during accelerate load; the other is config token-ID persistence. Different bugs." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization/offload behavior are separate training/runtime problems." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch and save/load token-ID loss are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift in eval and gradient blow-up under ZeRO-3 are not the same issue." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MOE, but one is accelerate/deepspeed weight conversion and the other is dev-version model loading; different failure modes." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs example errors and the SigLIP2 HF-vs-JAX discrepancy are different issues." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both involve Qwen3.5-family multimodal/runtime problems, but the concrete failures are different (video input ValueError vs flash-attention generation behavior)." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading and an unreleased PEFT minimum-version bump are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43606", + "accept": false, + "reason": "Undefined multimodal-token helper usage and CPU-offload device mismatch are different code paths." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model and offline-mode failure in _patch_mistral_regex are not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and ZeRO-3 gradient increase are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and compute_loss signature breakage are different trainer issues." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Both concern model configuration, but one is RoPE-layer serialization and the other is incorrect tied-weight warnings in Qwen3-Next." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage import/type failure and flash_attn lookup on Python 3.13 are separate compatibility problems." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage and device-dependent lm_head.weight serialization are different v5 regressions." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is multimodal assistant-mask generation and the other is tool-call/no-content crash." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Aux-loss normalization and GraniteSpeech PEFT local-checkpoint loading are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve-time crashes, but one is continuous-batching multimodal conversion and the other is KV-cache continuation indexing." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Qwen2.5-VL import failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs-example mistakes and the processor.tokenizer regression are different problems." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "BEiT legacy-field loading failure and CPU-offload device mismatch are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 19, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:15354", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43844", + "issue:43927", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44315", + "issue:44361", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43994|issue:44493", + "issue:43572|issue:44291", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:44464|issue:45584", + "issue:43575|issue:45405", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43257|issue:45405", + "issue:43606|issue:44112", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:43582|issue:44977", + "issue:43844|issue:44964", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:39401|issue:44568", + "issue:44315|issue:44849", + "issue:37428|issue:43957", + "issue:44554|issue:45356", + "issue:43334|issue:43525", + "issue:43295|issue:44610", + "issue:43493|issue:43701", + "issue:45200|issue:45325", + "issue:44466|issue:45127" + ], + "prepared_review_unit_hash": "d013e6d923b876957d6089ed6b4eabc71b3c7b9e0bfe061fe1a3ba645fe09bfd", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36066, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: it spans unrelated tokenizer, generation, loading, dtype, and model-specific regression reports. Only one soft pair looks plausibly like the same underlying config-attribute regression; the rest should stay separate.", + "confidence": 0.3, + "canonical_issue_reason": "Issue 43525 is the clearest representative if a single anchor is needed: it is a crisp, reproducible `pad_token_id` AttributeError and it matches the only plausible duplicate-style pair in the set. That said, the overall cluster is not a clean duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "43525 is the best standalone issue to anchor on because it is narrowly scoped, well-defined, and closest to a likely shared fix for missing `pad_token_id` on config objects.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Both mention SigLIP2/position-id behavior, but one is a model-output discrepancy and the other is an unexpected key warning; too broad and not clearly the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both involve loading under transformers 5.x, but one is a missing config field and the other is an `init_empty_weights` argument mismatch; different failure modes and code paths." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Different model families and different tokenizer/model-loading failures; only a vague theme of special fields, not the same underlying issue." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are attribute/tokenizer-related, but one is about custom token IDs being lost on save/load and the other is an MLuke tokenizer AttributeError on tasks; not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both touch generation, but one is compiled-forward chunked generation inconsistency and the other is empty-transcription handling after token alignment; unrelated code paths." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM on tensor-parallel model loading vs a package version bump issue; no shared code-path or symptom." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift vs resume checkpoint key mismatch are different regression types and different subsystems." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A test failure for Janus model image generation and a dependency-version issue are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45405", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to an unreleased PEFT version bump." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are CI/device-related, but one is a CPU-offload device mismatch and the other is a stale GraniteSpeech test; not the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure vs SigLIP2 zero probabilities are unrelated model/runtime issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Attention correctness on MPS with mismatched head dims is not the same as a PyTorch version-check import bug in flex_attention." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error vs flash-attn import KeyError on Python 3.13 are different failures." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma 4 token-type defaults are different multimodal preprocessing issues." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation problems are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation during training vs inability to load a multimodal model are different problems." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is not the same as an output_hidden_states bug in Qwen3.5." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Dtype mismatch in inference wrappers vs Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset-mapping corruption and missing BOS/EOS insertion are both tokenizer issues, but they affect different tokenizer logic and outputs." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application with model_init is unrelated to Qwen3.5 hidden-state output behavior." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import breakage and meta-device model loading failures are different initialization issues." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS and Kimi-K2.5 tokenizer codec/regression issues do not share a concrete code path." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": true, + "reason": "Both report the same concrete failure class: `pad_token_id` missing on config objects during model loading/generation, suggesting one shared regression in config attribute access." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression for custom code and a 640px-vs-224px processor size mismatch are different model-preprocessing bugs." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is unrelated to checkpoint-resume key mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal position-related metadata, but one is missing `mm_token_type_ids` defaults and the other is incorrect temporal scaling in rope index computation; not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency for tied `lm_head.weight` is a different issue from LoRA merge collapse with extended vocabulary." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it correctly treats the cluster as mostly heterogeneous and only elevates the one closely matching `pad_token_id` pair. The accepted soft edge (43334, 43525) is conservative and supported by the shared AttributeError symptom, and the rejected pairs are generally framed narrowly without overclaiming identity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 20, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44462", + "issue:44464", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45003", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43873|issue:44464", + "issue:44792|issue:45563", + "issue:43388|issue:43526", + "issue:44514|issue:44521", + "issue:43844|issue:44936", + "issue:37428|issue:43824", + "issue:43572|issue:44987", + "issue:43295|issue:43450", + "issue:43572|issue:44589", + "issue:43824|issue:43975", + "issue:44442|issue:45198", + "issue:43295|issue:43873", + "issue:44360|issue:44561", + "issue:43278|issue:43856", + "issue:38175|issue:45412", + "issue:43295|issue:43994", + "issue:44206|issue:45584", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:44849|issue:45003", + "issue:42915|issue:43824", + "issue:43653|issue:44112", + "issue:44568|issue:44991", + "issue:43450|issue:43493", + "issue:45290|issue:45381", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44462|issue:44561", + "issue:43450|issue:43575" + ], + "prepared_review_unit_hash": "2a67b4d8a8f0483eea48d4331c8efc0270dfb21242ae8b92fcd58b40c885c8f1", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36677, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issues with no PRs; nearly all soft pairs are false positives. The only plausible duplicate relation is the SigLIP2 output-bug pair (38175/43493).", + "confidence": 0.84, + "canonical_issue_reason": "issue:43493 is the best umbrella candidate for the only clear duplicate-like pair: it frames the SigLIP2 problem at the implementation-vs-JAX level, which subsumes the symptom-specific zero-probabilities report in issue:38175.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43493 is the strongest representative of the cluster\u2019s only real overlap and has the broadest description of the underlying SigLIP2 correctness bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different models and failure modes: Perceiver resolution handling vs RT-DETR memory release." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Both are runtime issues, but they concern unrelated code paths: quantization offloading vs compiled chunked generation." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus test failure and stale warning for num_return_sequences are unrelated symptoms." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one is a trainer metric gathering bug and the other is BeitImageProcessorFast label reduction; not the same bug." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch Qwen2.5-VL chat templating, but one crashes on batched padding=False input while the other returns zero assistant masks; different defects." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Training instability with ZeRO-3 is unrelated to evaluate() failing after train()." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are ImportErrors, but they are for different missing symbols and different code paths." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is not the same as a model load failure for physical-intelligence/fast." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video-shape bug affect different processor behaviors." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "Config missing pad_token_idx is unrelated to Float8 storage lookup failure." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Both are model-loading related, but one is a top-level import failure and the other is a detokenization bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer load failure for FastSpeech2Conformer and save_pretrained/tokenization failure for Wav2Vec2 are different issues." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation bug and trust_remote_code breakage from removed helper are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate() is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability issue and RT-DETR memory leak are unrelated models and failures." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Custom processor/tokenizer regression is not the same as SigLIP2 nonsensical outputs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor is unrelated to Whisper empty-transcription failure." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": true, + "reason": "Same model family and same output-correctness problem; the JAX-vs-HF discrepancy report is the broader form of the zero-probabilities symptom." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but they concern different pipeline/documentation updates and should not be merged." + }, + { + "left": "issue:44849", + "right": "issue:45003", + "accept": false, + "reason": "Qwen3.5 hidden-states bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Qwen2.5-VL import failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech device-override test failure are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer regressions affecting different models; same broad area but not the same underlying bug." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video processor shape bug and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is chat-template/tool-call handling and the other is video vision_position_ids; different code paths." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count overflow are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json loading behavior and trust_remote_code breakage come from different parts of the loading stack." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and tensor-parallel OOM are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The evaluation is grounded in the packet: almost all pairings are clearly heterogeneous from the titles alone, and the only plausible duplicate-like relation is the SigLIP2 pair (38175/43493). The one accepted soft edge is still stated conservatively, and the canonical/best issue choices are reasonable as the broader SigLIP2 report." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 21, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588" + ], + "soft_pairs": [ + "issue:45200|issue:45588", + "issue:44561|issue:44779", + "issue:44610|issue:44857", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44448|issue:44743", + "issue:43606|issue:45083", + "issue:43278|issue:43825", + "issue:45310|issue:45478", + "issue:29942|issue:32090", + "issue:37428|issue:43425", + "issue:43611|issue:43931", + "issue:43335|issue:43550", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:37428|issue:44351", + "issue:43450|issue:43526", + "issue:45200|issue:45381", + "issue:44855|issue:45083", + "issue:43335|issue:43653", + "issue:29127|issue:32090", + "issue:39692|issue:44493", + "issue:44448|issue:44779", + "issue:44292|issue:45520", + "issue:44977|issue:45229", + "issue:38175|issue:44493", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:43335|issue:45072", + "issue:44568|issue:45491", + "issue:43720|issue:44112", + "issue:40444|issue:43526", + "issue:43723|issue:44554", + "issue:44448|issue:44977", + "issue:43335|issue:44112" + ], + "prepared_review_unit_hash": "e3821aec64d6a9bc35aa9d5ac7ffbd0e11b9c7d6ca687e0bfc95387d7137eab4", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 38050, + "estimated_input_tokens": 9513, + "estimated_eval_tokens": 19282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly unrelated issues, with one clear duplicate pair: #45310 and #45478 both report the same Qwen3.5 Moe from_pretrained failure.", + "confidence": 0.96, + "canonical_issue_reason": "#45310 is the earlier report of the Qwen3.5 Moe from_pretrained regression, so it should be the canonical issue over the later duplicate #45478.", + "canonical_pr_reason": null, + "best_issue_reason": "#45310 is the clearest representative issue in the cluster because it is the earliest report of the duplicated Qwen3.5 Moe from_pretrained bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: Gemma 4 token-type defaults vs a flash_attention integration crash on s_aux=None." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different failure modes and code paths: removed utility breaking trust_remote_code vs Deepseek tokenizer output regression." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated issues: image processor/model input-size mismatch vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs: DAC latent reconstruction mismatch vs a GraniteSpeech CI test/device override issue." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Both involve processors, but one is an audio chat-template sampling-rate default and the other is a batched video shape bug." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different concrete problems: Pegasus output drift vs Qwen3 recurrent-state reset in cache handling." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems and symptoms: bark-small CPU offload mismatch vs qwen3_omni_moe helper-length behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Unrelated regressions: embedding dtype drift in eval vs pipeline v5 error-message behavior for translation tasks." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same model, and the same v5.4.0 from_pretrained failure; #45478 is a later duplicate of #45310." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated CI/test failure vs trainer broadcast TypeError; no shared concrete code path." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different problems: missing flash attention helper import vs broad torch 2.10 incompatibility report." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Different loading failures: base_model_prefix handling in v5 vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different model/config issues: sparse layer creation in SwitchTransformers vs Bamba torch.compile+SDPA failure." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Different BEiT-related but distinct bugs: SigLIP2 docs/example errors vs BeitImageProcessorFast reduce_labels behavior." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms: DAC latent mismatch vs unexpected position-id keys across many models." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: _flash_supports_window_size vs HybridCache." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Different processor bugs: batched video output shape vs BEiT fast label reduction." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Different modalities and root causes: text-only Gemma4 token-type defaults vs Qwen2.5-VL video position-id issue." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python parsing/import failure in DebertaV2 vs qwen3_omni_moe helper-function behavior." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs in different components: sparse layer creation vs BigBirdTokenizer special-token registration/decode output." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different issues entirely: LayoutLMv3 error-message clarity vs trainer broadcast TypeError." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Different reports: SigLIP2 doc/example problems vs widespread unexpected position-id key behavior." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different concrete regressions: Pegasus output change vs Deepseek tokenizer correctness." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Different problems: Qwen-3-8B-NVFP4 runtime error vs Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Different scope: qwen3.5 flash-attention generation bug vs Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different issues: SigLIP2 zero probabilities vs position-id key warnings/errors." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different code paths: SwitchTransformers sparse-layer config vs qwen3_omni_moe helper output lengths." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different bugs: SwitchTransformers sparse-layer creation vs BEiT semantic-segmentation pretrained loading preset issue." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different failures: torch.compile+SDPA on Bamba vs GraniteSpeech stale CI device override test." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different problems in different models: SwitchTransformers config bug vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Different tokenizer/default-token behavior vs Gemma3 NaN embeddings from mixed-length sliding-window attention." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different bugs: BitNet packed-weight unpacking during accelerate loading vs GraniteSpeech stale CI test." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different model/task bugs: Qwen2.5-VL iterable dataset with multiple images vs BEiT fast processor label reduction." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Different regressions: AutoTokenizer.from_pretrained v5 loading issue vs MPS attention correctness when value head dim differs from query." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different concrete issues: Pegasus v4/v5 output drift vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Different issues: SwitchTransformers sparse-layer config bug vs GraniteSpeech CI device-override test failure." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-pair call on #45310/#45478 looks grounded, but the canonical_issue_reason overstates evidence: #45310 is clearly the earlier report, yet the packet does not support that it has \u2018more surrounding discussion/reference activity\u2019 than #45478 (45478 has higher discussion_activity, and 45310 only has one inbound reference). Please keep the canonicalization rationale strictly to the earlier/earlier-report basis." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 22, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:34689|issue:35141", + "issue:45372|issue:45588", + "issue:43066|issue:44462", + "issue:43606|issue:44857", + "issue:44857|issue:45072", + "issue:45372|issue:45406", + "issue:44977|issue:45563", + "issue:43412|issue:45588", + "issue:43873|issue:45229", + "issue:43873|issue:44493", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:43278|issue:43329", + "issue:43550|issue:45083", + "issue:37428|issue:44987", + "issue:43976|issue:45440", + "issue:45245|issue:45563", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:45372|issue:45459", + "issue:44451|issue:45520", + "issue:44448|issue:44466", + "issue:25251|issue:32090", + "issue:43065|issue:43994", + "issue:44857|issue:45588", + "issue:43065|issue:45412", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:43278|issue:43381", + "issue:44265|issue:45198", + "issue:44361|issue:45198", + "issue:43421|issue:45491" + ], + "prepared_review_unit_hash": "f5c4998a8ead105b9c36c1648d53ff5db7f9b48292d740baafa4d6c495ff2579", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37350, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated, spanning different model families, tokenizer regressions, export/runtime bugs, and device/offload failures. I found no soft-edge pair that looks like the same underlying bug or change.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out: the cluster is heterogeneous and the soft pairs are only superficially similar.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue for deduplication; if forced, issue:45229 has the richest discussion, but it is not representative of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Different regressions: model loading for Llama 3.2 Vision vs token embedding reinitialization after resize." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import/load failure is unrelated to flash-attention's None sink handling." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch and ignoring tokenizer.json are different tokenizer-loading bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and AMP CUDA crash in LwDetr are distinct failure modes." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths and symptoms: LwDetr AMP crash vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Processor import error and missing _tokenizer attribute in serve are separate Gemma4 issues." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug vs stale warning about num_return_sequences are not the same bug." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/erfinv issue is unrelated to flash_attention sink-less AttributeError." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Offloading with quantization is unrelated to position-id unexpected-key serialization issues." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint resume key mismatch and qwen3_omni helper length logic are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "FlashAttention test failures do not match the embedding reinitialization bug." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to the multimodal-token counting NameError/undefined-variable bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba SDPA compile failure is unrelated to qwen3_omni_moe feature-length computation." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Missing flash-support import and loading a specific model on transformers>=5.1 are distinct issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepseekV3MoE divergence are different concerns." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category cardinality overflow and stale generate warning are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 device-mapping cudaErrorAssert and Gemma4 OOM are different model/runtime failures." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to MacOS bus error in a CLIP model." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import error and tokenizer protobuf decode-error masking are separate bugs." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model load failure for ScandiBERT is unrelated to flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different serialization/output regressions: Pegasus v4/v5 output drift vs lm_head.weight device-dependent serialization." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nested-list behavior and trainer broadcast NoneType are not the same underlying bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and Siglip2 nonsensical outputs are unrelated model issues." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr AMP/CUDA failure is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A placeholder Conv2d and a memory-release bug in RT-DETR do not match." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and qwen3_5 recurrent-state reset are different subsystems and failures." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/truncation crash is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export exportability with torch_compilable_check is a different problem from Wav2Vec2 tokenization/save failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug and Gemma3 NaN embeddings in sliding-window attention are different." + } + ] + }, + "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": 13, + "review_unit_index": 23, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45588" + ], + "soft_pairs": [ + "issue:43257|issue:43278", + "issue:43994|issue:45412", + "issue:42915|issue:42994", + "issue:44206|issue:44479", + "issue:44871|issue:44977", + "issue:43756|issue:45440", + "issue:29942|issue:30064", + "issue:44610|issue:45412", + "issue:33357|issue:39692", + "issue:45103|issue:45372", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:45072|issue:45229", + "issue:43824|issue:44279", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43526|issue:44186", + "issue:44464|issue:45491", + "issue:43334|issue:43531", + "issue:29942|issue:36010", + "issue:44977|issue:45245", + "issue:29127|issue:33357", + "issue:43262|issue:44206", + "issue:29127|issue:35141", + "issue:43761|issue:44079", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43232|issue:43388", + "issue:43441|issue:45588" + ], + "prepared_review_unit_hash": "d18a9b91db34b38eb9d042088423a8b50ffb84b18a2fdc2df0033a6b56058b70", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36510, + "estimated_input_tokens": 9128, + "estimated_eval_tokens": 18512 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the issues span many unrelated models, tokenizers, processors, generation paths, and trainer behaviors. None of the soft pairs look like the same underlying bug or change, so all soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": "If a single anchor is needed, issue 45229 has the highest discussion volume and broad user impact, but it is not truly canonical for the cluster because the surrounding issues are heterogeneous and unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45229 is the best representative by activity and visibility, but only as a loose anchor; it does not match the other issues closely enough to serve as a real duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Different failures: Qwen3 MoE loading/conversion vs embedding dtype drift during eval. No shared code path." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference quality/model loading vs RT-DETR memory release. Unrelated bugs." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both mention quantization, but one is FP8 config on Qwen3 MoE and the other is saving quantized models. Different underlying problems." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg crash vs video-input regression in VL models. Not the same code path." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config mismatch vs flash-attention generation failure. Different components and symptoms." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "RoPE layer count bug in Smollm3 vs DeepSeekV3MoE divergence from remote implementation. Different model families and fixes." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures vs void segmentation map processing. No overlap beyond being general issues." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor output size mismatch vs model deletion memory leak. Unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on CLIP vs SigLIP2 documentation example errors. One is runtime/native crash, the other is doc example mismatch." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation parsing crash vs Gemma4 processor import dependency breakage. Different subsystems." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error messaging vs TrainerState token-count tracking. No common bug." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error in Trainer vs OOM with Adafactor/DeepSpeed. Different failure modes." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference vs multi-GPU CUDA OOM. Not the same defect." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing Qwen2_5_VL symbol vs generic dependency issue. Too broad and not the same code change." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs checkpoint resume key mismatch. Different training-state problems." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs AutoTokenizer loading FastSpeech2ConformerTokenizer. Different tokenizer implementations." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs LayoutLMv2 tokenizer crashes on NER padding/truncation. Different preprocessing paths." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window all-padding windows. Different generation/math bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id load failure vs Qwen3-MoE sliding_window behavior. Same model family, but distinct issues." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention test failures vs GenerationMixin import error. Different areas and fixes." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression vs category-cardinality RuntimeError. No shared underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Error-message clarity in LayoutLMv3 vs CLIP bus error on macOS. Unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs LASR feature extractor center arg crash. Different processor bugs." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-info error message vs embedding reinit during post_init. Different model behaviors." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression vs generic ModelOutput key assignment bug. Similar theme, but not the same concrete bug or patch." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FP8 quantization failure on Qwen3 MoE vs Qwen3-VL weight-shape mismatch on load. Different root causes." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs dtype mismatch in CI inference. Different components." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs metric gathering truncation of tuple labels. No overlap." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Model-specific FlashAttention failure in Ministral-3 vs integration crash on s_aux=None. Both involve flash attention, but not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 24, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:29942", + "issue:33290", + "issue:33666", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:41628", + "issue:43316", + "issue:43381", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45003", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:43526|issue:44857", + "issue:44479|issue:45290", + "issue:43723|issue:45479", + "issue:43526|issue:44610", + "issue:45003|issue:45440", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:43931|issue:45216", + "issue:43575|issue:43701", + "issue:44977|issue:45584", + "issue:43646|issue:44077", + "issue:43761|issue:44188", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:29942|issue:33666", + "issue:43575|issue:44387", + "issue:43994|issue:44206", + "issue:39692|issue:45491", + "issue:43873|issue:45588", + "issue:43673|issue:44743", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:41628|issue:45372", + "issue:44077|issue:44479", + "issue:43720|issue:44442" + ], + "prepared_review_unit_hash": "615dcae0cf530474c76754eb46e52394ddfebd64e5187c3620882701c8df0859", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36742, + "estimated_input_tokens": 9186, + "estimated_eval_tokens": 18628 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly false positives: they share broad Transformers themes (loading, OOMs, regressions) but describe different concrete bugs and code paths. No pair looks mergeable into one issue/PR. The strongest standalone issue is the broad int4/quantization CUDA memory regression report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:44387 is the broadest, highest-signal regression report in the set: it has the most discussion, clear impact, and a concrete Transformer 5.x CUDA-memory/OOM failure mode under int4 quantization.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44387 is the best representative issue because it is active, widely scoped, and describes a concrete reproducible regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Different bugs: one is a BeitImageProcessorFast label-reduction defect, the other is an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Both are v5 regressions, but one is video-input handling for Qwen VL models and the other is chat-template tokenization with tool calls." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated: tokenizer loading failure in v5 versus a sequence-classification loss/labeling bug across models." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Different components and failures: label reduction in BeitImageProcessorFast versus OmDet-Turbo processor/model size mismatch." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "No shared underlying bug: unsafe sys.modules access versus a DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Both mention sequence processing, but one is cache/recurrent-state reset and the other is Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer/gguf loading breakage is unrelated to a flash-attention AttributeError on sink-less models." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related load problems, but one is a weight-shape mismatch and the other is incorrect checkpoint saving." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "OOM during tensor-parallel loading and resume_from_checkpoint key mismatch are unrelated failure modes." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Different subsystems: Qwen3.5 flash-attention generation versus Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom-model init breakage is not the same as patchtsmixer's optional post_init contract issue." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "One is a CLIPVisionModel hidden_states regression; the other is a torch.compile attention-kernel branching bug." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Model loading for Phi-4 multimodal and DeepSeekV3 implementation divergence are separate problems." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API issues, but they concern different models and different missing attributes/discrepancies." + }, + { + "left": "issue:29942", + "right": "issue:33666", + "accept": false, + "reason": "Failing Flash Attention 2 tests is not the same as Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve OOM, but one is load-time tensor-parallel OOM for a Qwen model and the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "Different SigLIP2 issues: bad outputs/model mismatch versus a regression from an unsupported center argument." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Documentation example errors are unrelated to Gemma3 NaN embeddings in sliding-window attention." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization/offloading behavior does not match a flash_attention crash on s_aux=None." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is missing GenerationMixin cache in chunked_prefill and the other is recurrent states resetting in modular_qwen3_5." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor+DeepSpeed OOM and TrainerState token-count tracking are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver image-resolution failure are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they involve different APIs and different root causes." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to offloading with quantization." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "A SigLIP2 implementation mismatch is unrelated to docs still referencing removed pipeline() calls." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM and model-loading breakage do not describe the same bug." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "AdaFactor OOM has no relation to embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different processor-loading paths." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and FastSpeech2 tokenizer loading are different code paths and failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 25, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43716", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:44190|issue:44496", + "issue:41720|issue:45588", + "issue:43873|issue:44871", + "issue:43381|issue:43856", + "issue:33290|issue:36331", + "issue:44855|issue:45137", + "issue:34689|issue:36010", + "issue:43540|issue:44514", + "issue:44162|issue:44792", + "issue:43316|issue:44877", + "issue:43388|issue:43688", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:16998|issue:22355", + "issue:25251|issue:28282", + "issue:41950|issue:43475", + "issue:43316|issue:43716", + "issue:43065|issue:44617", + "issue:45127|issue:45200", + "issue:43295|issue:43825", + "issue:43761|issue:44479", + "issue:44871|issue:45584", + "issue:44077|issue:44534" + ], + "prepared_review_unit_hash": "b4a826e576cba8003a286d230b2d5b53e0b513e48f8c51612301d85990ce99e8", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34545, + "estimated_input_tokens": 8637, + "estimated_eval_tokens": 17530 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of unrelated Transformers issues. None of the soft-edge pairs appear to describe the same underlying bug or fix, so all should remain separate.", + "confidence": 0.97, + "canonical_issue_reason": "No single issue is a credible canonical representative because the items span many unrelated subsystems and failure modes.", + "canonical_pr_reason": "No pull requests are present in this cluster.", + "best_issue_reason": "No global best issue exists; there is no dominant duplicate target or shared code-path across the listed issues.", + "best_pr_reason": "No pull requests are present in this cluster.", + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config behavior, but one is trust_remote_code field loss and the other is GPTNeoX rotary_pct persistence; different bugs and code paths." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM-efficient loading and Qwen3-VL weight-shape mismatch are unrelated loading failures with different causes." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to AutoConfig rejecting an unrecognized model type." + }, + { + "left": "issue:41720", + "right": "issue:45588", + "accept": false, + "reason": "A800 cudaErrorAssert during Qwen3 device mapping is unrelated to flash_attention.py failing on s_aux=None." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading issues and Gemma-3 eos_token_id config mismatch are distinct problems." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to Qwen3 MoE training memory usage." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "An OOM in DeepSpeed+Adafactor is not the same as a CustomTrainer signature change." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing/import failure is unrelated to DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision model-loading breakage and missing GenerationMixin import are separate regression reports." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal/video-related, but one is a Qwen3OmniMoe video ValueError and the other is a Qwen2_5_VLProcessor padding crash." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage and a janus image-generation test failure do not describe the same bug." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and strict granite_speech config loading are different config-compatibility issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric-gathering label truncation and MoE auxiliary-loss normalization are unrelated training/eval bugs." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow from a torch install and Gemma3TextConfig API discrepancy are unrelated packaging/API issues." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention failure affect different code paths." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output-shape behavior is unrelated to an AutoModel PyTorch dependency error." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection and Sam3VisionEncoderOutput missing an attribute are different video-model issues." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API differences are unrelated to Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is not the same as Sam3Video running out of memory." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are different model-behavior bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and a v5 translation-task error message are separate v5 issues." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen VL video-input regression are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure are unrelated model-specific bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation and non-persistent buffer junk initialization are different v5 behavior changes." + } + ] + }, + "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": 13, + "review_unit_index": 26, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44220", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43550|issue:43701", + "issue:43295|issue:44871", + "issue:43606|issue:43701", + "issue:44734|issue:45406", + "issue:43906|issue:45290", + "issue:43646|issue:44913", + "issue:43452|issue:44496", + "issue:43761|issue:44242", + "issue:43931|issue:44060", + "issue:45563|issue:45584", + "issue:44617|issue:45584", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:44521|issue:45381", + "issue:43575|issue:43873", + "issue:32090|issue:35141", + "issue:44479|issue:44734", + "issue:44933|issue:45362", + "issue:44464|issue:45563", + "issue:44464|issue:44871", + "issue:44792|issue:44977", + "issue:43827|issue:43994", + "issue:43065|issue:44610", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44938|issue:45542", + "issue:44190|issue:44964", + "issue:43650|issue:44220" + ], + "prepared_review_unit_hash": "404deecf4a123c192dedb71fb184dd78ebf0150e309cd24675b8b48a7893b6a3", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35226, + "estimated_input_tokens": 8807, + "estimated_eval_tokens": 17870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items look like a noisy collection of unrelated issues rather than one tight duplicate cluster. No soft edge is strong enough to merge; the best representative, if one must be chosen, is the most broadly referenced active issue about multimodal chat-template masking.", + "confidence": 0.18, + "canonical_issue_reason": "issue:44521 has the strongest cluster signals among these issues (highest inbound references/activity) and is the broadest representative of the active, user-facing regressions in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best standalone anchor because it has the most external references and discussion, making it the clearest high-signal issue in an otherwise heterogeneous group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Torch.compile/SDPA failure and checkpoint key mismatch are different failure modes with different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "A CLIPVisionModel hidden-states regression is unrelated to Gemma eos_token_id/config inconsistency." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing in serve and missing _tokenizer on Gemma4Processor are distinct bugs." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "A reproduction of an older issue is not the same concrete bug as apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage in v5 is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading failures and missing model_type config errors both affect loading, but they are different root causes and code paths." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to MoE load-balancing loss not being added." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is a different issue from Qwen3-Next tied-weights warning miswiring." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generate warning and Whisper empty-transcription failure are unrelated generation bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM and Whisper empty-transcription handling do not share the same underlying bug." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Tensor-parallel OOM while loading Qwen2-57B and a key error loading MobileLLM-125M are different load-time failures." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A 3d_parallel.py runtime failure is unrelated to Qwen2 tensor-parallel OOM." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but all-zero assistant masks and wrong vision_position_ids are different bugs in different processing stages." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Qwen2 TP OOM and offloading-with-quantization behavior are both memory-related but not the same concrete failure." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType errors are unrelated to embedding reinitialization during post_init." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "A video-input regression for Qwen VL models is unrelated to serve KV-cache tensor indexing." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils and a Qwen3.5 chat crash are different API breakages." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is not the same as a stale warning about num_return_sequences." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled-forward generation inconsistency is unrelated to Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A janus image-generation test failure is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still mentioning pipeline() and a SigLIP2 nonsensical-output bug are not the same issue." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different vision-model preprocessing problems." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is not the same as rotary_pct reverting on config reload." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "A Qwen3 auto-device-map CUDA assert and a category-cardinality runtime limit are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and undefined tf backend from tensorboard-only install are different environment issues." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an image-classification script is unrelated to loading Phi-4 multimodal weights." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder ADD THE DATA issue does not match the _torch_extract_fbank_features() 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": 13, + "review_unit_index": 27, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43299", + "issue:43388", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43761", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44355", + "issue:44466", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45375", + "issue:45446", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43388|issue:43582", + "issue:44855|issue:45588", + "issue:43761|issue:44743", + "issue:45276|issue:45584", + "issue:44355|issue:44855", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:44077|issue:44079", + "issue:43540|issue:44734", + "issue:43550|issue:44190", + "issue:43404|issue:45216", + "issue:43295|issue:45276", + "issue:43116|issue:44190", + "issue:45245|issue:45584", + "issue:39692|issue:44190", + "issue:41950|issue:44016", + "issue:43479|issue:45375", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:36246|issue:38617", + "issue:44466|issue:44913", + "issue:44016|issue:44220", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44246|issue:45003", + "issue:42175|issue:44279", + "issue:44112|issue:44792", + "issue:43299|issue:45216" + ], + "prepared_review_unit_hash": "8b8de52842e57a69224a4f1b61ed828437307ac9f321ab21ac5c0cf7aee47962", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36001, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous Transformers bug reports; the soft links are largely false positives. No PRs are present. If forced to anchor the cluster, the Qwen3.5 save_pretrained regression report is the best standalone representative.", + "confidence": 0.42, + "canonical_issue_reason": "No single true duplicate set emerges; if one issue must anchor the cluster, 45216 is the strongest standalone regression report because it has a concrete version break, reproducible save_pretrained corruption, and inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "45216 is the most representative issue to keep as the canonical anchor: clear regression framing, concrete failure mode, and stronger triage signals than the other scattered bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen/Qwen3.5 save_pretrained-related, but one is LoRA/extended-vocab weight collapse and the other is incorrect visual-encoder key serialization; different concrete bugs." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated failures: metric label dropping versus an Apple Silicon TypeError in allocator warmup." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths and symptoms: Python 3.13 import parsing error versus flash-attention crashing on s_aux=None." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Different models and mechanics: CLIPVision hidden_states regression versus Qwen recurrent-state reset with cache." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings propagation bug versus Whisper generation failure after align_special_tokens; not the same underlying issue." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "One is about compiled Python file errors, the other about a TorchScript parsing/IndentationError on import." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk and GPTNeoX config reload drift are unrelated bugs." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version compatibility problem versus a TorchScript decorator parsing failure; different root causes." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "PatchTSMixer post_init validation and ModelOutput key assignment are separate utility/model-output bugs." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing error versus serve KV-cache continuation tensor indexing; not the same path." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to the image-classification local dataset loading issue." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Mistral3 tied lm_head weights and Qwen3.5 save_pretrained corruption are both serialization-adjacent but distinct bugs." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression versus gemma4 embedding-resize propagation; different code paths and symptoms." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification empty outputs and local dataset loading failure are unrelated example-script issues." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality error is unrelated to Whisper empty-transcription generation behavior." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 documentation example errors versus image-classification script dataset loading; different bugs." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup bug versus a notebook syntax error; not duplicates." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config initialization bugs in different model families." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is model-specific Qwen2.5-VL export and the other is top-level AutoImageProcessor export; not the same missing symbol." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and serve KV-cache indexing crash are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules; no shared underlying bug." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Tied-weight serialization inconsistency and GPTNeoX rotary_pct reload drift are separate configuration/serialization problems." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error versus fbank feature extraction issue; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probabilities and Sam3 pixel decoder dummy-conv issue are different model bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a compile/runtime failure on newer torch and the other is an incorrect version check for AuxRequest import; different fixes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe sys.modules access are related to import behavior but not the same concrete bug." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Dependency packaging omission versus a vague dependency issue; too generic and not the same defect." + }, + { + "left": "issue:44112", + "right": "issue:44792", + "accept": false, + "reason": "CI flake in GraniteSpeech and janus image-generation test failure are unrelated test issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained corruption are distinct Qwen-family problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 28, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44279", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584" + ], + "soft_pairs": [ + "issue:43643|issue:44496", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:44112|issue:44964", + "issue:45335|issue:45584", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:43854|issue:44964", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:43526|issue:43901", + "issue:43299|issue:45357", + "issue:43577|issue:45216", + "issue:44075|issue:44368", + "issue:44521|issue:45325", + "issue:43901|issue:44496", + "issue:44242|issue:45200", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:41950|issue:43650", + "issue:44462|issue:45081", + "issue:41950|issue:45020", + "issue:44496|issue:44877", + "issue:44297|issue:44462", + "issue:44279|issue:45405", + "issue:43550|issue:44964", + "issue:43299|issue:43854", + "issue:44462|issue:44779", + "issue:43295|issue:44779" + ], + "prepared_review_unit_hash": "6632dc378bbd2241d89d84d6cf7b495a1a45de6b9852742a91daf8c2f35d9f30", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37596, + "estimated_input_tokens": 9399, + "estimated_eval_tokens": 19054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly separate regression reports across different models, tokenizers, processors, and docs/tests. I do not see any soft pair that clearly describes the same underlying bug or change, so the cluster should stay split.", + "confidence": 0.88, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella report here: recent-version regressions breaking remote-code/model-loading paths. If a single issue must represent the cluster, it is the most central and reusable tracker.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most useful single tracking issue because it is open, detailed, and general enough to absorb several related loading/regression reports without being model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both involve config/loading, but they fail differently: missing returned fields vs unrecognized model metadata." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different subsystems and failures: processor/tokenizer image handling vs embedding resize behavior." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is save/dequantization and the other is FlashAttention loading." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "A notebook syntax error is unrelated to an AddedToken keyword-argument bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flakiness in GraniteSpeech is unrelated to loading Phi-4 multimodal." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated model bugs: token embedding resize vs Whisper empty-transcription generation." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility is unrelated to a specific model load failure." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI output formatting are unrelated bugs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and failure modes; both are load issues only at a very broad level." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and torchvision dependency for PIL processors are different problems." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and APIs." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python-version incompatibility is not the same as a general dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Processor label reduction bug and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but one is a load regression and the other is incorrect save_pretrained keys." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype initialization and Qwen3.5 checkpoint saving are unrelated code paths." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling does not match a warning about tie_word_embeddings in fine-tuning." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but one is assistant masks and the other is rope/position-id scaling." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation wording issue is unrelated to model config loading." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss omission and mm_token_type_ids defaults are different training bugs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled attention on torch 2.9 and TensorBoard/TensorFlow backend handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support and PEFT version pinning are separate dependency issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import is not enough to merge with a broad 'many import errors' report." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and different missing/default fields." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video processor lookup bug is unrelated to a vague data-request issue." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and Mistral regex patch crash are distinct tokenizer paths." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Same broad area of loading, but one is pipeline processor lookup and the other is remote_code regressions." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Different model/config bugs with different failure mechanics." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer config mismatch on save and tokenizer.json being ignored are different serialization/loading issues." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "General dependency trouble is not the same as an unreleased minimum PEFT version bump." + }, + { + "left": "issue:43550", + "right": "issue:44964", + "accept": false, + "reason": "torch.compile/SDPA failure for Bamba is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different load-time regressions." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer save/metadata handling is separate from Deepseek tokenization correctness." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer image handling does not match a Deepseek tokenizer 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": 13, + "review_unit_index": 29, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43317", + "issue:43352", + "issue:43441", + "issue:43450", + "issue:43475", + "issue:43650", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44466", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45250", + "issue:45276", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563" + ], + "soft_pairs": [ + "issue:39692|issue:43901", + "issue:38175|issue:44617", + "issue:43650|issue:45290", + "issue:43723|issue:44162", + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:43450|issue:44279", + "issue:43441|issue:44683", + "issue:44466|issue:45276", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:44623|issue:45397", + "issue:43122|issue:43650", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:42175|issue:43976", + "issue:44297|issue:45397", + "issue:45561|issue:45563", + "issue:43475|issue:44016", + "issue:43824|issue:43976", + "issue:43352|issue:45250", + "issue:44589|issue:45362" + ], + "prepared_review_unit_hash": "2e5229d8d95173ad62c17605b5431c08e4a807ddf25ab3bc195702402cdc2883", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 34972, + "estimated_input_tokens": 8743, + "estimated_eval_tokens": 17742 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are largely unrelated across models, processors, docs, tokenization, quantization, and runtime/setup issues. None of the soft pairs look like the same underlying bug or change, so I would keep them separate.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out: the set is heterogeneous and the pairwise candidates do not collapse into a duplicate bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduping; the nearest true bug candidates are distinct from each other and should not be merged into one canonical ticket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs/examples, but they are about different topics: SigLIP2 example errors vs TextClassificationPipeline return_all_scores behavior." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different concrete problems: SigLIP2 zero probabilities vs Sam3Video CUDA out-of-memory." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated: a vague data request versus a chat-template crash on tool-call assistant messages." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Different symptoms and subsystems: tokenizer loading in v5 vs ESM2 model breakage." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights/_is_hf_initialized model-loading TypeError." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio processor sampling-rate default bug is separate from multimodal assistant_masks being all zero." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug is not the same as a general dependency issue." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention, but one is model-specific FlashAttention support and the other is compiled flex_attention failing on torch>=2.9." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Related to Gemma 4 weights, but one is serialization on device and the other is resize_token_embeddings not propagating changes." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure is not the same as loading a dequantized model with device_map=auto." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different models and errors: MLA layernorm precision/config issue vs torch.split return values in GlmMoeDsaIndexer." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv2d and Perceiver non-default-resolution failure are different model bugs." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Missing processor save files is not the same as gemma-4 zero3 from_pretrained failure." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior change across versions is unrelated to the vague 'ADD THE DATA' issue." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and slower data filtering are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to TF backend being undefined when only tensorboard is installed." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and failure modes: CamemBERT masked LM predictions vs Deepseek tokenizer output." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill is unrelated to CLIPVisionModel hidden_states regression." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading failure for physical-intelligence/fast is not the same as the TensorFlow backend dependency issue." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs note about return_all_scores does not match the SigLIP2 nonsensical results bug." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version compatibility are separate environment issues." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer metadata mismatch on save_pretrained is unrelated to gemma-4 zero3 loading." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "A pytest-xdist file race is unrelated to a stale warning in paged generate()." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "Missing Sam3Video output attribute is unrelated to a notebook syntax error." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2_5_VL import failure and Python 3.9/3.10 compatibility are different issues." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "The Nemotron-specific FA2 unsupported error is not the same as the generic Flash Attention 2.0 issue." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to Qwen3.5-35B crashing with transformers chat." + } + ] + }, + "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": 13, + "review_unit_index": 30, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43066", + "issue:43295", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44617", + "issue:44661", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:45003", + "issue:45200", + "issue:45292", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45584" + ], + "soft_pairs": [ + "issue:43525|issue:43881", + "issue:43295|issue:44617", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:43901|issue:44246", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:41950|issue:44220", + "issue:44336|issue:44373", + "issue:44462|issue:45356", + "issue:44246|issue:44496", + "issue:44661|issue:45542", + "issue:45003|issue:45561", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43673|issue:44561", + "issue:44336|issue:44485", + "issue:44162|issue:45200", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:45292|issue:45584", + "issue:44295|issue:44749", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:43441|issue:43540", + "issue:36246|issue:43596", + "issue:43066|issue:44779" + ], + "prepared_review_unit_hash": "fbf18555d0bd49157ffc4d6acd9bc4ad095b12c0a126ed057386837aa9ffa695", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36102, + "estimated_input_tokens": 9026, + "estimated_eval_tokens": 18308 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is over-broad: most items are distinct bugs spanning import/export regressions, model/config issues, tokenizer behavior, and performance/docs problems. No soft pair looks like the same underlying change or defect, so all candidate links should be rejected.", + "confidence": 0.35, + "canonical_issue_reason": "Use issue #41628 as the closest broad representative of the cluster because it is a generic Transformers import/export failure, but there is no strong true canonical since the grouped issues are heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "#41628 is the most broadly representative user-facing failure in the set; however, it is only a weak fit because the rest of the issues are not duplicates of it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and different root symptoms (missing config attr vs generic loading failure)." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression and CUDA OOM in Sam3Video are unrelated defects." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Torch.compile attention-kernel divergence is unrelated to ANSI output in loading_report." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to the Python version support issue." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Pipeline docs mismatch and import-time slowness are different kinds of problems." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access and gemma-4 zero3 loading are not the same code-path failure." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE-family models, but one is a LoRA compatibility issue and the other is a loading regression for a different model variant." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features are different pipeline components." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output and a wrong docstring are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json is not the same as Kimi-K2.5 codec-handling regression." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowness and unrecognized model/config loading are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Tokenizer-mapping model-addition bug and missing TensorFlow backend handling are separate issues." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access in modeling_utils and xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and Qwen3.5-35B chat crash are not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to sys.modules access." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different packages; same symptom class, not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Qwen2_5_VLImageProcessor export failure and HybridCache export failure are distinct missing-symbol regressions." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache handling in chunked prefill is unrelated to removal of is_torch_fx_available." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI terminal output and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific problems." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and LwDetrImageLoss AMP crash are different failures." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness is unrelated to Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings affecting output embeddings is unrelated to Whisper empty-transcription generation." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "position_ids buffer access and dataset filtering slowdown are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both touch strict config handling, but they describe different model configs and opposite symptoms; not a clear duplicate." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and resize_token_embeddings behavior are different areas." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and Qwen3OmniMoe video processing ValueError are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Transformer import error and deepspeed zero3/BertModel index error are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type and incorrect Deepseek tokenizer results are both tokenizer-related but 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": 13, + "review_unit_index": 31, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:41950", + "issue:42673", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43704", + "issue:43901", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45278", + "issue:45292", + "issue:45335", + "issue:45356", + "issue:45459", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:44987|issue:45459", + "issue:42886|issue:45229", + "issue:41628|issue:41950", + "issue:43901|issue:45003", + "issue:44995|issue:45200", + "issue:43065|issue:43408", + "issue:43257|issue:45137", + "issue:43232|issue:44336", + "issue:44496|issue:45003", + "issue:45292|issue:45588", + "issue:44060|issue:44077", + "issue:44995|issue:45588", + "issue:43262|issue:44246", + "issue:43475|issue:43540", + "issue:43653|issue:44162", + "issue:44466|issue:45335", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44933|issue:45459", + "issue:43673|issue:44734", + "issue:44869|issue:45356", + "issue:43931|issue:44368", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:42673|issue:43704", + "issue:44361|issue:44749", + "issue:28282|issue:30990" + ], + "prepared_review_unit_hash": "9f0e2dea4f2d3bfeb079271dd903fd8467cf69233a59e5da73e95afd3a3a5976", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36380, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive grouping of unrelated issues spanning tokenizers, generation, multimodal models, serialization, and performance; the only clear duplicate is the identical Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.96, + "canonical_issue_reason": "issue:42673 is the better canonical because it is the earlier and much richer report of the exact duplicate title, with more discussion/context than issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative issue in this set because it is the exact match for the duplicate pair and has the most context/activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both are tokenizer/loading-related, but one is a model-specific loading failure and the other is an exception-handling bug for protobuf absence; different root causes." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading failure and Gemma4 multi-GPU CUDA OOM are unrelated bugs." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "ImportError for AutoImageProcessor and a video pipeline using image processors are adjacent areas, but not the same code-path defect." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch about return_all_scores and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale-cache crash on second forward pass is unrelated to mm_token_type_ids defaulting in text-only fine-tuning." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both mention SAM3, but one is about a dummy Conv2d in a decoder and the other is a model-type/config warning; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is a different failure than the DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus and ANSI leakage in loading_report are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe sys.modules access are different failure modes." + }, + { + "left": "issue:45292", + "right": "issue:45588", + "accept": false, + "reason": "Resize propagation for embeddings and a flash-attention s_aux=None crash are different code paths." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Tied-weights warning in Qwen3-Next and patchtsmixer post_init allowance are not the same underlying issue." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Different models and different crash mechanisms; no shared underlying bug." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio processor sampling-rate defaulting and slow import time are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing attribute and Qwen3OmniMoe video-processing ValueError are different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 being broken are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization of tied lm_head weights and resize_token_embeddings not updating decoder.embed_tokens are related only at a high level, not the same defect." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-weights warning and a flash-attention generation failure are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are warnings, but they concern different behaviors and different subsystems." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "A nonexistent image_utils import and protobuf-related tokenizer error masking are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both involve generation/cache wording, but one is a missing GenerationMixin cache path and the other is a server-side KV indexing crash." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decode crash and Kimi tokenizer codec regression are different tokenizer issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and a tied-word-embeddings warning are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "sync_gpus generation-kwargs handling and chunked_prefill cache absence are distinct generation issues." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are separate serialization problems." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A specific generation cache regression and broad import errors after upgrade are not the same underlying change." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage in v5 and ESM2 being broken are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same title and same VRAM leak in multiple dataloader threads; clear duplicate." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Chinese report of slowdown after upgrade are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch dependency ImportError and SentenceTransformers loading hang are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The canonical duplicate choice for issue:42673 vs issue:43704 is well supported by the packet (same title, earlier and richer report). The soft-edge rejections stay cautious and do not overclaim equivalence. Summary is appropriately restrained." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 32, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43479", + "issue:43482", + "issue:43504", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43673", + "issue:43701", + "issue:43873", + "issue:44038", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561" + ], + "soft_pairs": [ + "issue:44749|issue:45310", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43701|issue:44749", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:42371|issue:45092", + "issue:45375|issue:45478", + "issue:45081|issue:45103", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:42994|issue:43525", + "issue:43475|issue:44661", + "issue:43873|issue:44945", + "issue:42222|issue:45200", + "issue:42831|issue:44222", + "issue:45362|issue:45375", + "issue:45310|issue:45397", + "issue:43232|issue:44188", + "issue:44222|issue:45310", + "issue:41628|issue:44351", + "issue:43504|issue:45561", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:44038|issue:45310", + "issue:42994|issue:44164", + "issue:43232|issue:44792", + "issue:43377|issue:44242", + "issue:30990|issue:35141", + "issue:36010|issue:41628", + "issue:43673|issue:44188", + "issue:42898|issue:44568", + "issue:43479|issue:44869" + ], + "prepared_review_unit_hash": "49e02fa2583aaf98f0d751ca7fb1d07765ddb60ee4a2aee1addcebf5e2daf6ff", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37655, + "estimated_input_tokens": 9414, + "estimated_eval_tokens": 19084 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mixed bag of unrelated Transformers bug reports. I found no soft-edge pair that convincingly describes the same underlying bug or change, so all soft edges should be rejected. Issue 45310 is the best representative because it is the clearest, earliest report of the Qwen3.5-MoE from_pretrained regression and matches the later duplicate 45478 by title/subject.", + "confidence": 0.81, + "canonical_issue_reason": "Issue 45310 is the earliest, clearest report in the only near-duplicate thread here (it matches 45478\u2019s title/bug). It has a concrete, self-contained failure mode and is better suited as the cluster anchor than the later duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the strongest issue to keep as the representative: specific error, clear repro class, and most directly aligned with the duplicated Qwen3.5-MoE loading failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Different problems: a performance slowdown after upgrade vs a Qwen3.5-MoE from_pretrained load error." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "`Bug report` is too generic; the other is a specific Gemma-4 zero3 loading issue with a different code path." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different failure modes: Qwen3-VL-Moe compatibility vs processor.save_pretrained missing files." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Both involve model I/O, but one is quantized save failure and the other is GGUF load failure for a different model family." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch vs data-filtering slowdown are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Both are vision/video-related, but they hit different models and different attributes/position-id logic." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video load/attribute bug is unrelated to `trust_remote_code=True` missing fields in `AutoConfig`." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance and InternVL2 meta-init incompatibility are separate issues." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5-MoE, but one is a missing config field and the other is a from_pretrained regression; different underlying bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotations crash are unrelated subsystems." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they reference different symbols/modules and likely different export fixes." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same broad model family, but the reported failures are different: load error vs missing vision-config field." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and missing `pad_token_id` on Llama4Config are not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "A model output attribute bug and a model-registration mapping failure are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading behavior and pipeline-parallel output correctness are separate issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose loading breakage and Gemma-4 `mm_token_type_ids` defaults are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained/moe serialization issue." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen bugs: chat crash vs missing config field." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Save-pretrained FP8/moe serialization is not the same as Qwen3.5-MoE from_pretrained loading failure." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures for different API symbols." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit legacy-field load failure and pytest-xdist captured_info race are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading and a testing-utils race are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to the captured_info.txt race." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both are MoE model issues, but they affect different models and failure modes." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Quantized save failure and extra_state handling in save/from_pretrained are different serialization bugs." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation state update bug and janus image-generation test failure are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask inconsistency and load-balancing loss omission are different model behaviors." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding reinitialization on resize are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and likely different migration fixes." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Chunked-prefill cache regression and torch.compile branching divergence are different generation-path bugs." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change and BOS/EOS add_special_tokens regression are separate tokenizer issues." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4Multimodal config defaults and Whisper timestamp decoding crash 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": 13, + "review_unit_index": 33, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44060", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44242", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:44964", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45276", + "issue:45310", + "issue:45356", + "issue:45406", + "issue:45459" + ], + "soft_pairs": [ + "issue:43479|issue:44079", + "issue:44964|issue:45137", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:43784|issue:43824", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:45137|issue:45276", + "issue:43874|issue:45092", + "issue:44077|issue:44242", + "issue:42898|issue:44448", + "issue:41628|issue:45459", + "issue:44222|issue:44297", + "issue:42898|issue:43295", + "issue:43479|issue:43644", + "issue:44442|issue:45459", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:22355|issue:28282", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:44483|issue:45406", + "issue:44222|issue:44484", + "issue:44263|issue:44360", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:44295|issue:44623" + ], + "prepared_review_unit_hash": "e7caf8a778caa34c4af70e731de1349f76b1ca7df47fea006b2847dd8e700331", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37821, + "estimated_input_tokens": 9456, + "estimated_eval_tokens": 19168 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a broad false-positive similarity group: most items are unrelated Transformers v5 regressions, import errors, tokenizer/model-specific bugs, or serving issues rather than one shared underlying defect.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 42898 is the best representative because it is a broad v5 behavior-regression report and sits near the center of the similarity graph, while the other issues are mostly narrow, unrelated symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is the strongest global issue anchor for this cluster: it is representative of the general v5 regression theme without being as niche as the model- or backend-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Different bugs: one is Phi4MultimodalConfig defaulting vision/audio configs, the other is ModelOutput key assignment when a value was previously None." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Both mention load/runtime failures, but one is a Phi-4 multimodal model load issue and the other is a DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "No shared codepath: Python-version compatibility versus an import from image_utils that does not exist." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated problems: pip extra dependency backend selection versus a missing image_utils import." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors affecting different packages/models; one is sentence-transformers NameError, the other is a missing Qwen2.5-VL class export." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Both involve save/load flows, but one is processor.save_pretrained file output and the other is Qwen3.5 MoE from_pretrained failing." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Completely different topics: torch.compile attention-kernel branching versus a docstring issue for position_ids." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different model internals: tied-weights warning in Qwen3-Next versus missing tensor-parallel plan in Qwen3_5Moe." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in evaluate is unrelated to the DeepSpeed ZeRO3 deque crash." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to the auto_docstring AttributeError with future annotations." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different model-specific behaviors and different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "These are different tokenizer failures: one is AutoTokenizer loading, the other is add_special_tokens not adding BOS/EOS for a specific tokenizer." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "General v5 tokenizer behavior changes and DeepSeek tokenizer incorrect results are related only at a very high level, not the same bug." + }, + { + "left": "issue:45137", + "right": "issue:45276", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and resize_token_embeddings not updating Gemma4 outputs are distinct issues." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal loading failures: a missing image-patch API on Glm46VImageProcessorFast versus old InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:44077", + "right": "issue:44242", + "accept": false, + "reason": "Different model logic bugs: patchtsmixer post_init policy versus missing load-balancing loss when router logits are disabled." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Pegasus output differences across v4/v5 are a separate regression from the clean_up_tokenization_spaces behavior change." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Importing AutoImageProcessor and masking tokenizer protobuf decode errors are unrelated import/error-handling problems." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Different save_pretrained surfaces: FP8 MoE checkpoint saving versus tokenizer_class metadata mismatch." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Processor.tokenizer access breakage is a different regression from clean_up_tokenization_spaces behavior changes." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different config/model-state bugs: Phi4MultimodalConfig default initialization versus non-persistent buffer junk values in Transformers 5.0.0." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "AutoTokenizer loading FastSpeech2ConformerTokenizer is unrelated to protobuf decode-error masking in tokenizer error handling." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both involve saving, but one is FP8 MoE save_pretrained behavior and the other is missing processor.save_pretrained files." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issues are unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg regression and auto_docstring future-annotations crash are separate codepaths." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is a missing transformers.onnx module and the other is missing PyTorch for AutoModel." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer metadata saved incorrectly and Qwen3.5 MoE from_pretrained failure are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor export and missing is_offline_mode from huggingface_hub are unrelated import errors." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Both touch serving, but one is a /v1/chat/completions request acceptance regression and the other is a Gemma4Processor _tokenizer AttributeError." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior and max_shard_size documentation/behavior are not the same underlying issue." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to the DSA indexer lacking a ReLU." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading failures and DeepSeek tokenizer incorrect results are different tokenizer regressions." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GlmMoeDsaIndexer split behavior and InternVL2 remote-code/meta-init incompatibility are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Registering position_ids as a buffer causing read errors is unrelated to missing processor.save_pretrained files." + } + ] + }, + "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": 13, + "review_unit_index": 34, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "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:43408", + "issue:43475", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44704", + "issue:44743", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45357" + ], + "soft_pairs": [ + "issue:44514|issue:45103", + "issue:43479|issue:44913", + "issue:44261|issue:45092", + "issue:43723|issue:44871", + "issue:44373|issue:44485", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43576|issue:43784", + "issue:42757|issue:45278", + "issue:43122|issue:44521", + "issue:44263|issue:44373", + "issue:42886|issue:43066", + "issue:44117|issue:44704", + "issue:43122|issue:44514", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44704|issue:45290", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:43232|issue:45245", + "issue:43232|issue:44743", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43408|issue:43475" + ], + "prepared_review_unit_hash": "995891c88c9677c902d1a67bcf0f9583f6e140236a3d522987326e42c33a14b2", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36576, + "estimated_input_tokens": 9144, + "estimated_eval_tokens": 18544 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. The only clear duplicate-like edge is within the tokenizer-loading v5 subgroup around AutoTokenizer/from_pretrained; the rest are unrelated issue families spanning model configs, generation, quantization, imports, and chat templates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:43723 is the best umbrella issue for the tokenizer-loading regression in v5; it is the broadest and most central report among the only closely related subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the strongest representative of the cluster\u2019s one coherent subtopic, with later reports narrowing or echoing the same tokenizer-loading path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Different code paths: chat template batching vs auto-docstring annotation handling." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Unrelated config bugs in different model classes." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different failures: FP8 layernorm precision vs remote-code checkpoint/meta-init incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression vs Gemma eos_token_id config mismatch; not the same bug." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring issue vs RoPE implementation issue; not duplicate code failure." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both concern tokenizer loading, but the specific model failure is too distinct without clearer same-root-cause evidence." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Same general area, but a model-specific tokenizer load failure is not enough to prove the same concrete bug." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal checkpoint/save-pretrained problems." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-Transformers loading stall vs SigLIP2 zero-probability output; unrelated." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading vs quantized model saving failure; different paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression vs Qwen3.5 MoE from_pretrained error; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing-symbol import errors for different classes." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model/precision bug vs Qwen3-VL-Moe issue." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI env command breakage vs sentence-transformers import NameError; different symptoms and code paths." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A specific huggingface_hub import error vs a broad import-error umbrella; not the same concrete bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization output change vs apply_chat_template assistant mask bug; different functionality." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer split behavior vs docstring mismatch; not duplicate." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Cache/offline tokenizer loading vs decoder-type config mismatch in v5." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs AutoProcessor kwargs forwarding bug; different code paths." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different issues in tokenization vs chat templating." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different runtime failures and models." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings vs torch.split return handling; unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding vs chat template tool-call crash; distinct bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Position_ids buffer read issue vs tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized/dequantized save failure vs pipeline-parallelism output bug." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version support issue vs pipeline parallelism correctness bug." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation sync/cache bug vs category-count runtime limit; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both are generation-related, but the concrete failures differ and are not clearly the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer offset mapping bug vs model loading failure; different failures." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized model save failure vs invalid GenerationConfig; unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same model family but different concrete failures; not enough to merge." + } + ] + }, + "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": 13, + "review_unit_index": 35, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:41628|issue:45278", + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:39401|issue:44521", + "issue:43122|issue:44779", + "issue:44038|issue:44297", + "issue:44261|issue:44373", + "issue:42371|issue:42831", + "issue:44038|issue:44295", + "issue:42907|issue:44964", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:42907|issue:43452", + "issue:43992|issue:44704", + "issue:45216|issue:45478", + "issue:43122|issue:44977", + "issue:43824|issue:44351", + "issue:43278|issue:44945", + "issue:42907|issue:44222", + "issue:42757|issue:44351", + "issue:43784|issue:45446", + "issue:42222|issue:43441", + "issue:42673|issue:45072", + "issue:43064|issue:43673", + "issue:38617|issue:45278", + "issue:43784|issue:44933", + "issue:43937|issue:44485", + "issue:22355|issue:29127" + ], + "prepared_review_unit_hash": "9a7a098a13bbec405714d2a58dead012f99293c4887e70a1277b74ed372b4c2a", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36204, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely a grab bag of distinct Transformers regressions, with only weak topical overlap around imports/version breaks. I would use the broad import-regression report as the cluster representative, but I would not merge any of the suggested soft pairs.", + "confidence": 0.28, + "canonical_issue_reason": "issue:45278 is the broadest representative here: it describes multiple import failures after upgrading to 5.5.0, which is more cluster-like than the many narrow, model-specific bug reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best overall issue because it is recent, open, and umbrella-like; the rest are mostly unrelated specific failures, so this one best captures the loose import-regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different bugs: config propagation for Qwen3.5 classification vs FlashAttention training degeneration." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing export and the other is a broad post-upgrade import-regression report; not the same concrete failure." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated: DSA indexer ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Different symptoms and code paths: example script multi-label outputs vs Gemma 4 multimodal token defaults." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 box validation error and Sentence Transformers load hang are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset mapping bug vs multimodal assistant mask generation bug." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenization regressions, but they target different models and failure modes." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe runtime issue vs tokenizer.save_pretrained metadata mismatch." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Different concerns: MLA numerical precision bug vs a docstring issue." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 settings guidance and FineGrainedFP8 accuracy loss are not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different code paths: Qwen3-VL-Moe behavior vs position_ids buffer access." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure and Phi-4 multimodal load failure are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs classification example script output bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad family/model area, but one is a Qwen3-VL-Moe bug and the other is FP8 save_pretrained for moe; not clearly the same fix." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and gguf_file loading failures are different issues." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder weight loading and AutoProcessor kwargs forwarding are separate bugs." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and save/load regressions, but one is save_pretrained checkpoint correctness and the other is from_pretrained model loading; too different to treat as one bug." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenization regressions in different models; not the same underlying defect." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for unrelated symbols and subsystems." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to pipeline-parallel output corruption." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both touch FP8/Ministral-family areas, but one is save dequantized model serialization and the other is FP8 moe save_pretrained; not enough to call duplicate." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different libraries/modules." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError and flex_attention version-check bug are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral-3 flash-attention failure are unrelated model-specific issues." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in dataloader threads vs dtype mismatch in bfloat16 inference are different bugs." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT vs missing GenerationMixin cache in chunked prefill are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import regressions, but 38617 is a single missing symbol while 45278 is a broader upgrade-related import breakage report." + }, + { + "left": "issue:43784", + "right": "issue:44933", + "accept": false, + "reason": "Both involve imports, but the missing symbols and affected components differ completely." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation and RoPE implementation are distinct GLM-5 issues." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Legacy ONNX import failure and LayoutLMv3 error-message clarity 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": 13, + "review_unit_index": 36, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43116", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43493", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44291", + "issue:44410", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:42371|issue:43874", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:44222|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43976|issue:45446", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:43931|issue:44945", + "issue:45083|issue:45446", + "issue:44117|issue:45588", + "issue:45341|issue:45561", + "issue:43937|issue:44977", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:44829|issue:45216", + "issue:44484|issue:45310", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:44410|issue:45310", + "issue:43408|issue:43742", + "issue:42673|issue:43582", + "issue:42222|issue:45542", + "issue:42673|issue:43577" + ], + "prepared_review_unit_hash": "8198d2f4d74ea41b162b3b553cb83aafcfd4f9998445d540c9448f1fb0166c5c", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36535, + "estimated_input_tokens": 9134, + "estimated_eval_tokens": 18524 + }, + "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 bugs and regressions. None of the provided soft-edge pairs look like the same concrete underlying issue, so I would not merge any of them. The clearest duplicate-looking item in the full set is the Qwen3.5 MoE from_pretrained error report (45310/45478), so 45310 is the best canonical issue candidate.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45310 is the clearest, most actionable report among the set and has an exact-title duplicate later in the cluster (45478), making it the best representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is a concise concrete bug report with some discussion/inbound reference, and it matches 45478 exactly, so it is the strongest single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "Different subsystems: TF32 runtime settings vs a GLM46V image-processor AttributeError." