diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index b9c4e3be547ff6fa840830c80ecca31763b592f5..6121c7f2c766c2dc6d5cc11d8e2d3950bf06a141 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": "20260510T180022Z", - "generated_at": "2026-05-10T18:06:40Z", + "snapshot_id": "20260511T000025Z", + "generated_at": "2026-05-11T00:06:49Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index f7c419e1d8dcacaa95e7a790530821b095afb83f..a200c4d74115629c0151048a97502086921b57c3 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260510T180022Z", - "generated_at": "2026-05-10T18:06:40Z", + "snapshot_id": "20260511T000025Z", + "generated_at": "2026-05-11T00:06:49Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26,12 +26,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "41162ca8966146067606c22430385a981dd11473ff1460afb248bed227e2be86", + "prepared_review_unit_hash": "2f339112622e1a820b13dc9c8f2f66d8aff0cbeb8de1171b999dcb914837e825", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2479, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: one tokenization discrepancy issue, one private-model auth/error-message issue, and one generic model-loading failure. None look like true duplicates of each other.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 16618 is the broadest of the three and the only one centered on model loading, so it is the least specific representative if a single canonical issue is needed.", + "summary": "These issues do not look like true duplicates. Two are model-loading related by wording, but one is about private-model authentication/error messaging and the other is about a specific public model failing to load; the Tapas tokenization issue is unrelated.", + "confidence": 0.74, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-looking report in the set, with the highest discussion activity and a generic model-loading failure title.", "canonical_pr_reason": null, - "best_issue_reason": "16618 is the best cluster representative because it is the most general and closest to the apparent model-loading theme, whereas the other two are clearly narrower and unrelated.", + "best_issue_reason": "#16618 is the best single issue to keep as the representative because it is the most general user-facing failure among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a tokenizer/behavior discrepancy, not the same underlying problem as being unable to load bert-base-uncased." + "reason": "Tapas tokenization mismatch is a different problem from failing to load bert-base-uncased; no shared code-path is evident from the titles alone." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Private-model unauthorized download error messaging is a specific auth/UX bug; 16618 is a separate generic model-loading failure." + "reason": "Both mention model downloads/loading, but #15980 is specifically about private-model auth and bad messaging, while #16618 concerns a public model load failure; these are not the same bug." } ] }, @@ -79,15 +79,15 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:24643", "issue:30277", @@ -128,7 +128,6 @@ "issue:44918", "issue:45070", "issue:45081", - "issue:45084", "issue:45161", "issue:45237", "issue:45362", @@ -136,7 +135,8 @@ "issue:45507", "issue:45685", "issue:45800", - "issue:45823" + "issue:45823", + "issue:45874" ], "soft_pairs": [ "issue:44322|issue:45464", @@ -168,12 +168,13 @@ "issue:43596|issue:45161", "issue:43716|issue:45507", "issue:39290|issue:45081", + "issue:45823|issue:45874", "issue:43828|issue:45161", "issue:43425|issue:44292", - "issue:44918|issue:45161", "issue:34928|issue:41720", - "issue:43716|issue:45685", + "issue:44918|issue:45161", "issue:43541|issue:43716", + "issue:43716|issue:45685", "issue:43828|issue:44292", "issue:45507|issue:45685", "issue:43716|issue:44292", @@ -188,8 +189,8 @@ "issue:30277|issue:36331", "issue:34928|issue:36010", "issue:43039|issue:44805", - "issue:43901|issue:44512", "issue:41762|issue:43596", + "issue:43901|issue:44512", "issue:39290|issue:41720", "issue:44841|issue:45823", "issue:43039|issue:44560", @@ -206,453 +207,480 @@ "issue:45464|issue:45685", "issue:43541|issue:45685", "issue:43541|issue:43828", - "issue:36010|issue:39290", - "issue:44841|issue:45084", - "issue:45800|issue:45823", - "issue:41093|issue:41762" + "issue:36010|issue:39290" ], - "prepared_review_unit_hash": "ed47ed91a489038469a84da260f8a7bc40a1bb08d7bfa1c422098b31a263305e", + "prepared_review_unit_hash": "f22b973a85cc4b498654d4ca06138c045e4ebeebe47fc5e6e48cba0b749f97f5", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 71, - "serialized_chars": 48871, - "estimated_input_tokens": 12218, - "estimated_eval_tokens": 24692 + "soft_pair_count": 69, + "serialized_chars": 48327, + "estimated_input_tokens": 12082, + "estimated_eval_tokens": 24420 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model-/docs-specific issues. The only clear duplicate-like pair is the DeepSpeed ZeRO-3 + BERT zero-dimension index error reports. The broadest reusable issue in this cluster is the generic mask/shape-mismatch report.", - "confidence": 0.78, - "canonical_issue_reason": "issue:44805 is the most generic and reusable issue in the set, with a broad error signature that can subsume nearby shape/mask failures.", + "summary": "This cluster is mostly heterogeneous issue reports. The only soft edge that looks like the same underlying bug is the pair about DeepSpeed ZeRO-3 with BertModel causing an index-out-of-bounds error; all other candidate pairs should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43596 is the best canonical because it is the earlier, clearer report for the only true duplicate pair: both 43596 and 43638 describe the same DeepSpeed ZeRO-3/BertModel initialization bug that triggers an index-0 out-of-bounds error.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44805 best serves as the umbrella issue because its title is generic, symptom-focused, and likely to attract the most related duplicates.", + "best_issue_reason": "43596 is the best representative issue in this set because it matches the only accepted duplicate edge and has the broader, cleaner description of the bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: missing config attribute vs streaming chat/completions failure." + "reason": "Different Qwen3.5 failures: one is a missing config attribute, the other is a streaming chat/completions failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different problems: AMD GPU model loading vs MPS histogram kernel failure." + "reason": "Different models and causes: AMD GPU failure for GPT-OSS-20B vs an MPS histogram kernel limitation for MoE." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different code paths: image preprocessor dtype mismatch vs AMD GPU incompatibility." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to GPT-OSS-20B AMD GPU failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device-related, but they describe different models and failure modes." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS AMD GPU issues." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and failures: AMD GPU load issue vs invalid method call in GraniteMoEHybrid." + "reason": "Different model-specific problems: GPT-OSS AMD GPU failure vs GraniteMoEHybrid invalid-method call." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different Qwen3 NVFP4 runtime error vs AMD GPU support issue." + "reason": "Qwen3-8B-NVFP4 runtime error is not the same as GPT-OSS-20B failing on AMD GPUs." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "Both are DeepSpeed/model-loading problems, but one is collective mismatch and the other is ONNX export." + "reason": "DeepSpeed ZeRO-3 collective mismatch and ModernBERT ONNX export are unrelated." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export failure vs FP8 checkpoint execution failure." + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different model/export issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and auto device-map CUDA assert are unrelated failures." + "reason": "ONNX export failure and Qwen3 auto device-map CUDA assert are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs updates, but they target different removed doc topics and are not the same change." + "reason": "Both are v5 docs cleanup, but they cover different removed CLI/pipeline references and are not the same bug/change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export error vs GenerationMixin import regression are distinct issues." + "reason": "ModernBERT ONNX export has nothing to do with the GenerationMixin import failure." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both mention tensor/device mismatch concepts, but the underlying bugs are different models and different failure modes." + "reason": "Mask shape mismatch during indexing is unrelated to Gemma4 PLE device placement mismatch." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Similar index-style errors, but one is ZeRO-3 BERT loading and the other is a mask/tensor shape mismatch." + "reason": "Both are IndexError-style reports, but one is ZeRO-3/BertModel init and the other is a mask/tensor length mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Related by index/shape symptoms, but not clearly the same underlying bug." + "reason": "DeepSpeed ZeRO-3 BertModel index error is a different failure from the mask-shape mismatch report." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/tensor shape mismatch and GPT-OSS MoE TP issue are different problems." + "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different failures: mask shape mismatch vs Qwen3.5 embedding unpacking with TRL." + "reason": "Different symptoms and code paths: mask indexing error vs Qwen3.5 embeddings unpacking in TRL SFT trainer." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset bug is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but collective mismatch is not the same as the ZeRO-3 Bert index error." + "reason": "Jamba-v01 collective mismatch is unrelated to the BertModel ZeRO-3 index error." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3/BERT loading index-out-of-bounds failure, just reported with slightly different model wording." + "reason": "Same underlying bug: DeepSpeed ZeRO-3/BertModel initialization hits an index-0 out-of-bounds error; the titles differ only in framing and specificity." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross-entropy call issue is unrelated to GPT-OSS MoE TP failure." + "reason": "Liger Kernel cross_entropy routing and GPT-OSS MoE tensor-parallel failure are different issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Both involve detokenization/LoRA behavior, but they are not the same bug or code path." + "reason": "DeepSeek detokenization and LoRA merge/reload output mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen3 NVFP4 runtime failure and LoRA save/reload output mismatch are unrelated." + "reason": "Qwen3-8B-NVFP4 runtime failure is unrelated to LoRA weight merge/save inconsistency." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor-size mismatch differs from the mask/index shape mismatch issue." + "reason": "FSDP activation-checkpoint recomputation mismatch is a different bug than the mask/tensor length error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the errors are different: weight dimensionality vs collective mismatch." + "reason": "Both mention DeepSpeed, but the reported failures are different: 2-D weight runtime error vs collective mismatch on ranks." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT index error is unrelated to GPT-OSS TP failure." + "reason": "BertModel ZeRO-3 init error is unrelated to GPT-OSS MoE tensor-parallel breakage." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpointing tensor mismatch is unrelated to CustomTrainer compute_loss signature regression." + "reason": "Activation checkpointing/FSDP mismatch and CustomTrainer compute_loss signature breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different failure classes: ZeRO-3 BERT index error vs GPT-OSS MoE TP issue." + "reason": "DeepSpeed ZeRO-3 BertModel index error is unrelated to GPT-OSS MoE TP failure." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Dtype mismatch in Mistral-3 preprocessing is unrelated to GraniteMoEHybrid invalid method call." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid-method call are different problems." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 sliding-window/vLLM config error is unrelated to Mistral tokenizer regex patch crash." + "reason": "Gemma3 sliding_window_pattern/vLLM and Mistral tokenizer regex patching are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but one is a device-map forward mismatch and the other is an expensive reverse-embedding lookup; not the same bug." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS MoE TP failure are distinct." + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:43425", + "right": "issue:44292", "accept": false, - "reason": "TRL SFT embedding unpacking error is not the same as GPT-OSS MoE TP failure." + "reason": "Torch-version incompatibility is not the same as the Qwen3-8B-NVFP4 runtime error." }, { "left": "issue:34928", "right": "issue:41720", "accept": false, - "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are different bugs." + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are different failures." }, { - "left": "issue:43716", - "right": "issue:45685", + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Different models and backends: Mistral-3 dtype mismatch vs MPS histogram op failure." + "reason": "Qwen3.5 input-embedding/TRl trainer issue is unrelated to GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43541", "right": "issue:43716", "accept": false, - "reason": "Grouped_mm torch dynamo tracing failure is unrelated to image-preprocessor dtype mismatch." + "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to the Mistral-3 dtype mismatch." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:43716", + "right": "issue:45685", "accept": false, - "reason": "Both are runtime mismatches, but they involve different models and different root causes." + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to the MPS histogram kernel limitation." }, { - "left": "issue:44292", - "right": "issue:44918", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "Qwen3 NVFP4 runtime error and TRL embedding unpacking issue are unrelated." + "reason": "Different model families and failure modes: autocast dtype mismatch vs NVFP4 runtime error." }, { "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross-entropy call issue is not the same as Qwen3.5 embedding unpacking." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Both are ZeRO-3 loading failures, but Gemma3 and Bert errors differ in symptom and likely cause." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs regressions after v5 removals, but they cover different removed entry points." - }, - { - "left": "issue:43716", - "right": "issue:44560", + "right": "issue:43828", "accept": false, - "reason": "Mistral-3 dtype mismatch is unrelated to Qwen3-vl video StopIteration." + "reason": "Liger Kernel cross_entropy behavior and Phi-tiny-MoE autocast mismatch are unrelated." }, { - "left": "issue:43828", - "right": "issue:45685", + "left": "issue:44322", + "right": "issue:45464", "accept": false, - "reason": "Different backends and failures: autocast dtype mismatch vs MPS unsupported histogram on int." + "reason": "Qwen3.5 config attribute error and chat/completions streaming failure are distinct issues." }, { - "left": "issue:44560", - "right": "issue:45685", + "left": "issue:45362", + "right": "issue:45464", "accept": false, - "reason": "Video StopIteration in Qwen3-vl embedding is unrelated to the MPS histogram issue." + "reason": "Both involve Qwen3.5 chat-ish behavior, but one is a crash in transformers chat and the other is a streaming API failure on a different model size." }, { - "left": "issue:43039", - "right": "issue:43828", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Same broad dtype/runtime theme, but different concrete failures and code paths." + "reason": "Mistral3 lm_head weight-tying bug and Ovis2 checkpoint corruption are unrelated." }, { - "left": "issue:30277", - "right": "issue:36331", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer signature regression are unrelated." + "reason": "GLM-4.7 test loading problem and NemotronH checkpoint loading problem are different model-specific failures." }, { - "left": "issue:34928", - "right": "issue:36010", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "FSDP activation checkpointing mismatch is unrelated to GenerationMixin import failure." + "reason": "Different docs regressions: return_all_scores in TextClassificationPipeline vs removed transformers run command." }, { - "left": "issue:43039", - "right": "issue:44805", + "left": "issue:39290", + "right": "issue:41720", "accept": false, - "reason": "Liger Kernel cross-entropy use is unrelated to the mask/tensor shape mismatch bug." + "reason": "Gemma3 sliding_window_pattern issue and Qwen3 CUDA assert are unrelated." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:43425", + "right": "issue:45070", "accept": false, - "reason": "Both are docs issues, but one is about pipeline task docs and the other about the run command." + "reason": "Torch compatibility and PretrainedConfig pydantic-field breakage are different problems." }, { - "left": "issue:41762", - "right": "issue:43596", + "left": "issue:43596", + "right": "issue:45800", "accept": false, - "reason": "Both mention ZeRO-3, but Gemma3 loading and Bert loading are different concrete failures." + "reason": "DeepSpeed ZeRO-3 BertModel init error is unrelated to torch/transformers version incompatibility." }, { - "left": "issue:39290", - "right": "issue:41720", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Gemma3 sliding-window config error is unrelated to Qwen3 auto device-map CUDA assert." + "reason": "Whisper-large-v2 loading failure and PretrainedConfig pydantic regression are unrelated." }, { - "left": "issue:44841", - "right": "issue:45823", + "left": "issue:45362", + "right": "issue:45464", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to Gemma4 device-mapping mismatch." + "reason": "Chat crash and streaming inference failure are different Qwen3.5 bugs." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Liger Kernel cross-entropy issue and Qwen3-vl video StopIteration are unrelated." + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption and NemotronH load failure are different problems." + "reason": "Both are load failures, but for different models and with different likely causes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unable to load GLM-4.7-Flash in tests is not the same as a corrupted Ovis2 checkpoint." + "reason": "GLM-4.7 test load issue is unrelated to Ovis2 checkpoint corruption." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Gemma3 config error and Qwen3-MoE sliding_window issue are related only by model family, not the same bug." + "reason": "Both mention sliding_window, but the models and bugs differ: Gemma3 config attribute vs Qwen3-MoE sliding_window behavior." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask/index shape mismatch and ZeRO-3 Bert zero-dimension index error are different concrete failures." + "reason": "Mask-length mismatch and ZeRO-3 BertModel index-out-of-bounds are different errors." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and pydantic PretrainedConfig field regression are unrelated." + "reason": "Torch-version incompatibility is unrelated to the pydantic PretrainedConfig field regression." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "ZeRO-3 Bert index error is unrelated to torch/transformers version incompatibility." + "reason": "DeepSpeed ZeRO-3 BertModel init bug is unrelated to torch/transformers version incompatibility." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper cannot run and pydantic PretrainedConfig field breakage are unrelated." + "reason": "Whisper model loading failure and PretrainedConfig pydantic issue are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and streaming inference API failure are different issues." + "reason": "Different Qwen3.5 chat/streaming failures with different symptoms and models." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Mistral3 lm_head tying bug is unrelated to a corrupted checkpoint." + "reason": "Different models and error types." }, { - "left": "issue:39290", - "right": "issue:45823", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "Gemma3 sliding-window/vLLM error is unrelated to Gemma4 device_map mismatch." + "reason": "Checkpoint corruption and checkpoint-loading logic bug are not the same underlying issue." }, { - "left": "issue:45464", - "right": "issue:45685", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Qwen3.5 streaming inference failure is unrelated to the MPS histogram op issue." + "reason": "Test loading failure for GLM-4.7 and Ovis2 checkpoint corruption are unrelated." }, { - "left": "issue:43541", - "right": "issue:45685", + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated model/runtime failures despite both being recent inference bugs." + }, + { + "left": "issue:44918", + "right": "issue:45161", "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the MPS histogram op issue." + "reason": "Qwen3.5 embedding unpacking issue is unrelated to GPT-OSS MoE tensor-parallel failure." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different bugs." + "reason": "Mixtral torch-dynamo tracing failure and Phi-tiny-MoE autocast mismatch are different bugs." }, { - "left": "issue:36010", - "right": "issue:39290", + "left": "issue:43828", + "right": "issue:44292", "accept": false, - "reason": "GenerationMixin import regression and Gemma3 sliding-window config error are unrelated." + "reason": "Different model families and error mechanisms." }, { - "left": "issue:44841", - "right": "issue:45084", + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "Voxtral processor failure is unrelated to the template-node compile error." + "reason": "Liger Kernel cross_entropy call path is unrelated to the tensor mask shape mismatch." }, { - "left": "issue:45800", - "right": "issue:45823", + "left": "issue:41762", + "right": "issue:43638", "accept": false, - "reason": "Torch/transformers incompatibility and Gemma4 device mismatch are different problems." + "reason": "Gemma3 zero-3 loading failure and BertModel zero-3 index error are different model-specific bugs." }, { - "left": "issue:41093", - "right": "issue:41762", + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues for v5 removals, but they reference different removed behaviors and should not be merged." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3-vl StopIteration on video embedding." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to the MPS histogram kernel error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MPS histogram kernel failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy routing is unrelated to Phi-tiny-MoE autocast mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", "accept": false, - "reason": "Both are tensor/indexing failures, but they occur in different model-loading paths and are not clearly the same bug." + "reason": "DeepSpeed ZeRO-3 collective mismatch and Trainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing issue and GenerationMixin import failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The chosen umbrella issue (44805) is generic enough to cover nearby shape/mask failures, and the only accepted soft-edge pair (43596/43638) looks like a plausible duplicate-class match based on nearly identical ZeRO-3/BERT index-error symptoms. I don\u2019t see any overstatement that would require rejection." + "feedback": "Grounded and conservative overall. The only accepted soft edge is well-supported by the packet: 43596 and 43638 have nearly identical DeepSpeed ZeRO-3 / BertModel index-out-of-bounds reports. The rest of the soft edges are appropriately rejected as unrelated or at most loosely similar. No mergeability concerns since this is an issue-only cluster." }, "evaluator_used": true, "retried": false, @@ -663,20 +691,21 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 2, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:39186", "issue:39692", "issue:40990", "issue:41093", + "issue:41762", "issue:42915", "issue:43054", "issue:43296", @@ -690,7 +719,6 @@ "issue:43645", "issue:43716", "issue:43828", - "issue:43866", "issue:43873", "issue:43950", "issue:43975", @@ -699,303 +727,303 @@ "issue:44292", "issue:44360", "issue:44387", - "issue:44403", "issue:44492", "issue:44512", "issue:44530", "issue:44534", "issue:44589", + "issue:44841", "issue:44863", "issue:44918", - "issue:44928", "issue:44960", "issue:45005", "issue:45020", "issue:45070", + "issue:45084", "issue:45161", "issue:45399", "issue:45464", "issue:45507", "issue:45542", "issue:45632", - "issue:45685", "issue:45698", - "issue:45800" + "issue:45800", + "issue:45823" ], "soft_pairs": [ + "issue:44841|issue:45084", + "issue:45800|issue:45823", + "issue:41093|issue:41762", "issue:43296|issue:43366", "issue:43572|issue:45070", "issue:44387|issue:45005", "issue:43541|issue:45161", "issue:43828|issue:45464", "issue:44291|issue:45070", - "issue:43366|issue:45464", "issue:45020|issue:45800", + "issue:43366|issue:45464", "issue:43531|issue:45070", "issue:43541|issue:44589", "issue:41093|issue:43596", "issue:43054|issue:43994", "issue:45542|issue:45800", + "issue:40990|issue:44960", "issue:43716|issue:44918", - "issue:44918|issue:45685", + "issue:39186|issue:44918", "issue:45632|issue:45698", "issue:43404|issue:45005", "issue:43645|issue:45399", - "issue:40990|issue:44960", "issue:44530|issue:45005", "issue:44360|issue:44512", "issue:42915|issue:45399", - "issue:44863|issue:45005", "issue:43873|issue:45005", - "issue:39186|issue:44918", + "issue:44863|issue:45005", "issue:44492|issue:44512", "issue:44918|issue:45507", "issue:43975|issue:44292", "issue:43950|issue:44534", "issue:43644|issue:43950", "issue:44292|issue:45507", - "issue:39692|issue:43054", - "issue:43828|issue:44928", - "issue:43866|issue:44403" + "issue:39692|issue:43054" ], - "prepared_review_unit_hash": "8d78853ac7bb20e8ee5fbf85fd7c3ce0b005ca15fb6b22382827a0a496cce806", + "prepared_review_unit_hash": "834dbbf656f28dee7ab7880cd7308af40fb4f15ff87b18b13ca9fd86656ce448", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37473, - "estimated_input_tokens": 9369, - "estimated_eval_tokens": 18994 + "serialized_chars": 37492, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, but there is one clear duplicate subgroup around the Transformers 5.x non-persistent-buffer regression, plus a smaller custom-module cache/path collision pair. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43950 is the best canonical issue: it states the core v5 regression clearly, is broadly phrased, and matches the strongest duplicate subgroup with 43644 and 44534.", + "summary": "This cluster is mostly a set of unrelated Transformers issues grouped by superficial lexical similarity. The only clear duplicate subcluster is the v5 non-persistent-buffer corruption regression (`from_pretrained()` / `register_buffer(persistent=False)`), where the reports describe the same underlying bug from different angles.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43950 is the clearest and most complete statement of the shared non-persistent-buffer regression, and it subsumes the shorter v5 reports.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the strongest representative of the shared bug because it describes the underlying non-persistent-buffer corruption most explicitly and in a way that can absorb the near-duplicate reports.", + "best_issue_reason": "issue:43950 is the best representative because it precisely describes the bug, names the regression scope, and is broad enough to cover the related duplicate reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: processor/model loading bug vs torch compile error on non-template nodes; no shared code-path bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "A version incompatibility report is not the same bug as a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but they occur in different contexts/models and point to different underlying causes." + }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different models and failures: PaddleOCR-VL load error vs gpt-oss GGUF support request." + "reason": "PaddleOCR-VL loading failure and GPT-OSS GGUF architecture support are unrelated issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Different regressions: missing StableLmConfig field vs pydantic/PretrainedConfig incompatibility." + "reason": "Missing `pad_token_idx` after v5 update is not the same as the pydantic `PretrainedConfig` field regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different problems: int4 quantization OOM vs tied-weights handling on translation models." + "reason": "int4 quantization OOM and tied-weights issues are different regressions." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both involve MoE, but the concrete failures differ: torch dynamo grouped_mm tracing vs TP not working for GPT-OSS." + "reason": "Different model families and different failures: grouped_mm tracing error vs TP support on GPT-OSS MoE." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different code paths and symptoms: autocast dtype mismatch vs streaming chat/completions failure." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to streaming chat/completions failures on Qwen3.5." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Different loading bugs: init_empty_weights/_is_hf_initialized TypeError vs pydantic field breakage." + "reason": "`init_empty_weights` constructor argument error is unrelated to the `PretrainedConfig` pydantic field regression." }, { - "left": "issue:43366", - "right": "issue:45464", + "left": "issue:45020", + "right": "issue:45800", "accept": false, - "reason": "Unrelated: gpt-oss GGUF architecture support vs Qwen3.5 streaming inference failure." + "reason": "Remote-code model breakage and torch/transformers compatibility are different problem classes." }, { - "left": "issue:45020", - "right": "issue:45800", + "left": "issue:43366", + "right": "issue:45464", "accept": false, - "reason": "Broad version-regression labels, but not the same concrete bug or code path." + "reason": "GPT-OSS GGUF support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Different issues: Qwen3-MoE sliding_window behavior vs PretrainedConfig/pydantic breakage." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic config regression." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different failures: grouped_mm tracing error vs missing Float8 storage object." + "reason": "Torch-dynamo grouped_mm tracing error and missing Float8 storage are distinct runtime failures." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but in different subsystems and with different shapes/root causes." + "reason": "Similar IndexError wording, but the affected path/model differs and the reports do not describe the same bug." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Same model family, but the reports describe different symptoms and do not clearly point to one concrete shared bug." + "reason": "SigLIP2 text embedding quality and SigLIP2 AutoModel/pipeline nonsense outputs are related domain-wise but not the same concrete defect." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard/TensorFlow backend issue is unrelated to torch/transformers version incompatibility." + "reason": "Undefined TensorFlow backend error and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a generic GLM5 issue are not the same underlying bug." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Different multimodal/training failures: Mistral-3 image-preprocessor dtype mismatch vs Qwen3.5 embedding unpacking in TRL." + "reason": "Image preprocessor dtype mismatch and Qwen3.5 embedding unpacking fail are different code paths." }, { - "left": "issue:44918", - "right": "issue:45685", + "left": "issue:39186", + "right": "issue:44918", "accept": false, - "reason": "Different model/backend problems: TRL embedding unpacking vs MPS histogram kernel not implemented for Int." + "reason": "FSDP 2-D weight error and Qwen3.5 SFT embedding unpacking are unrelated." }, { "left": "issue:45632", "right": "issue:45698", - "accept": true, - "reason": "Likely the same custom-module loading bug: cache/path collision or wrong module resolution causes from_pretrained to load the wrong code." + "accept": false, + "reason": "Both involve remote-code/custom modules, but one is a cache-path collision and the other is loading the wrong module after save/load; not the same bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Different tied-weight bugs in different model families and usage scenarios." + "reason": "Both mention tied weights, but they target different models and different failure modes; too broad to merge." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization vs flash-attn fallback gating are unrelated." - }, - { - "left": "issue:40990", - "right": "issue:44960", - "accept": false, - "reason": "Unrelated model evaluation/perplexity problem vs a GLM5 issue with no matching concrete path." + "reason": "Notebook custom model initialization regression is unrelated to flash-attn fallback checks." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight translation model issues." + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weight regressions." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer discussion is unrelated to docs about the removed run command." + "reason": "A DSA indexer discussion and a docs typo are unrelated." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure is unrelated to the flash-attn2 fallback checks." - }, - { - "left": "issue:44863", - "right": "issue:45005", - "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight translation issues." + "reason": "Qwen3Moe FP8 failure and flash-attn fallback gating are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied-weights handling." + "reason": "Quantization/offloading behavior and tied weights in translation models are different issues." }, { - "left": "issue:39186", - "right": "issue:44918", + "left": "issue:44863", + "right": "issue:45005", "accept": false, - "reason": "FSDP 2-D weight error and TRL embedding unpacking are different bugs." + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight regressions." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A typo in cache strategies is unrelated to removed-command docs drift." + "reason": "A cache-strategy typo and a removed-run-command docs issue are separate documentation problems." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different failures: TRL embedding unpacking vs GraniteMoEHybrid invalid method call." + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different model-specific failures: detokenization bug vs NVFP4 execution error." + "reason": "Incorrect detokenization and NVFP4 runtime errors are unrelated." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Exact same underlying regression: Transformers v5 corrupts non-persistent buffers during loading." + "reason": "Both describe the same v5 regression where non-persistent buffers are corrupted/fill with junk during loading." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same non-persistent-buffer corruption regression in Transformers 5.x." + "reason": "`43644` and `43950` are the same non-persistent-buffer corruption bug, with `43950` providing the broader `from_pretrained()` framing." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Different model/runtime failures with no shared concrete code path." + "reason": "Qwen-3-8B-NVFP4 runtime errors and GraniteMoEHybrid invalid-method calls are different bugs." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 doc-example errors are not the same as the later text-embedding quality complaint." - }, - { - "left": "issue:43828", - "right": "issue:44928", - "accept": false, - "reason": "Autocast dtype mismatch and SDPA/BF16 gradient explosion are different bugs." - }, - { - "left": "issue:43866", - "right": "issue:44403", - "accept": false, - "reason": "Corrupted checkpoint vs loading-noise issue are not the same underlying bug." + "reason": "SigLIP2 documentation errors and SigLIP2 text-embedding quality regressions are not the same defect." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the non-persistent-buffer regression cluster is well supported by the titles, the custom-module loading pair is a conservative match, and the negative pair verdicts stay cautious. No PR-pair issues to flag." + "feedback": "The clustering is grounded in the packet, and the only accepted duplicate subcluster is well supported by the issue titles/descriptions around the v5 non-persistent-buffer corruption bug. The remaining soft-edge rejections are conservative and do not overclaim equivalence." }, "evaluator_used": true, "retried": false, @@ -1006,15 +1034,15 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 3, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:36331", "issue:38175", @@ -1027,21 +1055,19 @@ "issue:43054", "issue:43404", "issue:43493", - "issue:43638", "issue:43643", "issue:43742", "issue:43782", - "issue:43792", "issue:43824", "issue:43827", "issue:43828", "issue:43856", + "issue:43866", "issue:43872", "issue:43881", "issue:43883", "issue:43950", "issue:43975", - "issue:44220", "issue:44368", "issue:44387", "issue:44403", @@ -1051,6 +1077,7 @@ "issue:44589", "issue:44661", "issue:44910", + "issue:44928", "issue:44960", "issue:44991", "issue:45020", @@ -1066,286 +1093,279 @@ "issue:45859" ], "soft_pairs": [ + "issue:43828|issue:44928", "issue:36331|issue:41762", "issue:41628|issue:45800", + "issue:43866|issue:44403", "issue:43872|issue:44589", + "issue:43054|issue:45701", "issue:41553|issue:43883", "issue:38175|issue:43054", - "issue:43054|issue:45701", "issue:44910|issue:45859", "issue:41553|issue:43881", "issue:42947|issue:44387", + "issue:43054|issue:43493", "issue:44403|issue:44451", "issue:43643|issue:45020", "issue:43975|issue:45520", - "issue:43054|issue:43493", "issue:43975|issue:45237", "issue:44403|issue:44488", "issue:42947|issue:43856", "issue:43881|issue:43883", "issue:41762|issue:42915", "issue:42491|issue:44368", - "issue:45685|issue:45823", + "issue:43782|issue:44960", "issue:43975|issue:44451", + "issue:45685|issue:45823", "issue:43824|issue:43872", "issue:45020|issue:45823", - "issue:44991|issue:45399", "issue:44661|issue:45020", + "issue:44991|issue:45399", "issue:43828|issue:45823", "issue:45020|issue:45356", - "issue:43782|issue:44960", "issue:45081|issue:45399", "issue:43827|issue:44509", "issue:43404|issue:43950", - "issue:43792|issue:44220", - "issue:43742|issue:45399", - "issue:42915|issue:45020", - "issue:43638|issue:45823" + "issue:43742|issue:45399" ], - "prepared_review_unit_hash": "eb3f48dd383c3bb29d2af30008a5983eb94a673720e5572b2ede3608207d0d22", + "prepared_review_unit_hash": "ae7b69b56eb4cddbf0520f02f0e14769dd55e6c5acb22e9bf55d6ed777be2137", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38226, - "estimated_input_tokens": 9557, - "estimated_eval_tokens": 19370 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37385, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most suggested pairs are broad text-similarity matches rather than true duplicates. Only the two documentation issues about removed pipeline tasks look like the same cleanup. No PRs were provided.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45020 is the broadest open report in the set and best fits as an umbrella for recent transformers v5 remote_code/loading regressions.", + "summary": "The cluster is mostly a set of unrelated issue reports. The only clear duplicate pair is the docs cleanup around removed v5 pipeline tasks; no PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44509 is the broadest and most explicit tracker for the docs problem about stale v5 pipeline-task references; 43827 is a narrower duplicate of the same documentation gap.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best single anchor for this cluster because it is open, explicitly about recent version breakage, and broad enough to absorb related loading regressions.", + "best_issue_reason": "44509 is the best single issue to keep because it cleanly captures the underlying docs cleanup and is more comprehensive than the overlapping ticket.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both involve Qwen3.5 attention/position-id problems, but one is an autocast dtype mismatch and the other is a FlashAttention/SDPA numerical failure; not the same bug." + }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "Different failures: trainer API kwarg mismatch vs Gemma3 DeepSpeed ZeRO-3 loading index error." + "reason": "Both are runtime errors, but one is a custom Trainer signature mismatch and the other is a model-loading index error for Gemma3; different code paths." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "Both are compatibility/loading complaints, but they point to different breakages and different root causes." + "reason": "An import error for AutoImageProcessor is unrelated to a torch/transformers version incompatibility causing model loading issues." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption for Ovis2 is not the same as generic loading noise; different artifacts and failure modes." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are library incompatibilities, but the underlying errors are unrelated Int8Params vs Float8 storage handling." + "reason": "Both are dependency/storage-related TypeErrors, but one is bitsandbytes Int8Params and the other is a missing Float8 storage type; different underlying incompatibilities." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression and broad tokenization changes are related only at a high level, not the same concrete bug." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Voxtral tokenizer error-message issue is unrelated to Molmo missing all_tied_weights_keys." + "reason": "A bad AutoTokenizer error for Voxtral and a missing all_tied_weights_keys attribute on Molmo are unrelated model-loading bugs." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Different models and different symptom domains: zero probabilities vs text embedding quality regression." - }, - { - "left": "issue:43054", - "right": "issue:45701", - "accept": false, - "reason": "One is SigLIP2 embedding quality, the other is a generic tokenization version-change report; not the same bug." + "reason": "Both concern SigLIP2, but one reports zero probabilities while the other reports weaker text embeddings; too different to merge." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both involve Qwen3.5, but one is flash-attn packed-sequence misinterpretation and the other is CPU offload incompatibility." + "reason": "Both mention Qwen3.5 and position/rotary logic, but one is a FlashAttention crash from 3D position_ids and the other is CPU offload incompatibility; separate fixes." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading failures for different models; only a weak generic similarity." + "reason": "Voxtral tokenizer loading and glm-4v-9b loading are different model-specific failures." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both mention training/memory, but one is gradient checkpointing with LoRA and the other is int4 CUDA reserved memory growth." + "reason": "Gradient checkpointing/PEFT behavior is unrelated to int4 quantization memory growth." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2 discrepancies, but one is a user-facing embedding-quality complaint and the other is an HF-vs-JAX implementation mismatch; not clearly the same bug." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading-noise report vs a specific model load failure; not the same underlying bug." + "reason": "Generic transformer-loading noise and inability to load a specific model are too broad to treat as duplicates." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both touch recent v5 behavior, but one is missing fields from trust_remote_code config loading and the other is broader remote_code breakage." + "reason": "Missing fields in AutoConfig with trust_remote_code and general remote_code breakage overlap conceptually, but they are not the same specific failure." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization regression and Python 3.13 flash_attn import error are unrelated." - }, - { - "left": "issue:43054", - "right": "issue:43493", - "accept": false, - "reason": "Both concern SigLIP2, but one is text embedding quality and the other is HF vs JAX implementation discrepancy." + "reason": "A detokenization regression for DeepSeek Coder is unrelated to a flash_attn import KeyError on Python 3.13." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Deepseek tokenizer/detokenization and GPT-OSS-on-AMD are unrelated." + "reason": "DeepSeek detokenization and AMD GPU support for GPT-OSS are unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they are separate model-specific failures." + "reason": "Both are model-loading complaints, but they involve different models and different failure conditions." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both mention Qwen/LoRA training, but one is ineffective checkpointing and the other is inefficient memory usage." + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are different training-path issues." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are model-loading failures, but one is glm-4v-9b loading and the other is Molmo missing tied-weights metadata." + "reason": "Both are load-time errors, but one is a glm-4v-9b failure and the other is a missing attribute on Molmo; unrelated." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different failures: Gemma3 ZeRO-3 loading vs Qwen3 Moe FineGrainedFP8Config." + "reason": "Gemma3 ZeRO-3 loading and Qwen3 MoE fine-grained FP8 failures are distinct model/runtime interactions." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "LoRA compatibility on hf5.x and a config warning in Qwen3.5 are not the same bug." + "reason": "A Qwen3 MoE LoRA compatibility issue is not the same as a warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning." }, { - "left": "issue:45685", - "right": "issue:45823", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "MPS histogram-int support in MoE and Gemma4 PLE device mismatch are different issues." + "reason": "Qwen3VL weight_only loading error and GLM5 are unrelated model-specific issues." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Different model/tokenizer problems; no evidence they share a concrete code path." + "reason": "DeepSeek Coder detokenization and inability to load ScandiBERT are unrelated regressions." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "A MoE MPS histogram error and a Gemma4 device-map mismatch are separate backend/device bugs." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Qwen2.5-VL import error and bitsandbytes Int8Params kwarg incompatibility are unrelated." + "reason": "An import error for Qwen2.5-VL and a bitsandbytes Int8Params TypeError do not share the same code path." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Broad remote_code breakage vs a Gemma4 device_map forward mismatch; different concrete bugs." + "reason": "Remote-code breakage and Gemma4 PLE device mismatch are different regressions." }, { - "left": "issue:44991", - "right": "issue:45399", + "left": "issue:44661", + "right": "issue:45020", "accept": false, - "reason": "Tokenizer loading failure for one model versus flash-attn fallback gating; unrelated." + "reason": "A tokenizer-mapping edge case in add-new-model-like is not the same as broad remote_code breakage." }, { - "left": "issue:44661", - "right": "issue:45020", + "left": "issue:44991", + "right": "issue:45399", "accept": false, - "reason": "Model registration/add-new-model-like failure is not the same as remote_code loading regressions." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and flash-attn fallback logic are unrelated." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE and Gemma4 PLE device mismatch are different forward-path bugs." + "reason": "Qwen3.5 autocast dtype mismatch and Gemma4 device mismatch are different model/backend failures." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code breakage is broader; Kimi-K2.5 tokenizer codec/fix_mistral_regex regression is a separate tokenizer bug." - }, - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Qwen3VL weight_only loading error and a generic GLM5 issue do not match." + "reason": "Remote_code regressions and Kimi-K2.5 tokenizer regression are unrelated." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash and flash-attn fallback gating are different code paths." + "reason": "Mistral regex patch crash and flash-attn fallback gating are different issues." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both report that v5 docs still reference removed pipeline tasks (summarization/translation/text2text-generation); same documentation cleanup." + "reason": "Both report stale docs still referencing removed v5 pipeline tasks; 44509 is the broader duplicate tracker." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Untied lm_head weights in Mistral3 and non-persistent buffer corruption are different state/serialization bugs." - }, - { - "left": "issue:43792", - "right": "issue:44220", - "accept": false, - "reason": "Whisper runtime failure and fbank feature extraction issue are not the same underlying bug." + "reason": "LM-head weight tying in Mistral3 and non-persistent buffer corruption on from_pretrained are unrelated state-initialization bugs." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error and flash-attn fallback checks are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:45020", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is a specific quantization/config bug, not the broader remote_code loading regression." - }, - { - "left": "issue:43638", - "right": "issue:45823", - "accept": false, - "reason": "ZeRO-3 with non-pretrained Bert index error and Gemma4 device mismatch are unrelated." + "reason": "MobileLLM loading failure and flash-attn fallback blocking are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary stays grounded in the packet and the soft-edge calls are conservative. The single accepted pair (43827/44509) is supported by the issue titles as the same docs cleanup around removed pipeline tasks. No PR-pair mergeability concerns apply because no PRs were provided." + "feedback": "The analysis is conservative and grounded in the packet. The only accepted duplicate pair (43827 vs 44509) is clearly aligned by title, and the remaining soft-edge verdicts stay on the safe side by distinguishing different model/error paths. No PRs are present, so the PR note is also consistent." }, "evaluator_used": true, "retried": false, @@ -1356,21 +1376,20 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 4, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:24643", "issue:30064", "issue:36010", "issue:36331", - "issue:38175", "issue:41093", "issue:41553", "issue:42617", @@ -1379,9 +1398,10 @@ "issue:43366", "issue:43531", "issue:43550", - "issue:43632", + "issue:43638", "issue:43645", "issue:43646", + "issue:43792", "issue:43824", "issue:43828", "issue:43854", @@ -1390,290 +1410,291 @@ "issue:43940", "issue:43950", "issue:43957", - "issue:43994", + "issue:44155", + "issue:44220", "issue:44291", "issue:44479", "issue:44488", "issue:44530", "issue:44560", "issue:44589", - "issue:44661", "issue:44805", "issue:44863", "issue:44910", "issue:44918", "issue:44928", "issue:44991", - "issue:45161", + "issue:45020", "issue:45305", "issue:45313", "issue:45325", "issue:45538", + "issue:45584", "issue:45588", "issue:45663", "issue:45823", "issue:45834" ], "soft_pairs": [ + "issue:43792|issue:44220", + "issue:42915|issue:45020", "issue:43257|issue:43866", + "issue:43638|issue:45823", "issue:43872|issue:44291", - "issue:45161|issue:45823", "issue:43940|issue:45313", "issue:42915|issue:43872", - "issue:43854|issue:44863", "issue:41553|issue:44991", - "issue:44928|issue:45588", - "issue:36331|issue:41093", + "issue:43854|issue:44863", "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:44928|issue:45588", "issue:43872|issue:45538", - "issue:41553|issue:44488", "issue:41093|issue:44805", + "issue:41553|issue:44488", "issue:44530|issue:44863", "issue:44479|issue:44560", "issue:24643|issue:30064", "issue:43366|issue:43828", "issue:45663|issue:45823", + "issue:44155|issue:45584", "issue:43366|issue:43531", "issue:43950|issue:45834", "issue:43550|issue:44910", + "issue:43824|issue:43957", "issue:43645|issue:43646", "issue:43366|issue:44589", - "issue:43950|issue:45325", - "issue:44560|issue:44918", - "issue:42617|issue:43366", - "issue:43824|issue:43957", "issue:42915|issue:43957", - "issue:36010|issue:42915", - "issue:44661|issue:45823", - "issue:38175|issue:43994", - "issue:43632|issue:45834" + "issue:42617|issue:43366", + "issue:44560|issue:44918", + "issue:43950|issue:45325", + "issue:36010|issue:42915" ], - "prepared_review_unit_hash": "fd04d1498ee93c8bbfcdad2a69e81f962cef5df1d1806dd7f36164cac079099b", + "prepared_review_unit_hash": "e066287aa8a3c89e68e491680c31fad38cfa2451d452ab3020086f2c706fa3b9", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36774, - "estimated_input_tokens": 9194, - "estimated_eval_tokens": 18644 + "serialized_chars": 37386, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated Transformers bugs, with a few clear duplicate subgroups: the `_is_hf_initialized` regression, the custom model initialization regression, and the mask-shape IndexError report.", - "confidence": 0.8, - "canonical_issue_reason": "issue:43632 is the broadest and clearest statement of the shared `_is_hf_initialized` Transformers v5 regression that other nearby reports expand on.", + "summary": "This cluster is mostly a grab-bag of Transformers regression reports, especially model-loading / init / remote-code issues in v5.x, plus several unrelated model-specific bugs. Only a few soft pairs look like true duplicates.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella for the recurring theme in this set: recent Transformers versions breaking model loading and remote_code-based models. The rest of the items are mostly narrower manifestations or separate bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43632 is the best representative issue for the cluster\u2019s main shared regression theme; it is general enough to anchor the close duplicates while staying concrete.", + "best_issue_reason": "45020 is the most reusable triage anchor because it covers the widest share of the loading-regression reports, while the other candidates are more specific to one model family or one exact failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but one is a generic Whisper runtime failure and the other is a specific fbank extraction issue; not enough evidence of the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Both mention recent-model regressions, but one is a Qwen3-MoE FP8 failure and the other is a broad remote_code loading regression; different concrete problems." + }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Different model families and failures: Qwen3 MoE weight conversion under accelerate/deepspeed vs an Ovis2 checkpoint corruption report." + "reason": "Different model families and different failure modes: Qwen3 MoE weight conversion vs a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3 training on a non-pretrained BERT model and a Gemma4 device-mismatch forward error are unrelated." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same underlying `_is_hf_initialized` compatibility break during loading/init; one surfaces via bitsandbytes, the other via `init_empty_weights`." - }, - { - "left": "issue:45161", - "right": "issue:45823", - "accept": false, - "reason": "Both are model-loading/training problems, but they affect different models and code paths (GPT-OSS MoE TP vs Gemma4 PLE device mismatch)." + "reason": "Both describe the same `_is_hf_initialized` incompatibility during model loading / init, just surfaced through bitsandbytes vs init_empty_weights." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Similar DeepSpeed ZeRO-3 weight-loading symptoms, but the model targets and reported failure details differ enough that the underlying bug is not established." + "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures, but they target different Qwen generations and the titles do not establish the same root cause." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "Qwen3Moe FP8 failure is a different issue from the `_is_hf_initialized` bitsandbytes/loading incompatibility." + "reason": "Qwen3-MoE FP8 behavior and a bitsandbytes `_is_hf_initialized` incompatibility are different bugs." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:41553", + "right": "issue:44991", "accept": false, - "reason": "Different models and failure modes: GLM-4.7-Flash test loading vs NemotronH checkpoint loading." + "reason": "Both are tokenizer-loading reports, but they concern different models and different symptoms." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Both mention tokenizer loading, but they are different models and distinct failure reports." + "reason": "GLM-4.7-Flash load issues and NemotronH checkpoint-loading failures are unrelated model-specific bugs." }, { - "left": "issue:44928", - "right": "issue:45588", + "left": "issue:43257", + "right": "issue:45305", "accept": false, - "reason": "Different bugs: one is a Qwen3.5 training/SDPA/BF16 regression, the other is an `s_aux=None` crash in flash_attention integration." + "reason": "One is Qwen3 MoE weight conversion under accelerate+deepspeed; the other is gradient averaging with GAS and DeepSpeed." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Completely different errors: trainer loss API mismatch vs tensor mask shape mismatch." + "reason": "Different training-path errors: a Trainer API signature mismatch vs a tensor mask shape mismatch." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:44928", + "right": "issue:45588", "accept": false, - "reason": "Different DeepSpeed-related regressions affecting different training semantics; not the same concrete bug." + "reason": "Both involve attention behavior, but one is a Qwen3.5 SDPA/position_ids regression and the other is a flash_attention crash on sink-less models." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "`_is_hf_initialized`/bitsandbytes loading issue is unrelated to CLIPTokenizer's max length bug." - }, - { - "left": "issue:41553", - "right": "issue:44488", - "accept": false, - "reason": "Different tokenizer-loading reports for different models, with no shared concrete failure path shown." + "reason": "Bitsandbytes constructor incompatibility and CLIPTokenizer max-length handling are unrelated." }, { "left": "issue:41093", "right": "issue:44805", "accept": true, - "reason": "These appear to be the same mask-shape mismatch IndexError report, just with different concrete dimensions in the error text." + "reason": "These are the same generic mask-vs-indexed-tensor shape-mismatch error pattern and appear to be duplicate reports of the same underlying indexing bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading problems, but one is a bad error message for Voxtral and the other is a model-loading failure for sleng-bert." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Qwen3.5 PagedAttention crash and NemotronH checkpoint loading are unrelated." + "reason": "Qwen3.5 linear_attention/paged-attention failure and NemotronH checkpoint loading are different issues." }, { "left": "issue:44479", "right": "issue:44560", - "accept": false, - "reason": "Both are Qwen video-related, but one is a broad v5.3.0 regression and the other is a specific StopIteration report; same root cause is not clear enough." + "accept": true, + "reason": "Both point to the same Qwen3/Qwen3.5 video-input regression in Transformers 5.3.0, with 44560 being a specific manifestation." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Training with DeepSpeed and void segmentation map processing are unrelated issues." + "reason": "DeepSpeed training weight-shape error and void segmentation-map processing are unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and Phi MoE autocast dtype mismatch are different features/bugs." + "reason": "GGUF gpt-oss support and a Phi-tiny-MoE autocast dtype mismatch are not the same bug." }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Different Gemma4 failures: FSDP2 shared_kv_states logic vs device_map auto placement mismatch." + "reason": "Gemma4 FSDP2 shared_kv_states handling and a device_map auto device mismatch are separate Gemma4 problems." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription generation failure are different audio bugs." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated: GGUF gpt-oss support vs Qwen3-MoE sliding window behavior." + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior do not match." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different regressions: non-persistent buffer corruption vs Kosmos2.5 long OCR input indexing." + "reason": "Non-persistent buffer corruption in from_pretrained and a long-OCR index error in Kosmos2.5 are unrelated." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different model/code-path issues: Bamba SDPA torch.compile crash vs Qwen3.5 flash-attention position_ids bug." + "reason": "These are different attention-path crashes: torch.compile+SDPA on Bamba vs 3D position_ids misread as packed sequence on Qwen3.5." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "A missing Qwen2.5-VL import and a meta-device loading regression are related only at a very broad loading level, not the same bug." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "Same custom model initialization regression in Transformers 5.0.0; the notebook wording is just a narrower reproduction." + "reason": "These are effectively the same custom-model initialization regression in Transformers 5.0.0; 43645 is just the Jupyter-specific report." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated failures: GPT-OSS support vs missing Float8 storage object." - }, - { - "left": "issue:43950", - "right": "issue:45325", - "accept": false, - "reason": "Non-persistent buffer corruption is unrelated to the Qwen2.5-VL rope index scaling bug." + "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated." }, { - "left": "issue:44560", - "right": "issue:44918", + "left": "issue:42915", + "right": "issue:43957", "accept": false, - "reason": "Both involve Qwen3.5-ish behavior, but video StopIteration and TRL SFT embedding unpacking are different concrete bugs." + "reason": "Qwen3-MoE FP8 failure and meta-device loading regressions are different concrete issues." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure and GPT-OSS GGUF support are unrelated." + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." }, { - "left": "issue:43824", - "right": "issue:43957", + "left": "issue:44560", + "right": "issue:44918", "accept": false, - "reason": "Different issues: missing Qwen2.5-VL export vs meta-device model loading regression." + "reason": "Both involve Qwen3-family inputs, but video StopIteration and SFT embedding unpacking are different code paths and symptoms." }, { - "left": "issue:42915", - "right": "issue:43957", + "left": "issue:43950", + "right": "issue:45325", "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading breakage are different bugs." + "reason": "Buffer restoration regression and Qwen2.5-VL rope-index scaling are unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Import error for GenerationMixin is unrelated to Qwen3Moe FP8 loading." - }, - { - "left": "issue:44661", - "right": "issue:45823", - "accept": false, - "reason": "Tokenizer mapping failure and Gemma4 device mismatch are unrelated." - }, - { - "left": "issue:38175", - "right": "issue:43994", - "accept": false, - "reason": "Same model family, but the reports are too vague and not clearly the same underlying defect." - }, - { - "left": "issue:43632", - "right": "issue:43872", - "accept": true, - "reason": "Same shared `_is_hf_initialized` regression; 43872 is a specific downstream symptom of the broader bug described in 43632." + "reason": "GenerationMixin import failure and Qwen3-MoE FP8 failure are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: it correctly treats the cluster as mostly heterogeneous while identifying the `_is_hf_initialized`, custom model initialization, and mask-shape duplicate subgroups. The accepted soft-edge pairs are conservative and well supported by the issue titles." + "feedback": "The clustering summary is grounded in the packet and stays mostly conservative. The broad anchor on 45020 is defensible, and the accepted soft pairs all have strong title-level or root-cause overlap (_is_hf_initialized, identical mask-shape IndexError, the v5.3.0 Qwen3 video regression, and the custom-model init regression). The rejected pairs also avoid overclaiming similarity. " }, "evaluator_used": true, "retried": false, @@ -1684,15 +1705,15 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 5, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:36010", "issue:38175", @@ -1704,6 +1725,7 @@ "issue:43257", "issue:43317", "issue:43596", + "issue:43632", "issue:43638", "issue:43644", "issue:43645", @@ -1715,7 +1737,6 @@ "issue:43931", "issue:43994", "issue:44075", - "issue:44155", "issue:44387", "issue:44451", "issue:44488", @@ -1738,257 +1759,278 @@ "issue:45362", "issue:45406", "issue:45488", - "issue:45584", "issue:45588", - "issue:45812" + "issue:45812", + "issue:45823", + "issue:45834" ], "soft_pairs": [ - "issue:44155|issue:45584", - "issue:44877|issue:45030", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", "issue:44560|issue:44805", + "issue:44877|issue:45030", "issue:43638|issue:44661", - "issue:43317|issue:44756", "issue:43596|issue:44661", "issue:44661|issue:44805", - "issue:38175|issue:39692", + "issue:43317|issue:44756", "issue:43644|issue:44534", - "issue:45313|issue:45357", + "issue:38175|issue:39692", "issue:44960|issue:44977", "issue:45488|issue:45812", + "issue:45313|issue:45357", "issue:44451|issue:44488", "issue:42491|issue:43720", - "issue:43854|issue:43931", "issue:41720|issue:42915", "issue:43708|issue:44075", + "issue:43854|issue:43931", "issue:42491|issue:45276", - "issue:43257|issue:43854", - "issue:43856|issue:43873", "issue:42915|issue:44756", + "issue:43257|issue:43854", "issue:39692|issue:43994", "issue:42491|issue:43931", - "issue:43856|issue:44387", + "issue:43856|issue:43873", + "issue:44488|issue:44991", "issue:43644|issue:43645", - "issue:44910|issue:45588", "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", "issue:42491|issue:45292", - "issue:44488|issue:44991", "issue:36010|issue:39404", "issue:45276|issue:45335" ], - "prepared_review_unit_hash": "c963d638300563b27247fde40aaf85fe7bebd0f7c18539b25793e477079d00b4", + "prepared_review_unit_hash": "fe6c9c2766dd778e68ef53685144e643f0a33c4ed6f9cfaf435a42fd7a633520", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36405, - "estimated_input_tokens": 9102, - "estimated_eval_tokens": 18460 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37487, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster contains several small duplicate subgroups, mostly around Transformers v5 regressions in loading/tokenizer/config handling. I\u2019d keep the tokenizer-loading regression issue as the main issue, and reject most cross-model or cross-subsystem pairs as too loose to be true duplicates.", - "confidence": 0.78, - "canonical_issue_reason": "Issue 44488 is the best hub for the tokenizer-loading regression subgroup: it\u2019s broad, already has inbound references, and sits between the more specific model reports.", + "summary": "Mostly a heterogeneous mix of Transformers bugs. Only a few soft pairs look like true duplicates, especially the non-persistent-buffer regression and a couple of repeated model-output/token embedding regressions; most other pairs are only superficially similar.