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Unrelated bugs: example-script multi-label output vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Different code paths: SGD optimizer args ignored vs trainer.evaluate failing after training." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5/MoE, but one is save_pretrained FP8 behavior and the other is a from_pretrained loading error; not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and failure modes: Qwen3-VL-Moe issue vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example classification output bug and pipeline v5 error-message bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility issue vs a PyTorch version-check bug in flex_attention; not the same bug." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure and a stale warning for num_return_sequences are distinct problems." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different tokenizer logic." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping bug are not the same underlying defect." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Weight-shape mismatch on model load is unrelated to incorrect output under pipeline parallelism." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Feature-extraction helper behavior in qwen3_omni_moe is unrelated to flex_attention import/version gating." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None-handling and flash_attention s_aux=None crashes are different code paths." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is an unspecified bug and the other is an xdist file-race issue; not enough to be the same bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation issues are different failures." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation references to removed pipeline APIs are unrelated to a PyTorch import/version check bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in multi-dataloader-thread Qwen3ForCausalLM is unrelated to an isolated reproduction of a different issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument during init_empty_weights is a different loading bug than PretrainedConfig type checking." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A release/version pinning problem for PEFT is unrelated to a flex_attention PyTorch-version check." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video shape bug and missing-torchvision crash are different video-processing failures." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and a bad save_pretrained checkpoint in Qwen3.5 are separate issues." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size policy question is unrelated to Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Qwen3 offset_mapping regression and runtime post-processor update behavior are different tokenizer concerns." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different failure surfaces." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None-handling and Mistral regex patch crash are unrelated bugs." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 is a model-architecture bug, not the Qwen3.5 MoE load error." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "SAM3 tracker warning and MobileLLM key error are unrelated model-loading problems." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads and Apple Silicon TypeError in caching allocator warmup are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage and TensorBoard-without-TensorFlow backend error are different dependency/model issues." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak during threaded inference and Blip2 dtype propagation bug are separate 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": 13, + "review_unit_index": 37, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45245", + "issue:45278", + "issue:45341", + "issue:45372", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:43012|issue:43577", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:42617|issue:45341", + "issue:44933|issue:45278", + "issue:44484|issue:45478", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:43012|issue:43408", + "issue:44263|issue:44485", + "issue:43986|issue:44484", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:45003|issue:45341", + "issue:43931|issue:44410", + "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:44829|issue:45245", + "issue:43976|issue:45071", + "issue:43986|issue:45372", + "issue:43064|issue:44315" + ], + "prepared_review_unit_hash": "929dd3a39066be32abb3e845b03f48c4705c487eb0395bd5cd8a5d21aab1361e", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37750, + "estimated_input_tokens": 9438, + "estimated_eval_tokens": 19132 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly a heterogeneous mix of unrelated Transformers issues across imports, tokenizers, model loading, backend packaging, and API behavior. I did not find a convincing duplicate cluster; all soft-edge pairs are rejected under a strict same-bug/same-change standard.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Different problems: TF32 configuration warning vs a missing `rms_norm_eps` config field in MLA layernorm." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are model-loading failures, but one is an invalid `GenerationConfig` and the other is an unrecognized model/config mismatch." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated code paths: import error from `configuration_utils` versus `_torch_extract_fbank_features()` behavior." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both mention dtype/precision, but one is a PyTorch compile warning and the other is an incorrect model/qformer dtype on load." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Packaging/backend install problem versus broken VitPose model files; different underlying causes." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both involve chat/completions, but one is a broad request-acceptance failure and the other is a specific streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "No shared bug: 3d_parallel.py runtime failure versus a small testing_utils issue." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "The second is a broad upgrade-time import regression, while the first is a specific missing import from `image_utils`; not the same concrete bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Different failures: save_pretrained shard-size question versus Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Related tokenizer area, but one is a wrong decoder type and the other is changed tokenization output; not clearly the same defect." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache regression versus a testing helper bug; no common code-path problem." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and symptoms: missing projections in qwen3next versus Qwen3.5-Moe loading error." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "One is a removed config flag; the other is unexpected position-id keys during model loading. Not the same issue." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Image-patch counting bug versus MLA layernorm precision/config bug; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose model breakage is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention-related issues, but on different models and different failure modes; too broad to treat as one bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Precision warning on compile is unrelated to a SAM3 video/tracker model-type warning." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both touch GLM internals, but one is a torch.split return-value issue and the other is RoPE implementation." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor/torchvision dependency crash is unrelated to a save_pretrained shard-size question." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking regression are distinct issues." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig typing bug versus TensorBoard/TensorFlow backend installation problem; different code paths." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe `sys.modules` access is unrelated to the small testing_utils bug." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Different model-loading failures on different models; no shared concrete bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None is plausible for a load failure, but the second issue is too generic to confirm the same root cause." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor-loading dependency failure versus a testing utility bug; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Missing config flag removal and gguf_file tokenizer/model loading breakage are not the same defect." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen/VL loading problems with different symptoms and likely different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type warning and tie_word_embeddings warning are separate configuration issues." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both involve GLM internals but different functions and failure modes; not one bug." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention training degeneration is unrelated to a categorical feature cardinality runtime error." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python-version support problem versus config type checking regression; different issues." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are import/dependency-related processor problems, but they stem from different missing packages/modules and should not be merged." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2 optimizer-state corruption is unrelated to Liger Kernel not being applied with `model_init`." + } + ] + }, + "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": 13, + "review_unit_index": 38, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43502", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44230", + "issue:44261", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:45103", + "issue:45290", + "issue:45341", + "issue:45375", + "issue:45479", + "issue:45588" + ], + "soft_pairs": [ + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44038|issue:44410", + "issue:43097|issue:45588", + "issue:44062|issue:44117", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43992|issue:44484", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:38617|issue:43097", + "issue:43012|issue:44368", + "issue:43012|issue:43550", + "issue:42886|issue:43381", + "issue:42907|issue:44655", + "issue:43208|issue:43550", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:36683|issue:43582", + "issue:44483|issue:45290", + "issue:43012|issue:44683", + "issue:44038|issue:44230", + "issue:42757|issue:43824" + ], + "prepared_review_unit_hash": "61536fa0c9e944a55a628f8cedec2d7be472a9f360e273b282d032b0d6303dcb", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38060, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of unrelated Transformers regressions (imports, tokenizers, model configs, generation, quantization, and runtime warnings). No pull requests are present. I\u2019d use issue 43097 as the broadest representative anchor, but none of the soft pairs look like true duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43097 is the broadest, most centrally referenced v5-facing regression in the set and best serves as a cluster anchor, though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the best overall issue representative because it captures a concrete breaking-change symptom with downstream references and broad user impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs a testing_utils bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different modules/packages and different root causes." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated model-specific issues: missing rms_norm_eps in MLA vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3-family configs, but one is missing projections and the other is a silently dropped vision config field; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports/symbols with no shared code path." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Separate Qwen3-VL-MoE regression versus Qwen3Next layer projection omission." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Completely different areas: removed tie_embeddings API vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer construction error vs tokenizer mapping returning None; related domain, but different failure modes and fixes." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs propagation bug vs auto_docstring annotation parsing crash." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model/torchvision loading crash is not the same as tokenizer mapping returning None." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Cache/offline network leakage vs missing embed_tokens.weight on UMT5Encoder; unrelated root causes." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Both are v5-related, but one is an API removal warning and the other is an offloading/quantization behavior bug." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Model weight loading bug vs shard-size default question; not duplicates." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different import/AutoProcessor failures with different missing dependencies/classes." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder-type regression and isolated reproduction of another issue are not the same concrete bug." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support message bug vs inability to save Pipeline objects; different code paths." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-backend problems affecting different models and symptoms." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "ImportError for a removed helper is unrelated to the tie_embeddings API removal regression." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both involve warnings, but one is a bf16/PyTorch precision warning and the other is a tie_word_embeddings config warning." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Different failures: precision warning during compilation vs Bamba torch.compile + SDPA crash." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache-loading regression is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving Pipeline objects are different serialization bugs." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers and Bamba compile/SDPA failure do not share the same underlying bug." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention scaling backend bug vs degenerate zero-loss classification behavior; unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support issue for Nemotron is unrelated to Python-version compatibility in Transformers 5.1.0." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state bug vs GPT2 attention scaling bug; different layers of the stack." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training issues and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Different chat/completions and processor-template failures with different triggers and fixes." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to GPT2 SDPA/FlashAttention scaling." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one drops attentions and the other drops hidden_states; separate outputs and fixes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config vocab_size attribute error is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat completions request rejection and assistant tool-call template crash are different failures." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Precision warning during bf16 compilation is unrelated to compiled flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both mention Qwen3 VL/MoE, but one is a v5 regression and the other is fp8 inference support; not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors from different missing classes/functions; no shared underlying 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": 13, + "review_unit_index": 39, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:36010", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44360", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561" + ], + "soft_pairs": [ + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:42994|issue:44655", + "issue:36683|issue:43475", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:44655|issue:45478", + "issue:43066|issue:45381", + "issue:44077|issue:44380", + "issue:43064|issue:44492", + "issue:44263|issue:45440", + "issue:36683|issue:44077", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:36010|issue:42757", + "issue:44188|issue:44380", + "issue:43618|issue:45216", + "issue:43992|issue:45310", + "issue:36683|issue:44242", + "issue:43010|issue:45278", + "issue:36683|issue:43352", + "issue:43352|issue:43931", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:43992|issue:45478", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43867|issue:44484" + ], + "prepared_review_unit_hash": "2dff292c73cd00d83626f988bad99cc760d74523e6f9718c60a42063ac11460e", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38563, + "estimated_input_tokens": 9641, + "estimated_eval_tokens": 19538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly distinct Transformers regressions across imports, model config/load/save, attention backends, and training. Only one soft pair looks like the same underlying issue: import-time slowdown in `transformers`.", + "confidence": 0.84, + "canonical_issue_reason": "issue:41669 is the strongest canonical anchor: it identifies a concrete root cause for import slowdowns (`import *` in models) and cleanly matches the only likely duplicate/same-bug pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the most suitable global issue representative because it is specific, actionable, and tied to a clear root-cause symptom rather than a broad or model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Different bugs: chat-completions request validation vs Qwen2.5-VL video position-id handling." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure modes; not the same underlying bug." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Unrelated import issue vs offline/local-files-only network behavior bug." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they concern different models and different implementation problems." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for pipeline output vs inability to save Pipeline objects; different scope and cause." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model save failure is not the same as Pipeline save_pretrained failure." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Separate model-specific missing-attribute bugs on different configs/outputs." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Sorted-state_dict load error vs incorrect Qwen3.5 checkpoint saving; related area, but not the same defect." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support error and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:45478", + "accept": false, + "reason": "Pipeline save issue and Qwen3.5 MoE from_pretrained error are different code paths." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "PatchTSMixer post_init validation and GPT-2 attention scaling under SDPA/FlashAttention are different bugs." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state bug vs a cache-strategy typo; no shared underlying failure." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE implementation regressions in different models/code paths." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different model/config issues with no shared root cause." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are compatibility problems, but one is Python-version support and the other is Python 3.14 import failure; not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Missing config fields on different models; not a duplicate." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different packages/modules." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention behavior, but one is torch.compile branching divergence and the other is backend-specific scaling config being ignored." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions assignment regression is unrelated to Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen/UMT5 from_pretrained failures with different missing keys and triggers." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing config attribute vs MoE load-balancing loss omission; different bugs." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad decoration and general import errors after upgrade are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Different model-specific regression and unsupported-feature error." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Unsupported FlashAttention on Nemotron vs Qwen3-VL weight-shape mismatch; distinct failures." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both describe the same import-time performance regression; 41669 states the likely root cause (`import *`), while 44246 reports the same slow-import symptom." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State_dict ordering/load error and missing config field are different problems." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure vs v5.4.0 type-checking regression; unrelated compatibility issues." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model load failure and save_pretrained shard-size question are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE/DSA implementation bugs in different models." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different regressions: CLIP output field assignment vs PatchTSMixer init validation." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP OOM on a specific model are not the same underlying issue." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model loading error versus save_pretrained shard-size policy question; not duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft pair (41669/44246) is well supported by both titles and the stated import-slowdown symptom. The other verdicts are conservatively negative and do not overclaim duplication or shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 40, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44871", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45478", + "issue:45588" + ], + "soft_pairs": [ + "issue:43618|issue:45588", + "issue:43618|issue:44857", + "issue:42890|issue:44964", + "issue:28282|issue:33453", + "issue:42890|issue:44112", + "issue:43010|issue:44075", + "issue:43723|issue:44556", + "issue:42890|issue:45341", + "issue:43502|issue:44062", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:44355|issue:44749", + "issue:43502|issue:44485", + "issue:30990|issue:31795", + "issue:44075|issue:44871", + "issue:44315|issue:44360", + "issue:43010|issue:44368", + "issue:42890|issue:44373", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44222|issue:44230", + "issue:44355|issue:44655", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824" + ], + "prepared_review_unit_hash": "6a302a1dd93026238c513cdbfe8585d948384292387575e33051f2c1a2452146", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37407, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a loose similarity cluster of Transformers v5-era regression reports, import/load errors, and a few unrelated model/test bugs. Only the two Qwen3.5-Moe loading reports look plausibly duplicate; most other soft edges are too broad or target different code paths.", + "confidence": 0.56, + "canonical_issue_reason": "issue:43576 is the broadest, most central user-facing regression in the set and has inbound references; it best fits a representative umbrella issue for the v5 breakage cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the clearest high-signal issue to keep as the cluster representative: generic, user-visible, and closer to an umbrella regression than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Different failures and code paths: CLIP attentions assignment vs flash-attention crashing on sink-less models." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated model/runtime bug; only both are attention-related in a very broad sense." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Test-seed flakiness vs Phi-4 multimodal model loading; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing import error vs tokenizer loading regression; different underlying issues." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "One is missing set_seed in tests, the other is a stale CI device override test; not the same defect." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache/layer no_grad decoration vs SGD optimizer args not used are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading-related, but one is tokenizer from_pretrained in v5 and the other is checkpoint reload after upgrade; too broad to treat as duplicate." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Test flakiness from missing seeds vs a small testing_utils bug; not the same concrete issue." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only API leak vs AddedToken special-arg TypeError are different code paths." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 moe save_pretrained issue vs missing tensor-parallel plan; different symptoms and fixes." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 memory/OOM regression vs checkpoint reload failure; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache update no_grad vs dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation-cache bugs affecting different methods." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5-Moe loading/tensor-parallel regression on transformers>=5.4.0; the missing _tp_plan is a plausible root cause of the from_pretrained failure." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different import failures involving different symbols and modules." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel plan bug vs missing deepstack_visual_indexes config field; different model subsystems." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled-file errors vs performance regression after upgrade; not the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "local_files_only network leakage vs GLM-5 RoPE implementation discussion are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang vs docstring confusion; different problem class." + }, + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "SGD optimizer args vs Gemma eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application bug vs DSA ReLU discussion are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache no_grad issue vs tie_word_embeddings warning in Qwen3.5 LoRA fine-tuning; different code paths." + }, + { + "left": "issue:42890", + "right": "issue:44373", + "accept": false, + "reason": "Test seeding flakiness vs docstring typo for position_ids; not a duplicate." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network calls vs FP8 moe save_pretrained issue are different bugs." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL Moe loading breakage vs checkpoint reload after version upgrade; related theme but not the same concrete failure." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Network access despite local_files_only vs a one-word issue title; no evidence of same bug." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/moe, but one is save_pretrained and the other is inference support; too different to merge." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Running compiled Python files vs saving Pipeline objects; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors vs PretrainedConfig type-checking regression are different issues." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy issue vs missing image-patch helper AttributeError; different defects." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression vs Llama 3.2 vision model-loading failure; same broad area but not the same code path." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "The env command may be related, but the evidence only shows a generic CLI break and a specific import error; not enough to confirm the same root cause." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing removed pipeline() vs an unrelated title-only issue." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command vs PretrainedConfig type checking; different surfaces." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "CLI env command breakage vs Qwen2.5-VL import error; not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The canonical issue choice is defensible from the title and inbound references, and the single accepted soft edge (45125/45478) is reasonably supported by the shared Qwen3.5-Moe loading/tensor-parallel context. Most other pair verdicts are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 41, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:31795", + "issue:33357", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43012", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44908", + "issue:44945", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:33357|issue:33453", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:41628|issue:42548", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:41628|issue:44355", + "issue:44273|issue:45003", + "issue:36296|issue:43012", + "issue:44261|issue:44360", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:44393|issue:45478" + ], + "prepared_review_unit_hash": "b5592975c228dbc232669f2fb4278d018932fd648e75890ec4bdf0cc7a0f0d46", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38109, + "estimated_input_tokens": 9528, + "estimated_eval_tokens": 19312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a loose theme cluster around import/loading regressions, v5 migration issues, and model-specific bugs, not true duplicates. No PRs are present. I would keep one broad import/lazy-loading issue as the closest representative, but most soft pairs should be rejected.", + "confidence": 0.29, + "canonical_issue_reason": "If forced to choose one representative issue, issue 41669 is the broadest and most central: it describes a concrete import-time regression with downstream impact and is the best umbrella for the import/lazy-loading subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41669 is the best global issue candidate because it is concrete, high-impact, and broad enough to subsume related import-time slowdown/lazy-loading complaints without being overly niche.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in v5.0.0 chunked_prefill is a runtime bug; cache-strategy typo is a wording/docs issue." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Different code paths: an import error for `layer_type_validation` versus the `transformers env` CLI breaking in v5." + }, + { + "left": "issue:33357", + "right": "issue:33453", + "accept": false, + "reason": "MacOS bus error in a CLIP model is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "A nonsense issue title does not match a Gemma-4 audio positional-encoding bug." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in `model.forward` is unrelated to a missing import symbol." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "`transformers env` CLI failure and `HybridCache` import error are different modules and failure modes." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the unrelated `racoon` issue." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different root causes." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to the `racoon` issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and pipeline docs for `return_all_scores` are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug and BeitImageProcessorFast `reduce_labels` bug touch different subsystems." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Importing `AutoImageProcessor` and errors in compiled Python files are different problems." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading not working is not the same as unsafe `sys.modules` access; related at most, not a duplicate." + }, + { + "left": "issue:36296", + "right": "issue:43012", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to a PyTorch warning during bfloat16 compilation." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Missing `rms_norm_eps` in MLA layernorm and missing ReLU in the DSA indexer are different model/kernel bugs." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior is unrelated to the TensorFlow backend error when only tensorboard is installed." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Processor save-pretrained missing files is concrete; the other issue is too vague to match anything." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` command is unrelated to checkpoint reload compatibility after upgrade." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup causing import-time bloat is not the same as a missing generation cache in chunked prefill." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output issues are unrelated to `PretrainedConfig` type-checking regressions." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3-VL/Moe family, but one is a generic model bug and the other is a missing `_tp_plan` tensor-parallel support issue." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Checkpoint reload after upgrade and InternVL2 remote-code/meta-init incompatibility are different migration failures." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance has nothing to do with a cache-strategy typo." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing `set_seed()` in tests is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Processor `cached_file` kwargs forwarding and inverse-sqrt scheduler kwargs are different APIs." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdowns and lazy-loading breakage are related themes, but not enough to say the same underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning for sam3 is unrelated to Liger Kernel not being applied with `model_init`." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer-class mismatch in save_pretrained is unrelated to a vague bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI environment command failure and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support error in Nemotron and Qwen3-VL 2D bbox errors are different model-specific issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL bbox output issues are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to `PretrainedConfig` type checking in v5.4.0." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "`position_ids` buffer access error is unrelated to a vague bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star removal/import-time bloat is unrelated to missing `HybridCache` export." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-time bloat is unrelated to the testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo is unrelated to incorrect LLM output under pipeline parallelism." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "A performance/regression issue is not the same as a typo in cache strategy text." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with `model_init` and degenerate training with flash_attention_3 are different training-path bugs." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-related bugs: 2D bbox hallucination versus a from_pretrained error in Qwen3.5 Moe." + } + ] + }, + "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": 13, + "review_unit_index": 42, + "review_unit_count": 42, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-370", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:36683", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:44077", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468" + ], + "soft_pairs": [ + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43827|issue:44908", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:41669|issue:43704", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "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:44261|issue:45468", + "issue:43606|issue:45468", + "issue:42890|issue:43704", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:44998|issue:45341", + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:31515|issue:36683", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "d36d7ea6c2c3a61895a4ed45f40544a807283efe60ce821925c3c9a96996c03b", + "component_budget": { + "node_count": 370, + "item_count": 370, + "soft_pair_count": 1378, + "serialized_chars": 711669, + "estimated_input_tokens": 177918, + "estimated_eval_tokens": 356092 + }, + "budget": { + "node_count": 45, + "item_count": 45, + "soft_pair_count": 42, + "serialized_chars": 37759, + "estimated_input_tokens": 9440, + "estimated_eval_tokens": 19136 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of Transformers loading/tokenizer/v5-regression issues rather than one single duplicate bug; the closest subgroup is around from_pretrained/checkpoint reload failures, but the rest are clearly distinct.", + "confidence": 0.83, + "canonical_issue_reason": "issue:44556 is the clearest concrete loading-regression report in the set: a reproducible checkpoint reload failure after upgrading to v5.2/v5.3, which best matches the main loading-related theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the best cluster representative because it is specific, user-facing, and central to the repeated v5/from_pretrained loading complaints without being just a docs or niche model-specific report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Both mention internal model metadata, but one is about patchtsmixer post_init validation and the other about tied-weight key handling; different bugs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion for forward args vs a tokenizer-loading regression; unrelated symptoms and code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() removal vs scheduler kwargs being ignored; different subsystems." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star cleanup/perf issue vs learning-rate scheduler kwargs bug; not the same change." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading failure and a Qwen3-VL bounding-box output issue are unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure vs tied-weight key crash; separate save/load paths." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading behavior are different features with different failure modes." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU concern vs Gemma4AudioRelPositionalEncoding bug; no shared code path." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 Moe from_pretrained error; not enough to call duplicates." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading issue and inverse_sqrt scheduler kwargs bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import cleanup/performance report vs VRAM leak in Qwen3ForCausalLM; different problems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; distinct model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation bug and scheduler kwargs bug are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Forward-API documentation confusion vs Llama 3.2 Vision model-loading regression; different issue types." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowness vs documentation confusion in model.forward; not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "model_init not applying Liger Kernel vs remote-code checkpoint incompatibility with meta init; related only at a very broad model-init level." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in dataloader threads vs GLM-5 RoPE implementation; unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model implementation bugs with no shared symptom or code path." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance vs VRAM leak; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network access bug vs timestamp calculation bug; different areas." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math vs missing files on processor.save_pretrained; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor timestamp bug and VRAM leak bug are not the same underlying problem." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return behavior in GlmMoeDsaIndexer vs Gemma4AudioRelPositionalEncoding; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision issue and Gemma4AudioRelPositionalEncoding are different model bugs." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs Gemma4 audio positional encoding; distinct bugs." + }, + { + "left": "issue:42890", + "right": "issue:43704", + "accept": false, + "reason": "Missing set_seed in tests vs VRAM leak in model usage; not the same underlying issue." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is a broad v4-to-v5 behavior change while the other is a specific decoder-type mismatch; too different to merge." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated 'Unemployment' placeholder issue; no relation." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key AttributeError vs chat template crash with tool-call assistant messages; different code paths." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Typo in cache strategies vs unrelated placeholder issue." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unemployment placeholder vs a testing_utils bug; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression vs unrelated placeholder issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression vs unrelated placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config missing pad_token_id vs tied-weight-key crash; different config/model bugs." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig missing pad_token_idx vs tied-weight-key crash; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading vs ImportError for layer_type_validation; different failure types." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 Qwen3-VL/Qwen3.5 moe support request vs processor.save_pretrained missing files; not the same bug." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness vs tensor parallel training bug; different contexts." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs from_pretrained error in Qwen3.5 Moe; one is a feature request, the other a bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Checkpoint loading performance issue vs tokenizer-loading regression; different symptoms." + }, + { + "left": "issue:31515", + "right": "issue:36683", + "accept": false, + "reason": "Checkpoint loading slowness vs missing vocab_size in Gemma3Config; unrelated model/config bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Audio-model continuous batching support vs Qwen fp8 infer support; different feature requests." + } + ] + }, + "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": 13, + "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": "05e4c2f3db8f9b630928f9254e0dabf8d4bfb7620617e34ec34fa0960e4992ec", + "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 not duplicates: one is a request to add Flash Attention 2 support for more architectures, and the other is a separate request to add GGUF support for more architectures. They share the general theme of expanding architecture support, but not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the two issues request different features and would be solved by different code paths (Flash Attention 2 vs GGUF).", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a global best representative for the other, because they are distinct feature requests rather than duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different support requests for different integrations; they do not describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 13, + "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": "f9e0fc7ea5b52ac404589bfb78ecfd12aba987888059e87780a1ff3db8e2f32b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "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 all language-translation issues, but they are not the same underlying bug/change: one is a concrete Turkish docs translation request, while the others are generic placeholder/template issues for unspecified languages. No duplicate cluster should be formed.", + "confidence": 0.95, + "canonical_issue_reason": "issue #27088 is the only concrete, language-specific report (Turkish). The others are generic template placeholders rather than a specific duplicate of that request.", + "canonical_pr_reason": null, + "best_issue_reason": "#27088 is the most actionable and specific issue in the set, so it is the best representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different scope: Turkish docs translation versus a generic placeholder language-translation issue; not the same concrete request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different scope: a specific Turkish translation request versus an unspecified template issue for any language." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different scope: Turkish docs translation versus a generic placeholder issue; too broad to treat as duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are template-style placeholders, but they do not identify the same language or concrete translation task." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Template placeholders only; no evidence they refer to the same underlying translation request." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Template placeholders for unspecified languages; not the same concrete issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 13, + "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-36817-13", + "nodes": [ + "issue:36817", + "issue:37015", + "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:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42503|issue:45027", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "502ce96aa6d705e3d6b303e42f97ff2f2834fc9b3df90d83adbb30c14f3cdcc0", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16009, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16009, + "estimated_input_tokens": 4003, + "estimated_eval_tokens": 8262 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is thematically similar but not duplicate: it contains separate model-support requests for different models, modalities, and architectures. None of the soft edges look like the same underlying change.", + "confidence": 0.94, + "canonical_issue_reason": "issue:37015 is the most active and broadly phrased model-add request here, so it works best as a cluster anchor; the rest are model-specific asks rather than duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:37015 has the strongest discussion activity and is representative of the general 'add a model' request pattern in this group.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families (EuroBERT vs DEIMv2); only the generic 'add model' theme overlaps." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBERT config request vs Qwen3-TTS support; different model and modality." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT vs Qwen3-ASR; distinct models and speech task." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs a weight-sparse transformer request; unrelated architectures." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; separate model-support request." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT; different model additions." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral-4B-TTS support; different models and code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS; unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs Qwen3-ASR; different model families and modality." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS; only broad model-request similarity." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs a generic BERT-like RoPE request; related at a high level but not the same change." + }, + { + "left": "issue:42503", + "right": "issue:45027", + "accept": false, + "reason": "ModernVBERT vs Voxtral TTS; separate model-support requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Generic RoPE support request vs Voxtral TTS support; not the same underlying change." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS vs Qwen3-ASR; same family but different tasks and implementation." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral TTS; both speech-related but different models and integrations." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS vs DeepSeek-OCR2; different modalities and model targets." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support vs weight-sparse transformer request; unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS vs LFM2.5 Audio; different model families." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR vs LFM2.5 Audio; separate speech-model additions." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR vs EUPE encoder; different model types." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support vs sparse transformer request; unrelated code paths." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText; different modalities/models." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer vs EUPE encoder; unrelated architectures." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS; different speech tasks and model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR vs DeepSeek-OCR2; different modalities/models." + } + ] + }, + "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": 13, + "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": "23e2d8bef5d465243042c2a0ea811eca8cd2a4542737789ab5c7c44236a5caaf", + "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 issues are not duplicates of one another; they span unrelated parts of the codebase (normalization, Mask2Former loss plumbing, config typing, quantization typo, tokenizer warnings). The cluster looks like a loose similarity bucket rather than a true duplicate set.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items describe different bugs in different subsystems, so none can safely represent the whole cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because there is no shared underlying defect across the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different problems: Llama4TextL2Norm/RMS norm behavior vs ModernBERTConfig type hint." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value usage is unrelated to kwargs not being forwarded to a loss function." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Different subsystems and symptoms: Mask2Former loss handling vs tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former loss bug is unrelated to a quantization attribute typo." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "No shared code path: model loss behavior vs config annotation issue." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Generic loss-kwargs forwarding bug does not match a ModernBERTConfig type hint error." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT config typing issue is unrelated to tokenizer regex warnings after 4.57.3." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A type-hint typo and a quantization-operation typo are different artifacts with different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 13, + "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": "a1243e6efddfb5f277c3652a3a164cf81a2bad45234365f57d23dc5e9bed2729", + "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": "These two issues are not duplicates: one is a generic request for block decoding, while the other asks for DeepSeek v3.2 support. They describe different features and different problem scopes.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: decoding behavior vs model support. No concrete overlap in code path or target." + } + ] + }, + "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": 13, + "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": "9f9aae11fef1f95e1431a0555dcb86231b336698403657817ea031e189304911", + "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 custom behavior, but they target different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43598 is the broader Trainer customization request, but it does not describe the same bug/change as 43600, so there is no true canonical duplicate here.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the better representative of the cluster\u2019s general Trainer customizability theme, but the two issues are still distinct.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying concerns: `remove_unused_column` behavior vs FLOPS estimation for custom trainers. They share a Trainer/customization theme, 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": "issue", + "component_index": 9, + "component_count": 13, + "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": "cc0304f38263b52bf3f5c9fc4cc00dcebd59993b72a06457309cd95a768308ad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration, while the other requests AutoModelForSequenceClassification support for Qwen3.5. They concern different model families and different task heads.