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44534 is the best representative because it states the core bug broadly and clearly, and it has an exact duplicate in 43644 about the same non-persistent-buffer corruption regression in v5.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44991 is the clearest single statement of the underlying bug class: a Transformers >=5.0.0 tokenizer-loading regression. It best represents the shared failure mode across the related reports.", + "best_issue_reason": "Issue 44534 is the strongest single issue to anchor on: it is generic, reproducible, and closest to a clean one-bug/one-fix report among the items here.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44155", - "right": "issue:45584", + "left": "issue:44661", + "right": "issue:45823", "accept": false, - "reason": "Different bugs and different models: batched embedding/token leakage vs Whisper empty-transcription generation failure." + "reason": "Different bugs: tokenizer-mapping model registration failure vs Gemma4 device-mismatch during forward." }, { - "left": "issue:44877", - "right": "issue:45030", + "left": "issue:38175", + "right": "issue:43994", "accept": true, - "reason": "Both describe the same underlying v5 config-validation regression blocking model/config loading for different model families." + "reason": "Both describe the same SigLIP2 base model regression where inference gives wrong/near-zero outputs with AutoModel/pipeline." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated failures: _is_hf_initialized / v5 initialization flag issue vs Kosmos2.5 long-ocr index error." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Unrelated failures: Qwen3-VL video StopIteration vs a mask/tensor shape mismatch." + "reason": "Different concrete failures: Qwen3-VL video StopIteration vs a mask/tensor shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they are different model/config failures with no clear same underlying bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different code paths: DeepSpeed ZeRO-3 Bert init vs tokenizer-mapping logic for adding a model-like entry." - }, - { - "left": "issue:43317", - "right": "issue:44756", - "accept": false, - "reason": "Both involve loading/offload/memory, but the concrete failure modes are different (dequantized offload load failure vs mmap OOM)." + "reason": "Zero3/BertModel indexing bug is unrelated to the tokenizer-mapping registration failure." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Distinct issues: BertModel ZeRO-3 index error vs tokenizer-mapping add-new-model failure." + "reason": "Different code paths and symptoms: Zero3 init BertModel index error vs add-new-model-like tokenizer mapping bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "No shared bug: tokenizer mapping registration vs a tensor-mask indexing mismatch." + "reason": "No shared underlying bug; this is tokenizer-mapping registration versus a tensor mask-shape index error." }, { - "left": "issue:38175", - "right": "issue:39692", + "left": "issue:43317", + "right": "issue:44756", "accept": false, - "reason": "Related SigLIP2 area, but not the same bug: zero probabilities vs doc-example/model-processor mismatch and quantization errors." + "reason": "Both are offloading/memory related, but one is dequantized model loading and the other is mmap OOM on Strix Halo." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same duplicate: Transformers v5 fills non-persistent buffers with junk." + "reason": "Same non-persistent-buffer junk regression in Transformers v5; these look like duplicate reports of the same bug." }, { - "left": "issue:45313", - "right": "issue:45357", + "left": "issue:38175", + "right": "issue:39692", "accept": false, - "reason": "Different concrete problems: ZeRO-3 language_model loading vs incorrect visual-encoder keys saved by pretrained export." + "reason": "Same model family, but one is bad inference output and the other is a docs example with model/processor mismatch plus quantization issues." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and failure modes: GLM5 issue vs Qwen3.5 flash-attention generation problem." + "reason": "Different model-specific flash-attention problems on different models and failure modes." }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and look like separate bugs." + "reason": "Different tokenizer regressions affecting different model families and different layers of the tokenizer stack." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading vs incorrect visual encoder keys on save." }, { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Same underlying regression: current Transformers version fails to load BERT-like tokenizer/model checkpoints for multiple repositories." + "accept": false, + "reason": "Both are BERT-model loading failures, but the reports are too model-specific and do not show the same concrete root cause." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Both touch loading/quantization, but the concrete bugs are different: Qwen3 MoE LoRA compatibility vs BitNet packed-weight unpacking." - }, - { - "left": "issue:43854", - "right": "issue:43931", - "accept": false, - "reason": "Different models and root causes: GLM-4.7-Flash test loading vs Qwen3-VL weight-shape mismatch." + "reason": "Different bugs: Qwen3 MOE LoRA compatibility vs BitNet packed-weight loading." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both are Qwen3-family issues, but the failures are unrelated: auto device mapping CUDA assert vs FineGrainedFP8Config failure." + "reason": "Both are Qwen3-related, but the failures are unrelated: device-mapping CUDA assert vs FineGrainedFP8Config load failure." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer checkpoint math and optimizer argument handling are unrelated bugs." + "reason": "Trainer checkpoint max_steps math bug is unrelated to optimizer-argument handling." }, { - "left": "issue:42491", - "right": "issue:45276", + "left": "issue:43854", + "right": "issue:43931", "accept": false, - "reason": "Different scope and failure mode: Qwen3 MoE HF5 compatibility vs Gemma4 resize_token_embeddings behavior." + "reason": "Different model-loading failures with no shared code-path evidence." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:42491", + "right": "issue:45276", "accept": false, - "reason": "Separate problems: Qwen3 MoE accelerate+deepspeed weight conversion vs GLM-4.7-Flash loading in tests." + "reason": "Different subsystems: Qwen3-MoE LoRA loading vs resize_token_embeddings behavior." }, { - "left": "issue:43856", - "right": "issue:43873", + "left": "issue:42915", + "right": "issue:44756", "accept": false, - "reason": "Both mention memory/offload, but one is Qwen3 MoE training memory usage and the other is quantization offloading behavior." + "reason": "Different issues: Qwen3Moe FP8 loading vs disabling mmap to avoid OOM." }, { - "left": "issue:42915", - "right": "issue:44756", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Different issues: Qwen3Moe FineGrainedFP8Config failure vs mmap/OOM on Strix Halo." + "reason": "Qwen3 MOE accelerate/deepspeed conversion bug is unrelated to the GLM-4.7-Flash test loading issue." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP2-related, but one is doc-example errors and the other is nonsensical outputs in AutoModel/pipeline." + "reason": "Related model family, but one is a documentation/example bug and the other is an inference regression; not the same concrete bug." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different bugs: Qwen3 MoE HF5 compatibility vs Qwen3-VL shape mismatch on load." + "reason": "Different model families and failure modes: Qwen3-MoE LoRA compatibility vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43856", - "right": "issue:44387", + "right": "issue:43873", "accept": false, - "reason": "Both are memory-related, but the actual regressions differ: training memory inefficiency vs increased reserved CUDA memory under int4 quantization." + "reason": "Training-memory usage issue is different from quantization offloading behavior." }, { - "left": "issue:43644", - "right": "issue:43645", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Related v5 breakage theme, but one is non-persistent buffers junk and the other is custom model initialization in notebooks." + "reason": "Both are tokenizer-loading regressions, but they affect different models and do not clearly share one concrete fix." }, { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:43644", + "right": "issue:43645", "accept": false, - "reason": "Both involve flash attention, but the concrete failures differ: packed-sequence position_ids crash vs s_aux=None AttributeError." + "reason": "Non-persistent-buffer corruption is unrelated to the Jupyter custom-model initialization problem." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different components and failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in serve." + "reason": "Different failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." }, { - "left": "issue:44488", - "right": "issue:44991", - "accept": true, - "reason": "Same tokenizer-loading regression in Transformers v5; the two issues are model-specific reports of the same underlying failure." + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is Qwen3 MoE training efficiency and the other is int4 reserved-memory/OOM regression." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the bugs are different: packed-sequence misinterpretation vs s_aux=None AttributeError." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Unrelated issues: Qwen3-MoE hf4.x/hf5.x loading incompatibility vs resize_token_embeddings not updating output embeddings." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "Unrelated problems: GenerationMixin import error vs Whisper return_language pipeline behavior." + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language regression." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings regression affecting output embeddings across different model variants." + "reason": "Same underlying resize_token_embeddings regression: output embeddings are not updated, with Gemma4 and t5gemma as model-specific manifestations." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative on the soft edges. The main cluster call around Transformers v5 tokenizer/config-loading regressions is supported, 44488 is a reasonable hub choice given its breadth and inbound refs, and the accepted duplicate pairs are plausible from the issue titles. I don\u2019t see an overstatement severe enough to reject." + "feedback": "The summary stays within the packet evidence and the accepted soft pairs are conservative: the two duplicate calls are well-supported by matching bug descriptions/titles, and the rejected pairs are mostly clearly different failure modes. No PR-pair mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -1999,15 +2041,15 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 6, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:39404", "issue:39692", @@ -2037,6 +2079,7 @@ "issue:44488", "issue:44589", "issue:44683", + "issue:44743", "issue:44756", "issue:44863", "issue:44877", @@ -2058,8 +2101,9 @@ "issue:45859" ], "soft_pairs": [ - "issue:43404|issue:43454", "issue:44164|issue:44291", + "issue:43404|issue:43454", + "issue:41720|issue:44155", "issue:44402|issue:44488", "issue:43425|issue:43957", "issue:39692|issue:44960", @@ -2068,276 +2112,275 @@ "issue:43873|issue:44387", "issue:45663|issue:45759", "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44387|issue:44756", "issue:44155|issue:45823", "issue:43854|issue:45216", - "issue:44387|issue:44756", - "issue:44291|issue:44756", "issue:44292|issue:44912", "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:44743|issue:44960", "issue:45684|issue:45698", "issue:45276|issue:45292", "issue:43381|issue:44928", "issue:44164|issue:44756", - "issue:44479|issue:44877", "issue:43646|issue:43708", - "issue:41720|issue:44155", + "issue:44479|issue:44877", "issue:45588|issue:45663", - "issue:43854|issue:44960", - "issue:43957|issue:44756", "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43257|issue:44863", "issue:44402|issue:44451", "issue:43828|issue:43957", - "issue:43645|issue:44164", "issue:43425|issue:43828", - "issue:43257|issue:44863", + "issue:39404|issue:45701", "issue:44589|issue:44756", - "issue:44683|issue:45823", - "issue:39404|issue:45701" + "issue:44683|issue:45823" ], - "prepared_review_unit_hash": "fec8c9366a638da6d3772f5adfcf3b494983aec474afee3c9f0d8938ee329678", + "prepared_review_unit_hash": "c5425b9b56a7fca99c5e9a318d7b469a7cbd7aac49a5be53fcee23c3d927a23e", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37606, - "estimated_input_tokens": 9402, - "estimated_eval_tokens": 19060 + "serialized_chars": 38200, + "estimated_input_tokens": 9550, + "estimated_eval_tokens": 19356 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but there is a small duplicate subgroup around `resize_token_embeddings` not propagating to output/decoder embeddings. Most other pairs are related only at a broad subsystem level and should not be merged.", - "confidence": 0.46, - "canonical_issue_reason": "`issue:45292` is the cleanest, most generic report of the shared `resize_token_embeddings` regression and best matches the strongest duplicate subgroup.", + "summary": "The cluster is mostly a collection of unrelated model-loading, quantization, checkpointing, and config regressions. The only clear duplicate-like subset is the resize_token_embeddings/output_embeddings reports around issues 45276/45292/(possibly 45335); everything else looks too model- or code-path-specific to merge.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the full set; within the only plausible duplicate subset, issue 45292 is the best anchor because it states the generic resize_token_embeddings/output_embeddings symptom without narrowing to one model.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:45292` is the broadest and most reusable anchor for the accepted resize-token-embedding duplicates, with a concise title that captures the common failure mode.", + "best_issue_reason": "Issue 45292 is the broadest and most reusable report in the resize_token_embeddings cluster, so it is the best representative if that subset is triaged together.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are load/save failures, but one is about extra_state serialization and the other about init_empty_weights receiving an unexpected argument; different code paths and fixes." + }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention tied `lm_head` behavior, but they affect different model implementations and do not clearly describe the same code-path bug." + "reason": "Both mention lm_head tying, but they affect different model classes and likely different implementations; not enough evidence of the same underlying bug." }, { - "left": "issue:44164", - "right": "issue:44291", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "`extra_state` save/load handling and `init_empty_weights` argument errors are different serialization/loading failures." + "reason": "Completely different symptoms and subsystems: device-mapping CUDA assert versus batched inference token/embedding leakage." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Both are BERT load problems, but the models and stated failure modes differ; not enough evidence of one shared bug." + "reason": "Both are model loading problems for BERT-like models, but the described failures differ and there is no clear shared root cause." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "One is torch 2.10 incompatibility and the other is meta-device loading breakage; unrelated regressions." + "reason": "Torch version incompatibility and meta-device loading failures are distinct regressions with different trigger conditions." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Documentation example errors and a generic GLM5 issue are not the same underlying bug." + "reason": "Documentation/example errors and a GLM5 model issue are unrelated." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and an apex RMSNorm memory leak are different problems." + "reason": "Gradient checkpointing/LoRA and a T5 apex RMSNorm memory leak are unrelated bugs." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "Sparse-layer config creation and Gemma4 FSDP2 attention state rebuilding are unrelated code paths." + "reason": "Sparse-layer config creation and Gemma4 FSDP2 shared_kv_states KeyError are different model/config issues." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both are quantization memory issues, but the causes differ (`offloading` vs increased reserved memory/OOM regression)." + "reason": "Both involve quantization and memory pressure, but one is offloading behavior and the other is increased reserved memory/OOM; too broad to be the same bug." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "FSDP2 `shared_kv_states` rebuilding and `from_config` not unwrapping `text_config` are distinct bugs." + "reason": "Different models and failure modes: Gemma4 FSDP2 KeyError versus Qwen multimodal config unwrapping." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "The Gemma4 FSDP2 error and the Qwen3_5 MoE rotary offload incompatibility are different failures." + "reason": "Different code paths: FSDP2 shared_kv_states versus CPU-offload compatibility in rotary embedding." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "AudioFlamingo3 batched-token leakage and Gemma4 PLE device mismatch are unrelated." + "reason": "Unexpected init_empty_weights argument and disabling mmap for Strix Halo OOM are unrelated." }, { - "left": "issue:43854", - "right": "issue:45216", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "A model-loading failure in tests and a `save_pretrained` regression are different issues." + "reason": "Both mention memory, but one is quantization OOM and the other is a platform-specific mmap/OOM workaround; not the same issue." }, { - "left": "issue:44387", - "right": "issue:44756", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "Both involve memory pressure, but one is an int4 quantization regression and the other is mmap/OOM on Strix Halo." + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 device mismatch are unrelated." }, { - "left": "issue:44291", - "right": "issue:44756", + "left": "issue:43854", + "right": "issue:45216", "accept": false, - "reason": "Unexpected `_is_hf_initialized` handling and mmap-related OOM are not the same bug." + "reason": "Model-loading test failure and a Qwen3.5 save_pretrained regression are different problems." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "NVFP4 load errors and MXFP4 fallback behavior are different quantization/load problems." + "reason": "Both are quantization/load regressions, but they involve different models, quantization formats, and symptoms (TypeError vs bf16 fallback)." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "These are both checkpointing-related, but one is ineffective LoRA checkpointing and the other is an eval-mode limitation." + "reason": "Both mention gradient checkpointing, but one is ineffective training behavior and the other is an eval-mode restriction." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and disabling mmap on Strix Halo are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Recurrent-state cache handling in modular_qwen3_5 and a GLM5 report are unrelated." }, { "left": "issue:45684", "right": "issue:45698", "accept": false, - "reason": "Custom-model file permissions and wrong custom-module loading after save/load are separate save/load bugs." + "reason": "Both involve save/load of custom models, but one is file permission propagation and the other is wrong custom module resolution." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "These describe the same `resize_token_embeddings` regression: resized embeddings are not propagated to the output path, with `45276` adding Gemma4-specific detail." + "reason": "These describe the same resize_token_embeddings failure: 45276 is a model-specific manifestation, while 45292 states the generic output_embeddings symptom." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Gradient checkpointing in eval mode and RLHF NaN explosions from 3D position IDs are unrelated." + "reason": "Eval-mode checkpointing restriction and RLHF NaN from 3D position_ids/SDPA fallback are unrelated." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`extra_state` serialization and mmap/OOM on Strix Halo do not share a concrete root cause." - }, - { - "left": "issue:44479", - "right": "issue:44877", - "accept": false, - "reason": "Video-input regression in Qwen models and strict config blocking `granite_speech` are different failures." + "reason": "Extra_state save/load handling and Strix Halo mmap OOM are unrelated." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization in notebooks and incorrect `max_steps` on resume are separate trainer/model-init issues." + "reason": "Custom model initialization in notebooks and Trainer resume_from_checkpoint max_steps calculation are unrelated." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:44479", + "right": "issue:44877", "accept": false, - "reason": "Qwen3 auto-device-map CUDA asserts and AudioFlamingo3 batched inference leakage are unrelated." + "reason": "Video-input regression across Qwen variants and granite_speech config strictness are different failures." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "A flash-attention `s_aux=None` crash and the Gemma4 FSDP2 shared-state bug are different code paths." + "reason": "Flash-attention AttributeError on sink-less models and Gemma4 FSDP2 KeyError are unrelated." }, { - "left": "issue:43854", - "right": "issue:44960", - "accept": false, - "reason": "These are different model-loading issues with different targets and symptoms." + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both are resize_token_embeddings not updating downstream embeddings; 45335 is a model-specific variant of the same underlying bug." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Meta-device loading breakage and mmap-induced OOM are not the same problem." + "reason": "Notebook custom-model initialization and extra_state save/from_pretrained failures are different issues." }, { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Both report the same underlying `resize_token_embeddings` bug: the resized weights do not update the model's embedding/output path, just on different model variants." + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE weight conversion and NemotronH checkpoint loading are unrelated model-loading bugs." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "A tokenizer vocab-size mismatch and a later model-load failure for a specific checkpoint are not clearly the same bug." + "reason": "Both are model-loading complaints for BERT-like models, but the reported failure modes differ and there is no clear shared root cause." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading failures are unrelated." - }, - { - "left": "issue:43645", - "right": "issue:44164", - "accept": false, - "reason": "Notebook custom-model initialization and `extra_state` save/load handling are different issues." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and meta-device loading breakage are unrelated." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility and an autocast dtype mismatch are distinct regressions." + "reason": "Torch 2.10 compatibility and autocast dtype mismatch are distinct problems." }, { - "left": "issue:43257", - "right": "issue:44863", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Qwen3 MoE conversion under accelerate+deepspeed and NemotronH checkpoint loading are different model-loading failures." + "reason": "Whisper return_language pipeline regression and tokenization changes across versions do not look like the same bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Missing Float8 storage support and Strix Halo mmap/OOM are unrelated." + "reason": "Missing Float8 storage support and a Strix Halo mmap/OOM workaround are unrelated." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention failing on torch>=2.9 and Gemma4 PLE device mismatch are not the same bug." - }, - { - "left": "issue:39404", - "right": "issue:45701", - "accept": false, - "reason": "Whisper pipeline `return_language` regression and tokenizer-version-dependent tokenization changes are different issues." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly supported duplicate subgroup is the resize_token_embeddings trio (45276/45292/45335), and the other pairings are conservatively rejected. No pair is overstated as mergeable, and the reasoning stays within the evidence shown in titles/body signals." + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted resize_token_embeddings links are plausible as one bugfix family, and the rejections do not overclaim shared root causes." }, "evaluator_used": true, "retried": false, @@ -2348,21 +2391,20 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 7, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:32090", "issue:36032", "issue:39404", "issue:40990", - "issue:42915", "issue:42947", "issue:43299", "issue:43421", @@ -2400,6 +2442,7 @@ "issue:44898", "issue:44912", "issue:44918", + "issue:44987", "issue:44991", "issue:45081", "issue:45084", @@ -2408,298 +2451,300 @@ "issue:45859" ], "soft_pairs": [ + "issue:43931|issue:44863", "issue:43906|issue:44530", - "issue:43425|issue:45823", "issue:43611|issue:43645", - "issue:43425|issue:43716", - "issue:42915|issue:44863", + "issue:43425|issue:45823", "issue:44530|issue:45084", - "issue:43901|issue:44509", + "issue:43425|issue:43716", "issue:39404|issue:44912", - "issue:44265|issue:44898", + "issue:43901|issue:44509", "issue:43299|issue:43931", + "issue:44265|issue:44898", "issue:44479|issue:44805", - "issue:43425|issue:44918", + "issue:43994|issue:44079", + "issue:39404|issue:44671", "issue:44589|issue:45084", "issue:40990|issue:42947", - "issue:43856|issue:44756", - "issue:39404|issue:44671", + "issue:43425|issue:44918", + "issue:44671|issue:44991", "issue:44164|issue:45759", - "issue:43994|issue:44079", "issue:36032|issue:43452", "issue:43596|issue:44683", - "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:32090|issue:39404", "issue:44991|issue:45081", "issue:44737|issue:45859", - "issue:32090|issue:39404", "issue:44164|issue:44479", + "issue:43582|issue:43632", "issue:44488|issue:45081", "issue:44661|issue:44683", - "issue:43582|issue:43632", "issue:40990|issue:43421", "issue:43611|issue:43644", + "issue:44488|issue:44987", "issue:43716|issue:45084", "issue:44206|issue:44220" ], - "prepared_review_unit_hash": "21b5560eae18a2d8736b63f1f28c1ec0746fcd03a91114734bac35151a68d40d", + "prepared_review_unit_hash": "3e94d785455e982b35d66d85f59524ccb312707b7e8f15bfb7723a7cbff4bfa4", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37318, - "estimated_input_tokens": 9330, - "estimated_eval_tokens": 18916 + "soft_pair_count": 33, + "serialized_chars": 37637, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous Transformers regressions and docs issues, not a tight duplicate set. The only clear duplicate-like pair is the audio feature-extraction crash (44206/44220).", - "confidence": 0.58, - "canonical_issue_reason": "Issue 44206 is the clearest representative of the only true duplicate pair here: it states the regression, the failing component, and the crash mode more fully than 44220.", + "summary": "This is not a single duplicate cluster; it\u2019s a grab bag of unrelated Transformers v5 regressions and docs issues across loading, tokenizers, audio/vision, training, and environment compatibility. None of the soft edges is strong enough to merge.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43611 is the closest umbrella for the v5 model-loading regression theme, but the overall set is too heterogeneous for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "44206 is the best issue anchor because it is the most explicit, reproducible report among the actual duplicate candidates; the rest of the cluster is too mixed to serve as a single canonical bug.", + "best_issue_reason": "43611 is the most representative broad regression report among the items, but it still only covers a narrow slice of the cluster and should not be treated as a global duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43906", - "right": "issue:44530", + "left": "issue:43931", + "right": "issue:44863", "accept": false, - "reason": "Different bugs: one is Whisper pipeline behavior, the other is Qwen3.5 cache/template parsing." + "reason": "Different models and failure modes: Qwen3-VL shape mismatch vs NemotronH checkpoint loading." }, { - "left": "issue:43425", - "right": "issue:45823", + "left": "issue:43906", + "right": "issue:44530", "accept": false, - "reason": "Torch-version incompatibility vs Gemma4 PLE device-map mismatch are unrelated failures." + "reason": "Unrelated bugs: isolated reproduction of an older issue vs PagedAttentionCache crashing on Qwen3.5." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both are v5 regressions, but they affect different code paths and symptoms." + "reason": "Both are v5 loading regressions, but one is base_model_prefix handling and the other is Jupyter custom-model initialization." }, { "left": "issue:43425", - "right": "issue:43716", - "accept": false, - "reason": "Different issues: torch compatibility in general vs image preprocessor/model dtype mismatch." - }, - { - "left": "issue:42915", - "right": "issue:44863", + "right": "issue:45823", "accept": false, - "reason": "Different model families and different failure modes; not the same underlying bug." + "reason": "Torch version incompatibility is unrelated to Gemma4 device_map forward device mismatch." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 linear-attention cache crash is unrelated to template-node compilation errors." + "reason": "Different code paths: Qwen3.5 cache group-type crash vs template compilation error." }, { - "left": "issue:43901", - "right": "issue:44509", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "Both are docs-related, but they document different removed/deprecated pipeline behaviors." + "reason": "Torch incompatibility is unrelated to image preprocessor dtype mismatch in Mistral-3." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper return_language regression and GPT-OSS quantization fallback are unrelated." + "reason": "Whisper pipeline return_language regression is unrelated to GPT-OSS quantization fallback." }, { - "left": "issue:44265", - "right": "issue:44898", + "left": "issue:43901", + "right": "issue:44509", "accept": false, - "reason": "torch.export/torch_compilable_check is unrelated to Perceiver non-default-resolution masking." + "reason": "Both are docs-related, but they cover different pipeline APIs and different stale references." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both concern Qwen3-VL loading, but one is a version breakage and the other is a checkpoint shape mismatch." + "reason": "Both involve Qwen3-VL loading, but one is a v5 dev regression and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different export/interpolation bugs in different model families." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for specific VL models is not the same as a generic mask shape IndexError." + "reason": "Video input regression for Qwen models is unrelated to a generic mask-shape IndexError." }, { - "left": "issue:43425", - "right": "issue:44918", + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical outputs from SigLIP2 are unrelated to ModelOutput key assignment when a key was previously None." + }, + { + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Torch compatibility and Qwen3.5 embedding unpacking under TRL are different problems." + "reason": "Different model families and failures: Whisper pipeline behavior vs CamemBERT MLM predictions." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to non-template-node compilation." + "reason": "Float8 storage lookup failure is unrelated to template-node compilation errors." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity anomaly and LoRA gradient-checkpointing behavior are distinct issues." + "reason": "High perplexity on GPT-OSS is unrelated to LoRA gradient-checkpointing behavior." }, { - "left": "issue:43856", - "right": "issue:44756", + "left": "issue:43425", + "right": "issue:44918", "accept": false, - "reason": "Qwen3 MoE training memory usage and mmap OOM on Strix Halo are not the same bug." + "reason": "Torch compatibility has nothing to do with Qwen3.5 embedding unpacking in TRL SFT trainer." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44671", + "right": "issue:44991", "accept": false, - "reason": "Whisper pipeline regression and CamemBERT masked-LM prediction regression are unrelated." + "reason": "CamemBERT MLM prediction bug is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "Both involve model loading/serialization, but they hit different APIs and failure modes." - }, - { - "left": "issue:43994", - "right": "issue:44079", - "accept": false, - "reason": "SigLIP2 nonsensical outputs and ModelOutput key assignment are different defects." + "reason": "Save/from_pretrained extra_state handling is different from from_config text_config unwrapping." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-token conflict is unrelated to gguf_file loading failures." + "reason": "Tokenizer method conflict is unrelated to gguf_file handling in model/tokenizer loading." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO3 BertModel init error is unrelated to compiled flex_attention on newer torch." + "reason": "DeepSpeed zero3 BertModel init error is unrelated to compiled flex_attention breaking on newer torch." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is unrelated to Strix Halo mmap OOM avoidance." + }, + { + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "CamemBERT masked-LM regression and tokenizer loading failure for est-roberta are different issues." + "reason": "Trainer broadcast TypeError is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Different tokenizers/models and different failure causes; not mergeable into one bug." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the Mistral regex patch crash." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "CPU-device placement bug in XLNet is unrelated to Qwen3.5 MoE rotary embedding offload issues." + "reason": "Both mention device/offload concerns, but they are different models and different code paths." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:44164", + "right": "issue:44479", "accept": false, - "reason": "Trainer broadcast TypeError and Whisper return_language regression are unrelated." + "reason": "Extra_state save/load failure is unrelated to Qwen video input regression." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Serialization extra_state handling and video-input regression are different code paths." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "sleng-bert tokenizer load failure is unrelated to the Mistral regex patch crash." + "reason": "Model loading failure for cjvt/sleng-bert is unrelated to the Mistral backend_tokenizer crash." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping bug and flex_attention compilation bug are unrelated." - }, - { - "left": "issue:43582", - "right": "issue:43632", - "accept": false, - "reason": "AppleSilicon warmup TypeError and _is_hf_initialized flag regression are different problems." + "reason": "Tokenizer mapping-name failure is unrelated to compiled flex_attention on torch>=2.9." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity issue and runtime special-token post-processor update are unrelated." + "reason": "Perplexity/training issue is unrelated to runtime special-token post-processor updates." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Both are Transformers v5 regressions, but they affect different mechanisms and symptoms." + "reason": "Both are v5-related, but one concerns base_model_prefix loading and the other non-persistent buffer initialization." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different checkpoints." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Multimodal dtype mismatch is unrelated to template-node compilation failure." + "reason": "Image-preprocessor dtype mismatch is unrelated to template compilation errors." }, { "left": "issue:44206", "right": "issue:44220", - "accept": true, - "reason": "Both point to the same audio feature-extraction failure around `_torch_extract_fbank_features`; 44220 looks like the lower-level duplicate." + "accept": false, + "reason": "Both are audio-feature related, but the reported failures are different and not clearly the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: it treats the cluster as mostly heterogeneous, and the only accepted pair (44206/44220) is supported by closely related audio feature-extraction titles. The rejected soft pairs are phrased conservatively and do not overclaim duplicate status." - }, - "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 }, { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 8, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:34567", "issue:36032", "issue:40444", "issue:42915", "issue:43262", - "issue:43296", "issue:43317", "issue:43322", "issue:43377", "issue:43404", "issue:43452", "issue:43482", - "issue:43531", "issue:43540", "issue:43541", "issue:43632", @@ -2711,6 +2756,7 @@ "issue:43819", "issue:43883", "issue:43994", + "issue:44062", "issue:44220", "issue:44265", "issue:44291", @@ -2737,299 +2783,286 @@ "issue:45584" ], "soft_pairs": [ - "issue:44488|issue:44987", "issue:43883|issue:44488", "issue:43643|issue:44530", "issue:34567|issue:40444", - "issue:44811|issue:45584", + "issue:36032|issue:42915", "issue:43644|issue:43646", - "issue:44451|issue:44987", + "issue:44811|issue:45584", "issue:43541|issue:45084", - "issue:36032|issue:42915", + "issue:44451|issue:44987", "issue:43452|issue:43482", "issue:42915|issue:44530", "issue:43317|issue:43482", "issue:44849|issue:45325", + "issue:36032|issue:43645", "issue:43883|issue:44991", + "issue:44987|issue:44991", "issue:43404|issue:44466", - "issue:36032|issue:43645", "issue:45084|issue:45507", "issue:43262|issue:43377", "issue:43646|issue:44534", - "issue:44987|issue:44991", "issue:43994|issue:44610", + "issue:43645|issue:44534", "issue:44403|issue:45081", "issue:43322|issue:43540", "issue:43377|issue:43819", - "issue:43645|issue:44534", "issue:42915|issue:45084", "issue:44451|issue:45081", "issue:45216|issue:45357", + "issue:44265|issue:44610", "issue:44987|issue:45081", "issue:44220|issue:44683", - "issue:44265|issue:44610", "issue:43404|issue:45127", - "issue:43296|issue:43531", "issue:43632|issue:44756", "issue:42915|issue:44291", + "issue:44062|issue:44987", "issue:36032|issue:43742" ], - "prepared_review_unit_hash": "e131a590db60c5c88ffd87097fa9dbd320ada125279ce5cdf6a34747b7b189ff", + "prepared_review_unit_hash": "734a7d6890fa8805fcbb5be4b1ae4c2349e65490ac5a1102189afa9f9607b03f", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38522, - "estimated_input_tokens": 9631, - "estimated_eval_tokens": 19518 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37688, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and centered on separate Transformers v5/model-loading regressions. Only one soft duplicate looks strong enough to merge: the Qwen3.5 save_pretrained checkpoint serialization regression.", - "confidence": 0.66, - "canonical_issue_reason": "Issue 45216 is the clearest duplicate anchor: it reports a concrete Qwen3.5 save_pretrained regression, and 45357 describes the same incorrect checkpoint serialization for visual encoder keys.", + "summary": "Most pairs are distinct regressions or model-specific failures. The only clear duplicate-like pair is the Qwen3.5 save_pretrained checkpoint bug: 45216 is the broader report and 45357 is a narrower follow-up about visual encoder keys.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45216 is the best canonical issue because it describes the broader Qwen3.5 save_pretrained regression, while issue:45357 appears to be a later, more specific manifestation of the same problem.", "canonical_pr_reason": null, - "best_issue_reason": "45216 is the most suitable representative issue because it is concrete, versioned, and has a direct near-duplicate in 45357 with the same save_pretrained checkpoint bug.", + "best_issue_reason": "issue:45216 is the strongest representative of the one true duplicate pair and captures the underlying regression most generally.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44488", - "right": "issue:44987", - "accept": false, - "reason": "Both are model-loading failures, but for different checkpoints and likely different root causes." - }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Different bugs: tied-weights attribute error vs. model loading failure." + "reason": "Both are loading failures, but they involve different models and different failure modes (tied-weights metadata vs model load compatibility)." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Different code paths: AutoConfig field loss vs. PagedAttentionCache group-type crash." + "reason": "`trust_remote_code` returning missing fields is unrelated to a PagedAttentionCache crash on Qwen3.5." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token accounting and multimodal iterable dataset failures are unrelated." + "reason": "Trainer token counting not updating is unrelated to multi-image IterableDataset finetuning failures." }, { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Both involve Whisper, but one is batch_decode token skipping and the other is empty-transcription generation failure." + "reason": "Tokenizer method-name conflict and FineGrainedFP8Config failure are different bugs in different subsystems." }, { "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." + "reason": "Both are v5 init regressions, but one is about non-persistent buffers and the other about custom model initialization; not the same concrete bug." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Different models and load failures; no clear shared bug." + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are different code paths." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Unrelated failures: torch dynamo grouped_mm tracing vs. template-node compilation." + "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to a template-node compilation error." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Tokenizer attribute conflict and Qwen3Moe FP8 failure are unrelated." + "reason": "Both are model-loading failures, but they target different repos and likely different incompatibilities." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both mention GGUF, but one is a generic gguf_file loader breakage and the other is a specific Qwen2.5-GGUF v5 loading failure." + "reason": "General gguf_file API breakage is not the same as a specific Qwen2.5-GGUF loading regression." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Different model families and failure modes." + "reason": "FineGrainedFP8Config failure and linear_attention group-type crash are unrelated Qwen-family issues." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different loading paths: device_map/offload dequantization vs. GGUF/v5 failure." + "reason": "device_map/offload dequantized loading and Qwen2.5-GGUF v5 loading are different failures." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen bugs: hidden-state handling vs. RoPE position scaling." + "reason": "output_hidden_states regression and VL rope_index temporal scaling bug are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict is unrelated to custom model initialization in notebooks." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different model-loading errors with different underlying causes." + "reason": "Molmo tied-weights metadata and est-roberta tokenizer loading are different issues." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Related to tied weights, but one is untied lm_head in a model class and the other is device-dependent serialization." + "reason": "They are different models with different loading failures; not the same bug." }, { - "left": "issue:36032", - "right": "issue:43645", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Tokenizer load conflict and custom model initialization are unrelated." + "reason": "Both touch tied weights/lm_head, but one is a missing tie in a model class and the other is serialization varying by device." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Different failures in different subsystems; no shared bug." + "reason": "Template compilation failure and GraniteMoEHybrid invalid method call are unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio processor sampling-rate defaulting and MIMI padding-mask mismatch are different issues." + "reason": "Audio chat-template sample-rate defaulting and MIMI batched-vs-single padding-mask behavior are different bugs." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both are v5 init-related regressions, but the concrete bugs differ: custom model init vs. non-persistent buffer junk." - }, - { - "left": "issue:44987", - "right": "issue:44991", - "accept": false, - "reason": "Both are loader failures, but for different model/tokenizer packages and different symptoms." + "reason": "Custom model initialization failure and non-persistent buffer junk are related only broadly to v5 init changes, not the same concrete bug." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different multimodal models and mismatched preprocessing expectations." + "reason": "Nonsensical outputs from AutoModel/pipeline and a 640px-vs-224px processor/model mismatch are different issues." }, { - "left": "issue:44265", - "right": "issue:44683", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "Different export/compile failures with different triggers." + "reason": "Notebook custom-model init regression and buffer initialization junk are not the same underlying defect." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise on loading vs. a specific tokenizer regex patch crash are not the same bug." + "reason": "Logging/noise during loading is not the same as a tokenizer regex crash." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Different multimodal failures: Llava Next load segfault vs. Qwen3OmniMoe video processing error." + "reason": "Llava Next segmentation fault and Qwen3OmniMoe video ValueError are unrelated multimodal failures." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are audio-related, but one is padding-mask batching and the other is DAC STE behavior." - }, - { - "left": "issue:43645", - "right": "issue:44534", - "accept": false, - "reason": "Custom model initialization in notebooks is not the same as buffer initialization corruption." + "reason": "Padding-mask batching inconsistency is unrelated to DAC.from_latents vs forward-pass mismatch due to missing STE." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Unrelated model/config problems." + "reason": "Qwen3Moe FP8 config failure and template compilation error are unrelated." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different model-loading bugs with different failure modes." + "reason": "A general model loading failure and a Mistral tokenizer patch crash are different issues." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same save_pretrained checkpoint regression for Qwen3.5, with 45357 explicitly describing the same 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:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check and OmDet-Turbo processor size mismatch are unrelated." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Different failure surfaces: loading a model vs. tokenizer regex patch crash." + "reason": "Different models and different failure surfaces: one is loading a repo, the other is a Mistral tokenizer regex patch crash." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Different low-level feature/export issues." - }, - { - "left": "issue:44265", - "right": "issue:44610", - "accept": false, - "reason": "torch.export checker failure and image-size preprocessing mismatch are unrelated." + "reason": "Fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Both mention tied weights, but the underlying bugs differ: missing tying vs. LoRA merge collapse." - }, - { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are unrelated." + "reason": "Both mention tied embeddings, but one is model weight tying and the other is LoRA merge collapse after vocab extension." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different regressions: _is_hf_initialized flag handling vs. mmap OOM on Strix Halo." + "reason": "`_is_hf_initialized` flag regression is unrelated to disabling mmap to avoid OOM on Strix Halo." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different FP8/init issues; no shared underlying change." + "reason": "FP8 config loading failure and unexpected `_is_hf_initialized` argument during init_empty_weights are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision and unrelated model-loading failure are not the same issue." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method conflict and MobileLLM load key error are unrelated." + "reason": "T5 tokenizer special-token conflict is unrelated to a MobileLLM key error." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft pair (45216/45357) is well supported as the same Qwen3.5 save_pretrained serialization bug. The rejected soft pairs are stated conservatively, with no clear overclaiming beyond what the titles and packet text support." + "feedback": "The summary is well grounded in the packet: it stays conservative on the soft-edge pairs, and the 45216/45357 pairing is the only clearly title-aligned duplicate-like match among the listed issues. No unsupported mergeability claims are made." }, "evaluator_used": true, "retried": false, @@ -3040,17 +3073,18 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 9, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:33666", + "issue:35707", "issue:36032", "issue:40444", "issue:40990", @@ -3069,11 +3103,11 @@ "issue:43582", "issue:43611", "issue:43632", - "issue:43646", + "issue:43644", + "issue:43749", "issue:43792", "issue:43818", "issue:43856", - "issue:44062", "issue:44079", "issue:44291", "issue:44403", @@ -3086,7 +3120,6 @@ "issue:44811", "issue:44829", "issue:44877", - "issue:44987", "issue:44991", "issue:45020", "issue:45081", @@ -3100,245 +3133,259 @@ "issue:45812" ], "soft_pairs": [ - "issue:44062|issue:44987", + "issue:43296|issue:43531", + "issue:44479|issue:45325", "issue:42915|issue:44589", - "issue:43531|issue:44877", "issue:43611|issue:44534", - "issue:43317|issue:43856", + "issue:43531|issue:44877", + "issue:40444|issue:45325", + "issue:36032|issue:41720", "issue:43425|issue:44403", - "issue:44479|issue:45325", "issue:40990|issue:44811", "issue:41553|issue:43582", + "issue:43632|issue:44534", + "issue:44079|issue:45663", "issue:42175|issue:45542", - "issue:43818|issue:45357", "issue:44462|issue:45812", - "issue:36032|issue:41720", - "issue:44079|issue:45663", "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:43317|issue:43856", "issue:43792|issue:44589", - "issue:43632|issue:44534", "issue:44403|issue:44991", "issue:44683|issue:45020", + "issue:33666|issue:40444", "issue:43482|issue:45538", "issue:44829|issue:45479", - "issue:33666|issue:40444", + "issue:35707|issue:40444", "issue:44291|issue:44589", + "issue:44079|issue:44534", "issue:43482|issue:43525", - "issue:40444|issue:45325", "issue:43377|issue:45491", - "issue:41720|issue:45081", - "issue:42175|issue:43296", + "issue:43749|issue:44079", "issue:43531|issue:44291", - "issue:43611|issue:43646" + "issue:41720|issue:45081", + "issue:43644|issue:44079" ], - "prepared_review_unit_hash": "9ec3342a576e5ba4fb5095e8c3df47a53d8ae4ff3eabc407f727ffabc048a4e0", + "prepared_review_unit_hash": "3489ad13a09bfcb0d25689252d17f6a40168cdcd294fc29768596789b72d64ac", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36778, - "estimated_input_tokens": 9195, - "estimated_eval_tokens": 18646 + "soft_pair_count": 32, + "serialized_chars": 37346, + "estimated_input_tokens": 9337, + "estimated_eval_tokens": 18930 }, "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 reports across unrelated models/subsystems. The soft pairs are thematically similar in places, but none look like the same concrete bug/change; I would not merge any of them.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45020 is the broadest umbrella report here: it captures the general class of recent-version regressions breaking model loading/behavior for remote-code/custom-model cases, which best matches the cluster\u2019s overall theme.", + "summary": "The items are mostly a heterogeneous mix of unrelated regressions and feature requests across tokenization, multimodal models, training, and runtime behavior. None of the suggested soft pairs look like the same underlying bug/change, so I would not collapse them into duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest open issue in the set and the closest thing to an umbrella regression report, but the collection is too diverse for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest single representative because it is broad, open, and describes the overarching regression pattern rather than one model-specific symptom.", + "best_issue_reason": "issue:45020 is the strongest representative anchor because it covers a broad, active class of recent transformer regressions rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failures: vLLM/PaddleOCR-VL loading vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Both are loading regressions in recent Transformers, but they describe different failure modes and models; not the same concrete tokenizer/model bug." + "reason": "Both are Qwen VL-related, but one is a broad video regression and the other is a still-image temporal position scaling bug." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "Qwen3MoE FP8 failure vs missing Float8 storage class are different low-level errors and likely different code paths." + "reason": "One is a Qwen3Moe FP8 config failure; the other is a generic Float8 storage TypeError. Related area, not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both mention transformers v5 regressions, but the concrete breakages differ: base_model_prefix loading vs non-persistent buffer junk." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "One is a Qwen3-MoE sliding-window bug, the other is strict config handling for granite_speech; unrelated subsystems." + "reason": "Unrelated config/loading problems in different model families." }, { - "left": "issue:43611", - "right": "issue:44534", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Base-model-prefix loading breakage and non-persistent-buffer corruption are distinct issues." + "reason": "Both involve Qwen2.5-VL, but multiple-images IterableDataset failure is not the same as still-image rope/temporal indexing." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Device-map/offload loading failure and Qwen3 MoE memory inefficiency are not the same bug." + "reason": "Tokenizer attribute conflict vs CUDA assert during auto device mapping are unrelated." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility and noisy model-loading output are unrelated." - }, - { - "left": "issue:44479", - "right": "issue:45325", - "accept": false, - "reason": "Both involve Qwen VL/video behavior, but one is a video-input regression and the other is a rope-index scaling bug for still images." + "reason": "Packaging/backend dependency issue vs generic loading noise; no shared code-path bug." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on gpt-oss and Whisper batch_decode skip_special_tokens are unrelated." + "reason": "Perplexity anomaly on GPT-OSS is unrelated to Whisper batch_decode special-token handling." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "AutoTokenizer/Voxtral error handling and an Apple Silicon allocator TypeError are different problems." + "reason": "AutoTokenizer error messaging and Apple Silicon allocator warmup TypeError are unrelated." }, { - "left": "issue:42175", - "right": "issue:45542", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Both touch TF packaging/backend handling, but one is missing TensorFlow in a torch extra and the other is an undefined backend when only tensorboard is installed." + "reason": "Different transformers v5 regressions with no shared failing code path." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma-4 FSDP2 shared_kv_states KeyError are distinct." + }, + { + "left": "issue:42175", + "right": "issue:45542", "accept": false, - "reason": "Video-LLaVA tower/temporal-attention bug and Qwen3.5 save_pretrained key regression are different model-specific defects." + "reason": "Both touch TF/backends, but one is missing TensorFlow in extras and the other is a tensorboard-without-TF runtime error." }, { "left": "issue:44462", "right": "issue:45812", "accept": false, - "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json while the other miscomputes Granite token IDs; not the same fix." + "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json while the other returns wrong token IDs for Granite." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Tokenizer method-name conflict and Qwen3 auto-device-map cuda assert are unrelated." + "reason": "Runtime post-processor update bug vs add_special_tokens not adding BOS/EOS for a specific tokenizer." }, { - "left": "issue:44079", - "right": "issue:45663", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "ModelOutput key assignment and Gemma4 shared_kv_states rebuilding are unrelated code paths." + "reason": "Different multimodal model bugs: Video-LLaVA tower architecture vs Qwen3.5 save_pretrained key names." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Runtime special-token post-processing update and add_special_tokens not adding BOS/EOS are different tokenizer behaviors." + "reason": "Device-map/offload loading failure is unrelated to Qwen3 MoE training memory inefficiency." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage support are different failures." - }, - { - "left": "issue:43632", - "right": "issue:44534", - "accept": false, - "reason": "_is_hf_initialized flag breakage and junk-filled non-persistent buffers are separate regressions." + "reason": "Whisper model runtime failure vs Float8 storage lookup error are different failures." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Noisy load messages and tokenizer loading failure for EMBEDDIA/est-roberta are unrelated." + "reason": "Generic loading noise is not the same as a tokenizer load failure for a specific model." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is a torch/kernel compatibility issue, not the remote_code loading regression described in 45020." + "reason": "Compiled flex_attention on torch>=2.9 is a different compatibility break than remote_code model loading regressions." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/Qwen2.5-VL training issues, but multi-GPU training and multi-image IterableDataset failures are different problems." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading with transformers v5 and CLIPTokenizer max-length misuse are different tokenizer/model bugs." + "reason": "GGUF loading failure and CLIPTokenizer max_length behavior are unrelated." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Flash-attention training degeneration and zero-loss classification behavior are both training problems but not the same concrete defect." + "reason": "Both concern degenerate sequence-classification training, but the causes differ: flash_attention_3 vs num_labels=1/problem_type handling." }, { - "left": "issue:33666", + "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Qwen2-VL multi-GPU training and iterable-dataset multi-image prompting are different training scenarios and failures." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights unexpected argument and missing Float8 storage are different initialization/storage issues." + "reason": "Init-empty-weights/_is_hf_initialized argument mismatch is not the same as Float8 storage resolution failure." }, { - "left": "issue:43482", - "right": "issue:43525", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "GGUF loading failure and missing pad_token_id in Llama4Config are unrelated." + "reason": "ModelOutput key bookkeeping and non-persistent buffer initialization are separate bugs." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Multi-image iterable dataset failure and Qwen2.5-VL still-image position-id scaling are different multimodal bugs." + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Batched-vs-single MIMI output mismatch from missing padding mask and Gemma3 NaNs from sliding-window all-padding windows are different issues." + "reason": "MIMI encoder padding-mask bug and Gemma3 sliding-window NaNs are different code paths." }, { - "left": "issue:41720", - "right": "issue:45081", + "left": "issue:43749", + "right": "issue:44079", "accept": false, - "reason": "Qwen3 device-map assert and Mistral tokenizer regex patch crash are unrelated." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43531", + "right": "issue:44291", "accept": false, - "reason": "TF backend packaging and PaddleOCR-VL load failure in vLLM are different problems." + "reason": "Qwen3-MoE sliding_window issue and init_empty_weights/_is_hf_initialized TypeError are different regressions." }, { - "left": "issue:43531", - "right": "issue:44291", + "left": "issue:41720", + "right": "issue:45081", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and init_empty_weights argument handling are unrelated." + "reason": "CUDA assert in Qwen3 auto device mapping and Mistral regex patch crash are unrelated." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43644", + "right": "issue:44079", "accept": false, - "reason": "Both are Transformers v5 loading regressions, but one is specifically base_model_prefix handling and the other is generic custom model initialization; not enough evidence of the same bug." + "reason": "Non-persistent buffer junk and ModelOutput key assignment are different transformer-v5 issues." } ] }, @@ -3352,21 +3399,23 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 10, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ + "issue:34634", "issue:35707", "issue:39692", "issue:40444", "issue:40990", "issue:41720", + "issue:42175", "issue:42915", "issue:43262", "issue:43296", @@ -3374,22 +3423,20 @@ "issue:43377", "issue:43454", "issue:43482", - "issue:43526", "issue:43550", "issue:43572", "issue:43606", + "issue:43611", "issue:43632", - "issue:43644", + "issue:43646", "issue:43701", "issue:43746", "issue:43792", "issue:43819", "issue:43873", "issue:43881", - "issue:43883", "issue:43957", "issue:43994", - "issue:44079", "issue:44186", "issue:44265", "issue:44291", @@ -3397,7 +3444,6 @@ "issue:44466", "issue:44479", "issue:44488", - "issue:44534", "issue:44610", "issue:44617", "issue:44877", @@ -3406,311 +3452,311 @@ "issue:45325", "issue:45381", "issue:45584", + "issue:45701", "issue:45759", "issue:45800", "issue:45823", "issue:45834" ], "soft_pairs": [ + "issue:40444|issue:45381", "issue:44265|issue:45072", "issue:43632|issue:45072", - "issue:43454|issue:44466", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:45325|issue:45381", "issue:43994|issue:44898", - "issue:44079|issue:44534", + "issue:43454|issue:44466", "issue:45325|issue:45834", "issue:43792|issue:43957", "issue:42915|issue:43482", - "issue:44079|issue:45072", - "issue:40444|issue:45381", - "issue:43644|issue:44079", - "issue:45325|issue:45381", "issue:44387|issue:44617", "issue:43296|issue:45800", - "issue:44479|issue:45823", "issue:43881|issue:44488", - "issue:35707|issue:40444", - "issue:44291|issue:44877", - "issue:43317|issue:43873", - "issue:43606|issue:44265", "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:34634|issue:35707", "issue:44186|issue:44265", + "issue:43317|issue:43873", "issue:43606|issue:43819", - "issue:43262|issue:43746", - "issue:41720|issue:45823", + "issue:35707|issue:41720", "issue:43454|issue:43550", + "issue:41720|issue:45823", "issue:43377|issue:44610", - "issue:43377|issue:44898", "issue:43454|issue:45072", - "issue:40990|issue:45584", + "issue:43377|issue:44898", "issue:43572|issue:45759", - "issue:39692|issue:40444", - "issue:43526|issue:43883" + "issue:39692|issue:40444" ], - "prepared_review_unit_hash": "9f9e616372c5fe7ea2b6e7c39740c8e65212cc8e0bd531526cecc16f6656a11c", + "prepared_review_unit_hash": "77a96c1efb36876353c625ce98881a86398d5571ef305a5d9b8abf904e48cff9", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37587, - "estimated_input_tokens": 9397, - "estimated_eval_tokens": 19050 + "serialized_chars": 37520, + "estimated_input_tokens": 9380, + "estimated_eval_tokens": 19016 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports across different models/code paths. The Qwen2.5-VL position-id reports are the only close pair, but they look related rather than a confirmed duplicate; I\u2019d keep 45325 as the cluster anchor.