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying feature requests: Qwen3-Omni base/generative model registration versus Qwen3.5 sequence-classification support. They do not look like the same concrete bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 13, + "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": "e9726516a3523bafae1e71a23ebb67bd1e926c77805610eea91f4ca67be072b2", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the same near-identical 'huggingface' title and look like duplicates; 'Fett' appears unrelated. I would cluster the huggingface trio together and leave the other issue separate.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43845 is the earliest of the near-identical 'huggingface' reports and is a reasonable representative for that duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue representative because it is earliest and matches the repeated 'huggingface' title pattern seen in the other likely duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface') and no concrete evidence they describe the same problem." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared target or body evidence tying them to the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "'Fett' does not appear to be the same underlying report as the 'huggingface' issues." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, very similar metadata, and close creation times; these look like duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and strongly similar issue pattern, so they plausibly refer to the same underlying report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and near-identical report pattern; likely duplicate issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: 43845, 43846, and 43859 share the same title and close creation times, while 43835 has a different title and no strong linkage. The soft-edge verdicts are conservative and do not overclaim beyond the available similarity evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 13, + "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": "86a90ea77275efa1cecb7dbdc7530247c43c1b197dcfe9c33d9dd04ccd39a45d", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All five issues appear to be unrelated low-information or spam-like submissions; there is no evidence of a shared underlying bug, feature request, or duplicate thread worth collapsing.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the cluster does not describe one coherent problem or request, only unrelated spam/generic titles.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue: none of these issues is a substantive representative for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders; no shared concrete issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like placeholders; no shared concrete issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a generic documentation suggestion; not the same bug/change." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Unrelated spam versus a distinct branded/title submission." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation request and spam are not duplicates." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation request and spam are not duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like, but there is no meaningful underlying bug or change to merge." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam-like placeholder and unrelated branded/title submission; no shared issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam-like placeholder and unrelated branded/title submission; no shared issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 13, + "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": "456f995efe9ba1b8713d74555ae377ab14e4a339a4b8972cd2f8020cecc5ff4d", + "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 look like a likely duplicate / same-topic pair: identical titles, similar body sizes, and no distinguishing targets or filenames. #45145 is the better canonical thread because it was created first and already has inbound reference activity.", + "confidence": 0.92, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created earlier and already has inbound reference activity, making it the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative of the cluster: earliest report, same title/topic, and no signals suggesting a different underlying issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Identical titles and similar body lengths make this a likely duplicate or same-topic issue pair; there is no visible evidence of distinct scope, though the body contents are not shown so the match should be treated conservatively." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical-thread choice is grounded, but the soft-edge verdict is too strong for the evidence. The packet only gives identical titles, similar body lengths, and soft_similarity; it does not show the body contents, so saying the issues have the \u201csame issue content\u201d or are \u201cnear-perfect duplicates\u201d overstates what\u2019s supported. This should be framed more conservatively as a likely duplicate/same-topic pair rather than a confirmed duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 13, + "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": "pull_request", + "component_index": 1, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-14", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43989", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45587", + "pull_request:45589" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:45589", + "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:45589", + "pull_request:43823|pull_request:43995", + "pull_request:43989|pull_request:45589", + "pull_request:43995|pull_request:45589", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45587", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45589", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "ea42c5359766e50652d1f347289c27057c7cc0ac6a6254ee738acc63471f6826", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 37897, + "estimated_input_tokens": 9475, + "estimated_eval_tokens": 19206 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 21, + "serialized_chars": 37897, + "estimated_input_tokens": 9475, + "estimated_eval_tokens": 19206 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs across different subsystems. The only clear duplicate is the pair of loss-utils cross-entropy fixes; everything else should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the better canonical representative for the only true duplicate pair: it has the explicit issue link to #43240, more review activity, and the same concrete `fixed_cross_entropy` change as #43254.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the strongest single PR in this set because it is a focused, concrete bug fix with an explicit target issue and it matches the only accepted duplicate edge in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: VideoPrism model/docs addition vs Executorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Unrelated areas: Mistral tokenizer methods vs adding MobileLLM model files." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions and Executorch export tests are not the same bug or change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-instantiation robustness vs new MobileLLM model implementation are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:45589", + "accept": false, + "reason": "Loss-function kwargs fix and flash-attention `s_aux=None` handling affect different code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy helper fix is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs support is unrelated to Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export testing and Mistral4 fixes are different changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test and MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45589", + "accept": false, + "reason": "Adding MobileLLM and fixing flash-attention null handling are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model code vs Falcon output-interface refactor are different changes." + }, + { + "left": "pull_request:43989", + "right": "pull_request:45589", + "accept": false, + "reason": "Auto video processor lookup fix and flash-attention null handling are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45589", + "accept": false, + "reason": "Falcon model refactor and flash-attention `s_aux` fix do not target the same issue." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon output-collection refactor and model-creation skill content are unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactor and Mistral4 test fixes are distinct model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45587", + "accept": false, + "reason": "Mistral4 test/model work is unrelated to continuous batching documentation." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and CLIP-family `layrnorm` rename corrections are different changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45589", + "accept": false, + "reason": "Mistral4 changes and flash-attention null handling are not the same bug or patch." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes and the model-creation skill PR are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition and the model-creation skill PR are not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs patch the same `fixed_cross_entropy` path to pass supported `cross_entropy` kwargs; they solve the same underlying issue (#43240) and could be merged into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet, and the soft-edge rejections are conservative. The only accepted duplicate pair is well supported: PR #43251 and #43254 both patch `src/transformers/loss/loss_utils.py`, share issue target #43240, and address the same `fixed_cross_entropy` kwargs bug. The summary appropriately characterizes the rest of the cluster as unrelated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 24, + "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": "172049380f8ae0c4e269d98b613d579a391b1cd19be294522788cfbeed036f74", + "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": "Two open PRs add related VibeVoice support, but they are not the same change: one is the initial VibeVoice implementation and the other is a draft for VibeVoice Realtime with additional tokenizer/feature-extractor work. They should not be deduplicated.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the better canonical representative because it is the earlier, broader initial VibeVoice implementation and appears to be the main integration PR rather than a follow-up variant.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best PR for the cluster since it is the more complete, non-draft baseline implementation with higher discussion activity and covers the core VibeVoice integration.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related feature area, but not the same concrete change: #40546 implements VibeVoice support, while #42781 adds VibeVoice Realtime and touches additional tokenizer/feature-extraction code. They could not safely 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": 3, + "component_count": 24, + "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": "cb4f97083b58f650580d46054a8a1bd8008772ff2bc8345273dc4a9bbe6c5ec0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4674, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-specific PRs: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They touch different codepaths, filenames, and user-facing features, so they should not be clustered together.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "Neither PR is a duplicate of the other; if one must be treated as representative, PR 40755 is the broader feature work because it spans model code, utilities, tests, and docs, but it is not a canonical match for PR 41224.", + "best_issue_reason": null, + "best_pr_reason": "PR 40755 is the more substantial and self-contained change set, but the two PRs solve different problems and should remain separate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different functionality: TimesFM covariate forecasting vs DINOv3 image classification. No shared codepath or mergeable common fix is evident." + } + ] + }, + "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": 24, + "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": "83aaab8646470ad87eff0522aecb453ed5557310ff76056dd9f5eca14805867e", + "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": "Both PRs are for adding DEIMv2, but #44339 is the substantially more complete integration (auto mappings, converter, modular files, loss/utils updates, config checks) whereas #41356 is an earlier, narrower model/image-processor/test drop-in. They overlap in files and target the same issue, but they are not a clean duplicate pair.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44339 is the better canonical PR because it is the fuller end-state implementation: it adds the model plus conversion tooling, auto-mapping wiring, loss/util updates, modular code, docs, and broader test coverage.", + "best_issue_reason": null, + "best_pr_reason": "#44339 is the best PR for the cluster because it most completely represents the DEIMv2 addition and integration into Transformers.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Shared DEIMv2 scope and issue target, but #44339 is a broader follow-up/superset rather than the same concrete change; the overlap is too coarse to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 24, + "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-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "f7dd01fd903ba223bc2aef7d3990c08397e33f24d9d846ab5d3eb42833af33fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs add entirely different new models and their related docs/auto-registration/tests. The overlap is from the standard boilerplate for integrating a new model, not from the same underlying change or bug.", + "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:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model families and different feature sets: DeepSeek OCR vs Isaac. Shared filenames are just common model-boarding scaffolding, not evidence of the same concrete code-path fix or mergeable PR duplication." + } + ] + }, + "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": 24, + "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-42166-2", + "nodes": [ + "pull_request:42166", + "pull_request:45426" + ], + "soft_pairs": [ + "pull_request:42166|pull_request:45426" + ], + "prepared_review_unit_hash": "c570940cf4927898fd68b551fbc774f648d1904436faf5a0952b2c9660ebfc2a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5407, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5407, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two unrelated model-addition PRs that both touch Transformers auto-registration and package exports, but they implement different models and codepaths (InternVLFlash vs AXK1).", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "Neither PR is a duplicate of the other; if forced to pick a single canonical PR, PR #42166 is the more substantial and well-scoped model addition with docs, tests, and integration files.", + "best_issue_reason": null, + "best_pr_reason": "PR #42166 is the stronger standalone candidate because it includes documentation, tests, and the full model package wiring, whereas PR #45426 appears to be a smaller feature addition for a different model family.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42166", + "right": "pull_request:45426", + "accept": false, + "reason": "Reject: they add different models and do not fix the same concrete bug or implement the same change. Shared auto-registry/package files are incidental and not enough to merge them 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": 7, + "component_count": 24, + "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-42227-4", + "nodes": [ + "pull_request:42227", + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:42227|pull_request:43291", + "pull_request:42227|pull_request:43665", + "pull_request:42227|pull_request:44815", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "6a1e246a5f98b3d8389eec01974dcef24ecbc934785864c643a580bcd0d11075", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10167, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10167, + "estimated_input_tokens": 2542, + "estimated_eval_tokens": 5340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all nominally related by rough theme words, but the diffs point to distinct changes: Whisper ASR return-language plumbing, Whisper tokenizer/test cleanup, a CLIP/ViT test-only patch, and a broad FP8 dequant/model-loading fix. I do not see duplicate underlying bugs or mergeable same-change pairs.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42227 is the strongest canonical representative: it has a concrete user-facing bug fix, an explicit linked issue, and a focused code-path change in Whisper ASR parameter forwarding.", + "best_issue_reason": null, + "best_pr_reason": "PR 42227 is the best global representative because it is the most concrete and well-scoped functional fix in the set, with direct issue linkage and clear intent.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both mention Whisper, but 42227 fixes ASR return_language forwarding while 43291 changes tokenizer decode/batch handling and tests; different code paths and different bugs." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "42227 is a Whisper pipeline bug fix; 43665 is only test-file edits for CLIP/ViT and does not target the same issue or code change." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "42227 is a focused Whisper pipeline fix, while 44815 is a broad FP8/dequant/model-loading change across multiple files; unrelated underlying problems." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer/test changes versus CLIP/ViT test edits; no shared concrete bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Tokenizer/Whisper cleanup and FP8 dequant work are unrelated subsystems and fixes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT edits are not the same underlying bug as the broad dequant/model-loading 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": 8, + "component_count": 24, + "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": "0361210ef859ba4c4ec84fca729196db3535aa9a3600b41f4a03873ef672fd23", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both workflow dependency-upgrade PRs, but they target different GitHub Actions and different failure modes: one is a Node 24 compatibility sweep for core GitHub Actions, the other upgrades Docker build actions to newer versions. They overlap in files because both touch CI workflows, but they are not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the cleaner representative because its scope is explicit and coherent: upgrading GitHub Actions for Node 24 compatibility across workflows. Its title matches the concrete dependency set shown in the diff (checkout/cache/upload-artifact).", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best standalone PR in this cluster because it has the clearest, most specific maintenance goal and broad workflow coverage. PR #42976 is also a valid dependency bump, but it is narrower and centered on Docker build actions rather than the same code-path problem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are workflow-action upgrades, but they update different actions and solve different compatibility/versioning concerns. Sharing workflow filenames is not enough to treat them as the same change, and they would not plausibly be merged into one PR without conflating separate dependency updates." + } + ] + }, + "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": 24, + "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": "5930752b9ee66e63c4d1c703c0d0a1990ce4f10dc2e311e364063c63bb53438b", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14136, + "estimated_input_tokens": 3534, + "estimated_eval_tokens": 7324 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14136, + "estimated_input_tokens": 3534, + "estimated_eval_tokens": 7324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are four separate model-addition PRs that only overlap on shared Transformers scaffolding (docs TOC, auto registries, tests). They do not look like duplicate fixes or mergeable into one underlying change set.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items add different models (ViT NEPA, Molmo, Molmo2, CTSM) with distinct codepaths, configs, and tests; the overlap is only in shared registration/documentation plumbing.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduplication purposes. If a representative is needed, none is clearly canonical because each PR targets a different model family and implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model families and implementations: ViT NEPA vs Molmo. Shared auto/config/docs files are generic scaffolding, not evidence of the same bug or change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are unrelated model additions with different model code and tests; they only coincide on registry/docs updates." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "CTSM and ViT NEPA are distinct model introductions; no shared concrete code-path problem beyond common Transformers registration plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are different model releases with separate configuration/model/processor files; this is not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions. The overlap in docs and auto mappings is too broad to indicate duplication." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM fix/introduce different model families and codepaths; shared repo plumbing does not make them 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": 10, + "component_count": 24, + "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-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "b645b3a7b1519ab28b193b66a2b533a79666b50606b346c026861fa55e951ecb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7466, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7466, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated placeholder/open PRs with superficial overlap in test filenames only. They do not look like duplicate fixes for the same underlying bug or change, so no soft edges should be merged.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No PR is a true canonical duplicate here; if one must be chosen as the cluster representative, #43532 is the broadest and most central-looking placeholder PR, with more discussion and the largest mixed workflow/test diff.", + "best_issue_reason": null, + "best_pr_reason": "#43532 is the best representative of the group only because it is the most substantial and touches multiple workflow/test files, but it still is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different apparent purposes: #43488 is a setup/version/dependency format check PR, while #43532 rewires CI workflow handling and edits test files. Shared test filename is incidental, not the same code-path fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "#43488 is about packaging/version/dependency bot behavior; #45476 is a CI workflow caller change plus unrelated code/test edits. No same underlying bug or mergeable single fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both are placeholder-style PRs and share a test file, but the concrete changes differ: #43532 modifies self-comment/self-scheduled/slack CI logic, while #45476 adds a PR CI workflow and unrelated tokenization/test edits. Not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 24, + "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": "c4147a0ef084ae39f6273a7e4d1caaf434a6448ec5cdc429d0c7639bee3190c9", + "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": "Both PRs add new, similarly structured segmentation pipelines and share documentation/registration scaffolding, but they target different features and code paths: concept segmentation vs visual segmentation. They are related work, not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate: these are separate feature additions with different pipeline implementations and model/test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the stronger representative of the cluster because it is the broader visual segmentation feature and touches more concrete integrations and tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Do not merge: despite similar scaffolding and docs, these implement different pipelines for different tasks/models (concept segmentation vs visual segmentation), so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 24, + "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": "1ce8d24271b72df608cc8c91841a792a62a7ea53819601b63d3de481a3f5c1d5", + "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": "The two PRs both modify `trainer.py` and add customization hooks, but they solve different problems: gradient-accumulation loss scaling vs. signature-based column filtering. They are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: 43651 adds `_loss_is_scaled_for_ga` for loss scaling behavior, while 43663 adds `_get_signature_columns` for dataset column filtering; they target different code paths.", + "best_issue_reason": null, + "best_pr_reason": "PR 43663 is the cleaner representative of the cluster because it is a focused refactor around signature-column computation, but it is still not the same change as 43651.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different underlying trainer behaviors: one changes gradient-accumulation loss scaling, the other changes signature-column filtering. Shared file alone is not enough to treat them as the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 24, + "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": "c34efc72816797cbee854289dd7646c45aa7525e3b7cae4ade3138bd5a60eb87", + "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": "`43836` and `43842` are the same underlying `TypeAdapter` NameError fix in `src/transformers/cli/serve.py` and share issue target `43824`; `43656` is a different typing/`__future__` cleanup aimed at `43576`, so it should not be clustered with them.", + "confidence": 0.88, + "canonical_issue_reason": "`43824` is the best issue anchor because it is the explicit shared target for the two PRs that fix the concrete `TypeAdapter` NameError in `cli/serve.py`.", + "canonical_pr_reason": "`43842` is the best canonical PR because it is the most direct, narrowly scoped fix for the `TypeAdapter` NameError and is explicitly tied to `43824`.", + "best_issue_reason": "`43824` best represents the shared bug being fixed by the matching PR pair; `43576` is a different tracking issue for a broader typing cleanup.", + "best_pr_reason": "`43842` is the strongest representative PR: it directly addresses the import/type-annotation failure with the smallest, most targeted change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch `cli/serve.py`, but `43656` targets a different issue (`43576`) and its diff is broader typing/`from __future__` cleanup rather than the specific `TypeAdapter`-under-`TYPE_CHECKING` NameError fix." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "They fix the same concrete `TypeAdapter` NameError in the same file and share explicit issue target `43824`, so they are the same underlying bugfix." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports 43836 \u2194 43842 as the same bugfix more clearly (shared issue target 43824 and same file), but it does not cleanly support treating 43656 as part of that same cluster. 43656 targets a different issue (43576) and its diff shows a broader `from __future__ import annotations`/typing cleanup rather than the explicit `TypeAdapter`-under-TYPE_CHECKING fix in 43842. So the summary overstates that all three PRs point at the same problem, and the soft-edge accept for 43656 \u2194 43842 is too strong." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 24, + "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": 15, + "component_count": 24, + "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-43973-2", + "nodes": [ + "pull_request:43973", + "pull_request:45283" + ], + "soft_pairs": [ + "pull_request:43973|pull_request:45283" + ], + "prepared_review_unit_hash": "19c3459a7006c0df3ea236355e6474a168a3d742b204ee8c9b26ffcd8fdc30d5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5195, + "estimated_input_tokens": 1299, + "estimated_eval_tokens": 2854 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5195, + "estimated_input_tokens": 1299, + "estimated_eval_tokens": 2854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are unrelated: one adds a new Lfm2Audio model/docs/tests, while the other adds GGUF loading support for Qwen3.5. They do not target the same code path or fix the same underlying problem.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Different features in different areas of the codebase: Lfm2Audio model integration vs Qwen3.5 GGUF mapping/loading support. No shared bug or mergeable common fix path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 24, + "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:44059|pull_request:44722", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44017|pull_request:44161", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:44059|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44068", + "pull_request:44073|pull_request:44101", + "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:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request: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": "9a09453f74166ff81b2b15df8a6e938d6b1feba974d1e1b54203c5ed8e8941b9", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76932, + "estimated_input_tokens": 19233, + "estimated_eval_tokens": 38722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose theme of model-by-model output-tracing refactors, not one true duplicate set. The only strong duplicates are the GPT-Neo pair and the GPT-J/CodeGen/GPT-J follow-up trio; the rest are independent model ports that happen to reference the same umbrella issue.", + "confidence": 0.61, + "canonical_issue_reason": "Issue #43979 is the shared umbrella tracking issue referenced by most of the PRs in the cluster.", + "canonical_pr_reason": "PR 44066 is the best representative: it is explicitly tied to #43979, covers the core GPT-J output-tracing refactor, and is broad enough to subsume the later GPT-J follow-ups.", + "best_issue_reason": "No issue artifact is present in the input; #43979 is still the natural canonical issue because it is the only common target across the cluster.", + "best_pr_reason": "44066 is the strongest canonical PR candidate because it is the most central true-duplicate anchor among the accepted edges and has the clearest tracking linkage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (FNet/CVT vs GPT-J); same umbrella issue is not enough to make them duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "FNet/CVT output-tracing refactor and DeBERTa output-tracing refactor are separate model-specific changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same code path; they look like overlapping/duplicate iterations of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet vs EfficientNet are distinct implementations; shared issue target does not imply duplicate PRs." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated model refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet are different changes in different code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa refactors are unrelated model-specific ports." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen output tracing and MGP-STR output tracing are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate architectures with different refactor scopes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same model family (GPT-Neo), same file, same output-tracing refactor; these look like duplicate/alternate versions of the same patch." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different model changes, even though they share the same refactoring theme." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model ports." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are separate model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different architectures and code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated output-tracing refactors." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are separate model changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different implementations; same theme is too broad." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model-specific refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are different models and code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are unrelated model refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated model changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are distinct model-specific output handling changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are separate model-specific refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44018", + "accept": false, + "reason": "SegFormer and GPT-Neo are unrelated model changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate model refactors." + }, + { + "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/XLM are different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are unrelated model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are separate code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are unrelated." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are different architectures." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are unrelated model-specific changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBERT and VisualBERT are distinct model refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are unrelated." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are separate model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT and DeBERTa are different models and code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated refactors." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViTS are separate model-specific changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated models." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the same GPT-J output-tracing refactor; 44722 looks like a later/broader variant that still overlaps the same concrete change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing code path; the later PR extends the same change set into a broader patch." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative on most soft edges. The accepted duplicate pairs are supported by shared file paths and overlapping GPT-Neo/GPT-J scopes, and the canonical issue/PR choices are backed by explicit issue links and breadth of coverage. No clear overstatement of evidence stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 24, + "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": "ee937afb50f92fe91b630dec8f79cd3e3a5343931f147a264801c96a935e1967", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84498, + "estimated_input_tokens": 21125, + "estimated_eval_tokens": 42506 + }, + "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 refactors to standardized output tracing/capture APIs, but they affect different architectures and code paths. They are thematically similar, not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best representative of the cluster\u2019s shared refactor pattern: it introduces `capture_outputs`/`can_return_tuple` and model-specific output-tracing hooks in a clear, self-contained way.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models and code paths (VisualBert vs TextNet); not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both standardize output tracing, but they target different model implementations (MPNet vs VisualBert) and are not mergeable as one concrete fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Model-specific refactors in different files for different architectures; similarity is only at the API-pattern level." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "Both migrate output handling, but RegNet and SqueezeBert are unrelated code paths and would not be one PR." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Shared output-tracing migration theme, but SqueezeBert and SpeechT5 are distinct model changes; not a duplicate pair." + } + ] + }, + "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": 24, + "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: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": "0d018a5713d1290bf9f951722b1ae663794df436f26938fd51176ca207d98401", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39787, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39787, + "estimated_input_tokens": 9947, + "estimated_eval_tokens": 20150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a common output-tracing/refactor theme, but they are separate model-specific changes across different code paths and architectures. I found no true duplicates; all soft edges should be rejected.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "44003 is the closest thing to a canonical PR: it spans two closely related Mamba-family implementations and includes the full tracing plumbing (`can_return_tuple`, `capture_outputs`, `_can_record_outputs`).", + "best_issue_reason": null, + "best_pr_reason": "44003 is the best cluster representative because it is broader and more structurally complete than the single-model refactors, while still targeting one coherent change pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model families (`timm_backbone` vs `upernet`) and different forward paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different architectures (`timm_backbone` vs `vision_text_dual_encoder`); not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model code paths (`timm_backbone` vs `univnet`), so this is only thematic similarity." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems (`timm_backbone` vs `mamba`/`falcon_mamba`); not one mergeable fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `rwkv`); same pattern, different change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model paths; not the same bug or change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`mobilenet_v1` vs `upernet`); only the refactor style matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different code paths (`mobilenet_v1` vs `depth_anything`/`prompt_depth_anything`); not a duplicate." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated models; same tracing refactor theme only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and SpeechEncoderDecoder are separate architectures, not one shared fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "VisionTextDualEncoder and UnivNet touch unrelated forward implementations; not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models (`vision_text_dual_encoder` vs `upernet`), so these should not be merged as duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different families (`vision_text_dual_encoder` vs `mamba`/`falcon_mamba`); only a superficial similarity." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model stacks (`vision_text_dual_encoder` vs `depth_anything`), not the same underlying problem." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated code paths; these are not duplicate fixes." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems (`univnet` vs `mamba`/`falcon_mamba`); not mergeable into one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet and DepthAnything are different model families; same refactor pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are separate model implementations; not the same concrete change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families (`upernet` vs `mamba`/`falcon_mamba`); no shared code-path fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba-family output tracing and CodeGen caching/output behavior are different concrete changes." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "TimmBackbone and CodeGen are unrelated architectures; not a duplicate refactor." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen are different model code paths, so this is only thematic similarity." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen target different implementations; not the same bug or fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "VisionTextDualEncoder and CodeGen are unrelated; shared refactor naming is not enough." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are different model families; no single underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and SpeechEncoderDecoder are distinct code paths, not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "DepthAnything and SuperPoint are unrelated models; same output-tracing theme only." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "DepthAnything and RWKV are different architectures; not the same concrete change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "DepthAnything and DPR are separate model families; not a duplicate fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths; only the refactor pattern matches." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are different implementations, not one bug." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "VisionEncoderDecoder and SuperPoint are distinct model families; not mergeable as duplicates." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are unrelated model paths; same theme, different change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are separate architectures; not the same underlying fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder and RWKV touch different code paths; not duplicates." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are unrelated models; only superficially similar." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are different subsystems; not the same concrete change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are unrelated model implementations, so reject." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are different model families; no shared 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": 18, + "component_count": 24, + "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": "c77fa17724bec77e80b0873b2a89f867e9b9e77a8c094bf5436e80ab10aaf236", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11070, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 11070, + "estimated_input_tokens": 2768, + "estimated_eval_tokens": 5792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-addition PRs for different model families (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share common Transformers boilerplate and registration files, but they do not fix the same code-path problem and should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: each PR introduces a different model implementation and associated docs/tests, so none is a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "If forced to pick a representative, PR #45401 is the most self-contained and explicitly tracks its own target issue, but it is still not a substitute for the other two because it implements a different model.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model families and code paths: PenguinVL vs Voxtral TTS. Shared auto-registration/docs are boilerplate, not evidence of the same bug/change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "PenguinVL and DeepSeek-OCR-2 are unrelated model implementations; overlap is limited to standard model plumbing and docs." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model additions with different files, converters, and behaviors; not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 24, + "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": "069c45761b7b8a2514d2326ecda09d78995450354292c1d79512f5a1ac083c2d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related feature PRs about module/kernel fusion, but they are not the same concrete change. The first adds a generic Module Fusion API and tests; the second wires n-to-1 kernel fusion into KernelConfig/model loading paths. They could coexist, but I would not merge them as duplicates.", + "confidence": 0.83, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is linked. If forced to pick one PR as the cluster anchor, PR #45363 is the more concrete end-to-end feature because it modifies the existing loading/integration path and includes an executable example.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the stronger representative of the cluster: it implements a specific kernel-fusion workflow across existing code paths, whereas PR #44979 is a standalone API foundation. PR #45363 is more likely to be the actionable, user-facing change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Both are about fusion, but they target different layers: #44979 introduces a generic Module Fusion API, while #45363 adds n-to-1 kernel fusion through KernelConfig and model-loading integrations. Related theme, not the same underlying change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 24, + "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": "1a85d7ea68d2862d64b376db8d51324146b7848b500d74c5ea8a106045e50b79", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same AttributeError in `_patch_mistral_regex` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; they are near-identical fixes for the same code path, with the later PR adding tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the better canonical PR because it implements the same fix as #45086 but also includes test coverage and appears to be the more complete change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the strongest representative of the cluster: same concrete bug fix, broader validation via tests, and clearer final form of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in the same function and same file; the diffs are effectively the same code-path correction, so they are safe to treat 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": 21, + "component_count": 24, + "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": "7eaa55a3e9d9677c04e1750af1ec04a3e3a441b5edf3647b1c45cc3a467a2d90", + "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 PRs are related to NemotronH architecture work, but they address different changes: one refactors NemotronH to inherit GraniteMoeHybrid and adds conversion mapping support, while the other splits NemotronH into dedicated dense/sparse model families with docs and tests. They are not duplicates of the same underlying fix.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better representative because it is the broader, more user-facing architectural change: it introduces the dedicated NemotronHDense/NemotronHSparse model split, updates auto-mappings/docs, and includes tests. The other PR is a narrower refactor/conversion-mapping cleanup.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the strongest standalone change in the cluster since it directly implements the model family split and associated public API/documentation updates. PR #45115 is more of an internal refactor and conversion-mapping support patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but not the same concrete change: #45115 refactors inheritance and conversion key mapping, while #45569 introduces the dense/sparse model split plus docs/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": 22, + "component_count": 24, + "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": "ab34857b13c5bb2e8719fdd979a69c9c1c5cdfe80375edc926e03197a4dfd318", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related but not duplicates: one PR adds heterogeneous per-layer config plumbing, while the other adds heterogeneous modeling/cache support on top of that. They share infrastructure files, but they target different layers of the feature and would not be merged as a single change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear duplicate canonical PR: the two PRs are complementary rather than the same fix/change. If forced to pick one representative, PR 45333 is the more foundational config-side change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45333 is the better cluster representative because it introduces the underlying heterogeneous configuration support that the modeling PR builds on, and it is narrower/foundational.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "They share heterogeneity/config files, but 45333 adds per-layer configuration support while 45332 adds heterogeneous model/cache behavior. Different concrete code paths and not plausibly one merged PR as a duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 24, + "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": "2ee1ee534b419f87d6cbad38bdf088d2fcf3105305b431032387aed96de508f9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5305, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5305, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the typing area, but they are different changes: one is a broad type-checking sweep across many transformers modules, while the other is a narrower modeling_utils/_typing typing cleanup. They overlap in a couple of shared files, but not in the same concrete fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45415 is the broader, more central typing pass across many files and is the better cluster anchor if one PR must be chosen.", + "best_issue_reason": null, + "best_pr_reason": "PR #45415 is the best single representative because it covers the larger repo-wide type-checking change and subsumes the shared typing-related files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-related, but they target different underlying changes. #45415 is a broad type-checking sweep with pyproject mypy-ignore adjustments; #45425 adds specific typing aliases/protocols for modeling_utils/peft. Shared files alone are not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 24, + "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:45592" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45592" + ], + "prepared_review_unit_hash": "cc7aa8f12bbf7c62e2c78ce7c6f2e69fd830c474933a649c3db5b524667f7551", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5154, + "estimated_input_tokens": 1289, + "estimated_eval_tokens": 2834 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5154, + "estimated_input_tokens": 1289, + "estimated_eval_tokens": 2834 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two pull requests are not duplicates: one fixes model-parallel device placement in AltCLIP/ChineseCLIP, while the other adjusts FastVLM test padding behavior. They touch different code paths and solve different problems.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the better representative of the cluster because it contains the substantive runtime bug fix; PR 45592 is a narrow test-only adjustment.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the strongest standalone PR in the set since it addresses an actual model-parallel bug across implementation files, whereas PR 45592 only modifies tests and test setup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45592", + "accept": false, + "reason": "Different underlying issues and code paths: 45487 fixes device placement in AltCLIP/ChineseCLIP model code, while 45592 changes FastVLM test padding/determinism. They are not the same bug and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/manifest.json b/snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..946e50cf6b8a7269c015f7142bdd436ea8150105 --- /dev/null +++ b/snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260423t060036z", + "artifacts": { + "hybrid": "snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-23T06:07:07Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260423T060036Z", + "variant": "hybrid" +} diff --git a/snapshots/20260423T060036Z/manifest.json b/snapshots/20260423T060036Z/manifest.json index 737c502aeab9b918a62f9e70aa31653bc4237496..c945c1b2cc67f3c5f5da685189e72bc2381b2d60 100644 --- a/snapshots/20260423T060036Z/manifest.json +++ b/snapshots/20260423T060036Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 349 }, "extracted_at": "2026-04-23T06:00:36Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260423t060036z", + "runs": { + "hybrid-model-20260423t060036z": { + "analysis_id": "hybrid-model-20260423t060036z", + "artifacts": { + "hybrid": "snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260423T060036Z/analysis-runs/hybrid-model-20260423t060036z/manifest.json", + "model": null, + "published_at": "2026-04-23T06:07:07Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260423T060036Z", "watermark": {