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45325 is the best anchor because it is earlier and more specific about the likely root path (`get_rope_index` / temporal position-id scaling), while 45381 reads as a related video-input symptom rather than a clearly identical bug.", + "summary": "The cluster is mostly heterogeneous and does not collapse into a single duplicate set. The only strong soft edge is the Qwen2.5-VL position-id regression pair; the rest look like separate model-specific bugs or unrelated regressions.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45325 is the clearest root-cause report: it names the exact failing function (`get_rope_index`) and the incorrect `tokens_per_second` scaling, making it the best anchor for the Qwen2.5-VL position-id regression cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45325 is the strongest representative for the Qwen2.5-VL position-id regression cluster: it is concrete, root-cause oriented, and precedes the later video report.", + "best_issue_reason": "issue:45325 is the most useful single issue to keep because it is specific, reproducible, and points directly at the likely fix site for the paired Qwen2.5-VL position-id bug.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal failures, but one is about finetuning multiple images per prompt and the other about video vision_position_ids; too different to treat as the same bug." + }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "Different failures: torch.export/torch_compilable_check vs bfloat16 dtype mismatch." + "reason": "Different subsystems and failures: torch.export / torch_compilable_check vs dtype mismatches during bfloat16 inference." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "Unrelated bugs: `_is_hf_initialized` breakage vs bfloat16 inference dtype mismatch." + "reason": "_is_hf_initialized/v5 init regression is unrelated to a bfloat16 dtype mismatch issue." }, { - "left": "issue:43454", - "right": "issue:44466", + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency problem vs a model-loading failure in vLLM; no shared concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Both mention tied weights, but one is missing lm_head tying and the other is device-dependent serialization; different code paths." + "reason": "Both are Transformers v5 breakages, but one is about base_model_prefix loading and the other about custom model initialization; too broad to merge as the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL position-id regression in 5.3.0, centered on incorrect `get_rope_index`/vision position-id handling; a single fix could plausibly cover both." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model issues with different symptoms and mechanisms." + "reason": "Different models and different failures: SigLIP2 nonsensical outputs vs Perceiver non-default resolution issues." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:43454", + "right": "issue:44466", "accept": false, - "reason": "ModelOutput key assignment is unrelated to non-persistent-buffer junk serialization." + "reason": "Related to tied lm_head weights, but one is a missing weight-tying bug and the other is inconsistent serialization depending on device; not the same concrete issue." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal indexing bugs, but the concrete models and failure modes differ (Qwen2.5-VL position IDs vs Kosmos2.5 OCR long-input indexing)." + "reason": "Qwen2.5-VL position-id bug vs Kosmos2.5 long-OCR index error; unrelated model paths." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure is unrelated to meta-device loading breakage in other models." + "reason": "Whisper runtime failure and generic meta-device loading regressions are different code paths and models." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different issues: FineGrainedFP8Config failure vs GGUF loading failure under v5." - }, - { - "left": "issue:44079", - "right": "issue:45072", - "accept": false, - "reason": "ModelOutput key handling is unrelated to dtype mismatches under bfloat16." - }, - { - "left": "issue:40444", - "right": "issue:45381", - "accept": false, - "reason": "Same family (Qwen2.5-VL) but different concrete bugs: multi-image finetuning vs video vision_position_ids." - }, - { - "left": "issue:43644", - "right": "issue:44079", - "accept": false, - "reason": "Non-persistent-buffer junk and ModelOutput key assignment are distinct regressions." - }, - { - "left": "issue:45325", - "right": "issue:45381", - "accept": false, - "reason": "Related Qwen2.5-VL position-id regressions, but the packet only supports plausible relatedness; the surfaces differ (still-image temporal scaling vs video `vision_position_ids`)." + "reason": "Qwen3Moe FP8 failure vs Qwen2.5-GGUF loading on v5; unrelated." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Different resource problems: int4 quantization memory regression vs video OOM." + "reason": "Both mention OOM, but the causes are different: int4 quantization memory growth vs Sam3Video memory exhaustion." }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Different problems: PaddleOCR-VL loading failure vs torch/transformers version incompatibility." + "reason": "PaddleOCR-VL/vLLM model load failure is unrelated to torch 2.4.1 and Transformers 5.8.0 incompatibility." }, { - "left": "issue:44479", - "right": "issue:45823", + "left": "issue:43881", + "right": "issue:44488", "accept": false, - "reason": "Device-related, but not the same concrete bug: Qwen VL video regression vs Gemma4 PLE forward mismatch." + "reason": "Two unrelated model-loading failures for different checkpoints." }, { - "left": "issue:43881", - "right": "issue:44488", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Different models and different loading failures." + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:44479", + "right": "issue:45823", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + "reason": "Video-input regression in Qwen models vs Gemma4 device-map mismatch; different models and bugs." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Both are loading/config issues, but the specific failures are different (`init_empty_weights` argument vs strict granite_speech config)." + "reason": "init_empty_weights/_is_hf_initialized argument issue is not the same as strict GraniteSpeech config loading." }, { - "left": "issue:43317", - "right": "issue:43873", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "Both involve offload/quantization, but the reported failures are not the same code-path bug." + "reason": "High perplexity on a benchmark and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default vs PEFT checkpoint loading; distinct bugs." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "CPU offload device mismatch in bark-small is unrelated to torch.export failures in detection models." + "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export failures." }, { - "left": "issue:43701", - "right": "issue:45325", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." + "reason": "Quantization/offload behavior and tokenizer version-dependent tokenization are different problem areas." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER padding/truncation are unrelated to torch.export/torch_compilable_check." + "reason": "Tokenizer NER/padding crash is unrelated to export-time torch_compilable_check failures." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43317", + "right": "issue:43873", "accept": false, - "reason": "Different audio-model bugs: CPU-offload device mismatch vs DAC latent/STE mismatch." + "reason": "Dequantized model offload loading and quantization offloading behavior are related by theme only, not the same bug." }, { - "left": "issue:43262", - "right": "issue:43746", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "Audio processor sample-rate defaulting is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "Bark CPU-offload device mismatch is unrelated to DAC.from_latents vs forward mismatch." }, { - "left": "issue:41720", - "right": "issue:45823", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Different device-mapping failures in different models; no shared concrete bug." + "reason": "Progressive generation issue and Qwen3 auto device-map cuda assert are different failures and code paths." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight-tying failure is unrelated to Bamba torch.compile SDPA failure." + "reason": "Tied lm_head weight bug vs Bamba SDPA torch.compile failure; unrelated." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:41720", + "right": "issue:45823", "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is unrelated to OmDet processor resolution mismatch." + "reason": "Both involve device mapping, but the concrete failures and models differ." }, { "left": "issue:43377", - "right": "issue:44898", + "right": "issue:44610", "accept": false, - "reason": "Different models and symptoms; no shared underlying bug." + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor image-size mismatch." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight-tying bug is unrelated to bfloat16 dtype mismatch under CI inference." + "reason": "lm_head weight tying/serialization issue is unrelated to bfloat16 dtype mismatches." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43377", + "right": "issue:44898", "accept": false, - "reason": "GPT-OSS perplexity regression is unrelated to Whisper empty-transcription generation failure." + "reason": "Padding-mask batching bug and Perceiver resolution bug do not share the same underlying code path." }, { "left": "issue:43572", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." + "reason": "StableLmConfig pad_token_idx regression is not the same as composite Qwen multimodal config unwrapping." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc-example errors are unrelated to Qwen2.5-VL multi-image finetuning failures." - }, - { - "left": "issue:43526", - "right": "issue:43883", - "accept": false, - "reason": "BEiT Fast label reduction bug is unrelated to Molmo tied-weights attribute failure." + "reason": "SigLIP2 example/model mismatch and Qwen2.5-VL multi-image finetuning failure are separate multimodal issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The overall framing is mostly grounded, but the accepted 45325/45381 edge is a bit too strong for the packet alone. The titles show the same model/version and both mention position IDs, yet they describe different surfaces of the bug (still-image temporal scaling vs video `vision_position_ids`) and the packet does not provide explicit duplicate evidence. I would treat that pair as plausible/related rather than a definite duplicate; the rest of the soft-edge rejections look conservative." + "accept": true, + "feedback": "Grounded overall: the summary matches the packet\u2019s mostly heterogeneous issue set, and the only accepted soft edge (issue:45325 \u2194 issue:45381) is plausibly mergeable from the titles alone because both concern Qwen2.5-VL position-id handling in 5.3.0. The other pairwise rejections are conservative and do not overclaim shared root cause." }, "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": false, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 11, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ - "issue:34634", - "issue:35707", "issue:36331", + "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43296", - "issue:43316", "issue:43317", "issue:43322", "issue:43404", "issue:43450", "issue:43454", + "issue:43526", "issue:43550", "issue:43577", "issue:43606", @@ -3720,6 +3766,7 @@ "issue:43792", "issue:43873", "issue:43881", + "issue:43883", "issue:44008", "issue:44186", "issue:44387", @@ -3732,7 +3779,6 @@ "issue:44756", "issue:44877", "issue:44898", - "issue:44913", "issue:44918", "issue:44977", "issue:44991", @@ -3748,259 +3794,252 @@ "issue:45823" ], "soft_pairs": [ - "issue:44466|issue:45357", + "issue:43526|issue:43883", + "issue:43749|issue:44534", "issue:43881|issue:44991", - "issue:43792|issue:44683", + "issue:44466|issue:45357", "issue:43296|issue:44877", "issue:43454|issue:43720", - "issue:43873|issue:45701", + "issue:43792|issue:44683", + "issue:41720|issue:43322", "issue:41720|issue:44977", "issue:44008|issue:45823", "issue:45632|issue:45684", + "issue:40990|issue:45701", "issue:43404|issue:45357", - "issue:34634|issue:35707", - "issue:44423|issue:45406", - "issue:43577|issue:43708", + "issue:42617|issue:42915", "issue:44186|issue:45072", - "issue:35707|issue:41720", + "issue:43577|issue:43708", "issue:43873|issue:44756", + "issue:44387|issue:45704", + "issue:44423|issue:45406", "issue:44877|issue:44991", - "issue:42617|issue:42915", - "issue:43749|issue:44534", + "issue:36331|issue:42617", + "issue:36331|issue:42915", "issue:43450|issue:45701", "issue:43550|issue:43720", - "issue:36331|issue:42915", "issue:44610|issue:44898", - "issue:36331|issue:42617", "issue:44186|issue:44610", - "issue:44387|issue:45704", "issue:44479|issue:44918", "issue:42915|issue:43317", "issue:43550|issue:43606", - "issue:43316|issue:44913", - "issue:45081|issue:45812", - "issue:41720|issue:43322" + "issue:41720|issue:42617", + "issue:45081|issue:45812" ], - "prepared_review_unit_hash": "480ab5f688ebfa18db4c56a4ed1f88c85378d2bfc88c05e1895bd9ade11d1eb2", + "prepared_review_unit_hash": "a53d56a1da970ec1262e34516f92a5e0826795780fe3513bf8b0108b717755e4", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37355, - "estimated_input_tokens": 9339, - "estimated_eval_tokens": 18934 + "node_count": 47, + "item_count": 47, + "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": "These issues are mostly unrelated model-specific regressions and loading/runtime failures, with no strong duplicate cluster. I did not find any soft-edge pair that looks like the same underlying bug or change.", - "confidence": 0.9, - "canonical_issue_reason": "issue:43873 is the broadest and most central representative here, covering offloading/quantization behavior that overlaps the cluster\u2019s general loading/runtime theme.", + "summary": "This cluster is highly heterogeneous: most items are isolated transformer/model-specific bugs around loading, offloading, tokenization, multimodal I/O, or trainer behavior, with no clear duplicate group beyond loose subsystem similarity.", + "confidence": 0.21, + "canonical_issue_reason": "If forced to pick one representative, issue 43873 is the broadest and most central because it addresses a general offloading/quantization failure pattern and has the most discussion/references. However, the cluster overall does not form a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best single issue representative because it is open, broadly phrased, and has the strongest evidence of ongoing impact among the set.", + "best_issue_reason": "Issue 43873 is the best single issue to anchor the cluster since it is broader than the model-specific regressions and appears to be the most actively discussed loading/offloading bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45357", + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different failures: BeitImageProcessorFast label reduction vs Molmo tied-weights attribute error." + }, + { + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "Different bugs: lm_head tying/serialization by device vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + "reason": "Both relate to loading/memory only at a very high level; one is FSDP RAM-efficient loading, the other is non-persistent buffer initialization." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different models and failure points: glm-4v-9b load failure vs tokenizer loading regression for EMBEDDIA/est-roberta." + "reason": "Unrelated models and failure modes: multimodal model load failure vs tokenizer loading regression." }, { - "left": "issue:43792", - "right": "issue:44683", + "left": "issue:44466", + "right": "issue:45357", "accept": false, - "reason": "Whisper model runtime failure is unrelated to the torch>=2.9 compiled flex_attention regression." + "reason": "Both concern save_pretrained/state serialization, but the concrete bugs differ: lm_head tying vs visual encoder key serialization." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "Different config-loading problems for different models; no shared underlying bug is clear." + "reason": "Different root causes: vLLM/PaddleOCR-VL loading failure vs strict config rejection for granite_speech." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "One is a weight-tying bug, the other is packed-weight unpacking during accelerate loading." + "reason": "AyaVision tied-weight bug and BitNet packed-weight unpacking are distinct code paths and fixes." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43792", + "right": "issue:44683", "accept": false, - "reason": "Quantization/offload behavior and tokenizer changes are different code paths and symptoms." + "reason": "Whisper loading/can't-run report is not the same as compiled flex_attention failing on newer torch." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device mapping cuda assert and Llava Next segfault are different model/runtime failures." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Both are Qwen family, but one is device-mapping CUDA assert and the other is flash-attention generation regression." + "reason": "Different symptom and likely cause: device-mapped cudaErrorAssert vs flash-attention generation regression." }, { "left": "issue:44008", "right": "issue:45823", "accept": false, - "reason": "Different Gemma bugs: variable-name collision in forward vs device mismatch with auto device map." + "reason": "Gemma 3n variable-name collision in forward is unrelated to Gemma4 device-mismatch forwarding." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collisions and permission propagation are unrelated save/load issues." + "reason": "Cache-path collisions and read-only permission propagation are separate save/load issues." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression and tokenization-version mismatch are not the same bug." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head weight tying issue is unrelated to Qwen3.5 visual encoder key serialization." + "reason": "Mistral3 lm_head tying bug is unrelated to Qwen3.5 visual encoder save_pretrained regression." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "BarkProcessor voice_preset bug and progressive generation with inputs_embeds/past_key_values are different problems." + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different problems." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:44186", + "right": "issue:45072", "accept": false, - "reason": "Both crash in serve, but with different processors, attributes, and likely different root causes." + "reason": "LayoutLMv2 tokenizer batching crash and bfloat16 dtype mismatch are unrelated." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "BLIP2 dtype loading and trainer resume/max_steps calculation are unrelated." + "reason": "BLIP2 dtype loading and Trainer resume max_steps calculation are different subsystems." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Tokenizer NER/padding crash and bf16 dtype mismatch are different failure classes." + "reason": "Both mention memory/offload, but one is quantized offloading behavior and the other is mmap-induced OOM on Strix Halo." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Generation with inputs_embeds/past_key_values is unrelated to a Qwen3 device-mapping CUDA assert." + "reason": "Int4 quantization memory growth and apex FusedRMSNorm leak are unrelated memory issues." }, { - "left": "issue:43873", - "right": "issue:44756", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Quantization offloading problems are not the same as disabling mmap to avoid OOM on Strix Halo." + "reason": "Serve crash from string inputs in multimodal batching is not the same as Gemma4Processor missing _tokenizer." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config loading for granite_speech and tokenizer loading regression for est-roberta are unrelated." + "reason": "Strict config handling and tokenizer loading failure are separate regressions." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "A 3d_parallel.py runtime problem is unrelated to Qwen3Moe failing with FineGrainedFP8Config." + "reason": "CustomTrainer loss-signature breakage is unrelated to 3d_parallel.py startup failure." }, { - "left": "issue:43749", - "right": "issue:44534", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "FSDP CPU-efficient loading and non-persistent buffer junk are different loading bugs." + "reason": "Trainer API mismatch and Qwen3Moe FP8 loading failure are different issues." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Batched video processor shape mismatch is unrelated to tokenizer changes across versions." + "reason": "Batched video processor shape bug is unrelated to tokenization changes." }, { "left": "issue:43550", - "right": "issue:43606", - "accept": false, - "reason": "torch.compile+SDPA failure for Bamba is unrelated to Bark CPU-offload device mismatch." - }, - { - "left": "issue:36331", - "right": "issue:42915", + "right": "issue:43720", "accept": false, - "reason": "Trainer compute_loss signature breakage is unrelated to Qwen3Moe FP8 config loading." + "reason": "torch.compile/SDPA failure is a different problem from BitNet packed-weight loading." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both involve vision input sizing, but they affect different models and different root causes." - }, - { - "left": "issue:36331", - "right": "issue:42617", - "accept": false, - "reason": "Unexpected compute_loss argument and 3d_parallel.py execution failure are unrelated." + "reason": "Both concern image-size handling, but they affect different processors/models and are not the same bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash and processor image-size mismatch do not indicate the same bug." - }, - { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Int4 quantization OOM from reserved memory growth is unrelated to apex RMSNorm memory leak." + "reason": "Tokenizer crash on NER inputs and OmDet processor output-size mismatch are unrelated." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression in Qwen models and trl SFT unpacking of input embeddings are different bugs." + "reason": "Video-input regression for Qwen models and TRL embedding unpacking failure are different code paths." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both mention loading/offload, but one is FP8 config failure and the other is gpu+cpu offload with dequantized models." + "reason": "FineGrainedFP8 loading failure and dequantized-model device_map offload failure are not the same issue." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "These are different offload/compile/device-mismatch issues and not the same code-path problem." + "reason": "torch.compile SDPA bug and CPU-offload device mismatch are distinct failures." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Config API discrepancy for Gemma3TextConfig is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "These are unrelated: cuda assert during auto device mapping vs inability to run a separate parallel script." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Mistral tokenizer regex patch crash and Granite token-id regression are different tokenizer bugs." - }, - { - "left": "issue:41720", - "right": "issue:43322", - "accept": false, - "reason": "Qwen3 device-map CUDA assert and Llava Next segfault are unrelated model-loading failures." + "reason": "Mistral regex patch crash and Granite tokenizer wrong IDs are different tokenizer bugs." } ] }, @@ -4014,26 +4053,27 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 12, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:30064", + "issue:33357", "issue:34567", "issue:34634", "issue:35707", "issue:36010", - "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43295", + "issue:43316", "issue:43322", "issue:43388", "issue:43421", @@ -4045,27 +4085,27 @@ "issue:43606", "issue:43653", "issue:43720", + "issue:43746", "issue:43782", "issue:43873", "issue:43881", "issue:43927", "issue:44186", "issue:44361", - "issue:44368", - "issue:44451", "issue:44492", "issue:44509", "issue:44514", "issue:44545", + "issue:44625", "issue:44671", "issue:44743", "issue:44779", - "issue:44991", + "issue:44913", "issue:45059", "issue:45161", - "issue:45357", "issue:45406", "issue:45464", + "issue:45479", "issue:45701", "issue:45704", "issue:45759", @@ -4073,244 +4113,251 @@ "issue:45859" ], "soft_pairs": [ + "issue:43316|issue:44913", "issue:43295|issue:45701", - "issue:40990|issue:45701", "issue:43526|issue:43881", + "issue:44671|issue:44743", "issue:41720|issue:45161", "issue:43531|issue:43572", "issue:43421|issue:45812", - "issue:44671|issue:44743", - "issue:41720|issue:42617", "issue:36010|issue:42617", "issue:43540|issue:43782", "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43388|issue:45059", "issue:45406|issue:45464", - "issue:30064|issue:34634", "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:33357|issue:35707", "issue:44492|issue:44509", "issue:44779|issue:45812", - "issue:42915|issue:43322", + "issue:41720|issue:43746", "issue:43606|issue:43720", + "issue:43873|issue:45704", "issue:43550|issue:43653", - "issue:43388|issue:45059", "issue:44514|issue:44545", + "issue:44625|issue:45479", "issue:43531|issue:45759", "issue:43606|issue:43653", + "issue:34634|issue:41720", "issue:43421|issue:43927", "issue:34567|issue:35707", - "issue:44368|issue:45357", - "issue:44451|issue:44991", - "issue:43873|issue:45704", "issue:45759|issue:45859" ], - "prepared_review_unit_hash": "4afc43e7ac7ba007b388b47616ff9143510ebc042bea816ba83c0b296a2412b4", + "prepared_review_unit_hash": "d29fbea003905f3c8223e9512a36b91a8f594996d28a220ee3b58608a52be015", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35702, - "estimated_input_tokens": 8926, - "estimated_eval_tokens": 18108 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous: many unrelated model-specific bugs and regressions were grouped by broad tokenizer/processor similarity. The only clear duplicate pair is the Qwen2_5_VLProcessor batching crash (issues 44514/44545).", - "confidence": 0.93, - "canonical_issue_reason": "issue:44545 is the best canonical choice because it is an exact duplicate of 44514, has slightly higher activity, and the title/body are the cleaner target for consolidation.", + "summary": "The cluster is mostly a noisy mix of unrelated Transformers bug reports across different models and subsystems. The only clear duplicate pair is the two identical Qwen2_5_VLProcessor.apply_chat_template issues; all other soft links are too broad or model-specific to merge.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44514 is the best canonical anchor: it matches issue:44545 by exact title and same crash scenario, and it was opened first.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the only strong duplicate anchor in this cluster; the rest of the items are not the same underlying bug, so it is the safest representative issue.", + "best_issue_reason": "issue:44514 is the strongest representative because it is a precise, concrete bug report with an exact duplicate counterpart (issue:44545).", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43295", - "right": "issue:45701", + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "Both mention tokenization-related regressions, but one is a processor/tokenizer API regression and the other is a broad tokenization behavior change; not the same bug." + "reason": "Both are config-propagation bugs, but they affect different model families and different fields; not the same underlying defect." }, { - "left": "issue:40990", + "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "High perplexity on a specific model is not the same as a general tokenization change regression." + "reason": "One is a regression in processor/tokenizer access for custom model code; the other is a broad tokenization-version complaint. Too different." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Different models and failure modes: BeitImageProcessor label reduction vs glm-4v loading failure." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3_5 recurrent-state reset are different code paths and failures." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both involve Qwen3/MoE and device mapping, but one is a CUDA assert and the other is a tensor-parallel-only issue; different code paths." + "reason": "Both mention Qwen/MoE, but one is an A800 cudaErrorAssert with auto device mapping and the other is a TP-only issue on GPT-OSS MoE; not the same bug." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a missing pad_token_idx in StableLmConfig." + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Both concern tokenizers, but one is runtime post-processor updates and the other is wrong token IDs for Granite models; not the same defect." - }, - { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "CamemBERT masked-LM prediction errors and Qwen recurrent-state reset are different model internals and bugs." - }, - { - "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert is unrelated to a 3d_parallel.py execution failure." + "reason": "Runtime post-processor updates for special tokens and Granite token-id regression are different tokenizer bugs." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Importing GenerationMixin and running 3d_parallel.py are unrelated failures." + "reason": "GenerationMixin import failure and inability to run 3d_parallel.py are not the same issue." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is not the same as a weight_only loading error in Qwen3VL." + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only from_pretrained error are distinct loading/processing failures." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer/task issues, but they affect different tokenizers and failure modes; not a shared underlying bug." + "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer AttributeError are different tokenizers with different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segmentation fault do not share a concrete root cause." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics label truncation and SAM3 text/bounding-box odd behavior are unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to Qwen3.5 streaming inference failures." + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Tokenizer post-processor update bug and tokenization changes across versions are too broad and not the same defect." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Image processor void segmentation maps and BarkProcessor voice_preset are unrelated processor bugs." + "reason": "Void segmentation-map processing and BarkProcessor voice_preset failure are unrelated processor bugs." }, { - "left": "issue:43421", - "right": "issue:45701", + "left": "issue:33357", + "right": "issue:35707", "accept": false, - "reason": "Runtime special-token/post-processor updates do not match a broad tokenization regression across versions." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different failures." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategy docs is unrelated to removed pipeline-task documentation." + "reason": "Cache-strategy typo and outdated docs for removed pipeline tasks are documentation issues, but not the same one." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Deepseek tokenizer regression and Granite tokenizer regression are separate model-specific bugs." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different causes; too weak to merge." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different failures in different subsystems." + "reason": "Qwen3 device-mapping assert and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are both loading-related, but not the same code path." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Bamba torch.compile SDPA failure and BigBird tokenizer special-token registration are unrelated." + "reason": "Quantization offloading and an apex FusedRMSNorm memory leak are unrelated." }, { - "left": "issue:43388", - "right": "issue:45059", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Metric gathering label truncation and SAM3 text/bounding-box behavior are different bugs." + "reason": "torch.compile/SDPA behavior in Bamba and BigBirdTokenizer special-token registration are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same title and same crash scenario; 44545 is a clear duplicate of 44514." + "reason": "Exact same title and same batched apply_chat_template crash; clear duplicate pair." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and degenerate zero-loss classification across models are different bugs." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and unwrapping text_config for composite configs are distinct generation/model-construction bugs." + "reason": "Qwen3-MoE sliding_window issue and composite Qwen config unwrapping are related only by model family, not by the underlying defect." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bark CPU offload device mismatch and BigBird mask-token registration are unrelated issues." + "reason": "Same general area of model/tokenizer behavior, but offload mismatch vs tokenizer special-token registration are not duplicates." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Updating post-processors when special tokens change is different from saving/loading DiaConfig custom token IDs." + "reason": "Runtime special-token post-processing and DiaConfig save/load token IDs are separate configuration/tokenizer bugs." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token counter not updating and progressive generation with inputs_embeds/past_key_values are unrelated." - }, - { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "A config warning about tie_word_embeddings is not the same as saving incorrect visual encoder keys." - }, - { - "left": "issue:44451", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer-loading regressions, but they affect different models and likely different tokenizer files/code paths." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Quantization/offloading problems are unrelated to a T5 apex RMSNorm memory leak." + "reason": "TrainerState token counter bug and progressive generation issue are unrelated." }, { "left": "issue:45759", "right": "issue:45859", "accept": false, - "reason": "Composite-config unwrapping and CPU-offload incompatibility in rotary embedding are different bugs." + "reason": "Composite Qwen config unwrapping and CPU-offload rotary embedding compatibility are distinct issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative. The cluster summary matches the packet: most items are clearly heterogeneous by title/body, and the 44514/44545 pair is the only obvious duplicate with near-identical titles and consistent activity. The soft-edge rejections are appropriately cautious and do not overclaim beyond the packet." + "feedback": "The analyst\u2019s anchor choice is grounded: issue:44514 and issue:44545 are a clear duplicate pair with the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, and 44514 was opened first. The remaining soft-edge rejections are conservative given the packet titles, and the summary does not overclaim beyond the evidence available." }, "evaluator_used": true, "retried": false, @@ -4321,22 +4368,20 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 13, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:30064", - "issue:33666", - "issue:34634", - "issue:35707", "issue:36010", "issue:39692", + "issue:40444", "issue:41720", "issue:42886", "issue:42915", @@ -4346,9 +4391,7 @@ "issue:43531", "issue:43540", "issue:43596", - "issue:43618", "issue:43653", - "issue:43697", "issue:43746", "issue:43782", "issue:43844", @@ -4356,8 +4399,10 @@ "issue:43994", "issue:44008", "issue:44062", + "issue:44077", "issue:44186", "issue:44220", + "issue:44368", "issue:44451", "issue:44589", "issue:44610", @@ -4369,243 +4414,251 @@ "issue:44918", "issue:44936", "issue:44987", + "issue:44991", "issue:45042", "issue:45072", "issue:45081", "issue:45356", + "issue:45357", "issue:45381", - "issue:45479", "issue:45588", "issue:45704", "issue:45759", "issue:45859" ], "soft_pairs": [ + "issue:44451|issue:44991", + "issue:44368|issue:45357", + "issue:43782|issue:45381", "issue:44898|issue:45072", - "issue:41720|issue:43746", - "issue:44062|issue:44451", - "issue:44987|issue:45042", + "issue:44077|issue:44625", "issue:43531|issue:44589", - "issue:33666|issue:35707", + "issue:44987|issue:45042", + "issue:44062|issue:44451", "issue:43421|issue:43653", + "issue:44918|issue:44936", "issue:45588|issue:45759", + "issue:39692|issue:44610", "issue:42886|issue:44843", "issue:43381|issue:43844", - "issue:39692|issue:44610", - "issue:44918|issue:44936", "issue:43421|issue:44186", + "issue:43994|issue:44671", "issue:43525|issue:43531", - "issue:44625|issue:45479", "issue:45704|issue:45859", "issue:45081|issue:45356", - "issue:43782|issue:45381", - "issue:34634|issue:41720", - "issue:43994|issue:44671", - "issue:43381|issue:45704", + "issue:41720|issue:45704", + "issue:43596|issue:44220", "issue:39692|issue:43873", + "issue:43746|issue:43873", "issue:42915|issue:45759", - "issue:43596|issue:44220", - "issue:43540|issue:44008", - "issue:43618|issue:43697", + "issue:40444|issue:43746", + "issue:43746|issue:45381", "issue:44220|issue:44661", + "issue:43540|issue:44008", "issue:30064|issue:36010" ], - "prepared_review_unit_hash": "d8a87b8a179bbee28fc05bdbf7c2a672e66c418ecea1e494b2d6fef9378def78", + "prepared_review_unit_hash": "1b1a44c6784a2adc559365236be5bef0b0443d96895eba004b5c7d1a10a7e184", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36230, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36097, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a heterogeneous collection of unrelated issues. Several pairs share broad themes like tokenizers, multimodal models, or offloading, but none look like the same concrete bug/change.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43873 is the most broadly scoped and most actively discussed item in the set (offloading/quantization with the highest inbound attention), so it is the least bad representative if one must be chosen. It is not, however, a true duplicate umbrella for the cluster.", + "summary": "This cluster is not a true duplicate set; it mixes many unrelated bugs across tokenization, multimodal models, quantization/offloading, and trainer behavior. I rejected all soft edges because none look like the same underlying fix path.", + "confidence": 0.79, + "canonical_issue_reason": "If forced to pick one, issue 44843 is the most concrete and actionable regression (_patch_mistral_regex / HF_HUB_OFFLINE), but the overall set is too heterogeneous for a real canonical duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest global representative because it has the broadest impact and most discussion, but the cluster is too mixed to treat it as a real canonical duplicate target.", + "best_issue_reason": "44843 is the strongest single issue candidate because it has a specific reproducible code path and likely a clear fix, even though it does not represent the rest of the cluster well.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:44451", + "right": "issue:44991", "accept": false, - "reason": "Both involve vision/image-processing behavior, but one is a Perceiver resolution bug and the other is a bfloat16 dtype mismatch in different models/code paths." + "reason": "Different failure modes and models: one is a model load failure, the other a tokenizer loading regression." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "These are unrelated model-loading/runtime failures: Qwen3 device-mapping CUDA asserts versus GraniteSpeech PEFT local checkpoint loading." + "reason": "Both mention Qwen3.5, but one is a LoRA warning about tied embeddings and the other is incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "Both are loading-related, but one is an AddedToken argument clash and the other is a model-specific failure to load ScandiBERT. Different root causes." + "reason": "Different concrete bugs: from_pretrained weight_only loading error vs wrong video vision_position_ids." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms; image-size interpolation failure is not the same as a bfloat16 dtype mismatch." + }, + { + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "One is a failure loading a specific model on newer transformers, the other is an image processor backend dependency regression. Not the same bug." + "reason": "Unrelated config issues: optional post_init policy vs num_labels propagation in Qwen3.5." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "These are different issues: a Qwen3-MoE sliding-window problem versus a Float8 storage lookup error." + "reason": "Sliding-window behavior in Qwen3-MoE and missing Float8 storage type are unrelated bugs." }, { - "left": "issue:33666", - "right": "issue:35707", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "A specific model load failure and a PIL image processor torchvision dependency regression are different code-path problems." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Both touch special tokens, but one is runtime post-processor updating and the other is BigBirdTokenizer mask-token registration. Similar area, different bug." + "reason": "AddedToken special-argument conflict is unrelated to the model loading failure in the other issue." }, { - "left": "issue:45588", - "right": "issue:45759", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Flash-attention sink handling and composite Qwen config unwrapping are unrelated code paths." + "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is BigBird special-token registration/decoding." }, { - "left": "issue:42886", - "right": "issue:44843", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Both mention offline tokenization, but 44843 is specifically the Mistral regex patch calling model_info(), while 42886 is a broader cache-load failure." + "reason": "Different training workflow failures: embedding unpacking with TRL vs evaluate() after train() state handling." }, { - "left": "issue:43381", - "right": "issue:43844", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Gradient checkpointing in eval mode is not the same as gradients increasing under DeepSpeed ZeRO-3." + "reason": "Flash-attention aux handling and AutoModelForCausalLM.from_config text_config unwrapping are unrelated." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both involve vision processor/model mismatch, but one is a SigLIP2 doc example/quantization issue and the other is OmDet-Turbo input-size mismatch." + "reason": "Both involve model/processor mismatch, but for different models and different concrete failures." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both touch HF_HUB_OFFLINE, but 44843 is a specific _patch_mistral_regex/model_info bug while 42886 is a broader cache/offline tokenizer failure." + }, + { + "left": "issue:43381", + "right": "issue:43844", "accept": false, - "reason": "Training with Qwen3.5 embeddings/trainer unpacking is unrelated to trainer.evaluate() failing after train()." + "reason": "Eval-mode gradient checkpointing restriction and DeepSpeed ZeRO-3 gradient explosion are not the same bug." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer-related, but NER padding/truncation crashes and runtime special-token post-processing are different concrete failures." + "reason": "Special-token post-processing and LayoutLMv2 NER/padding crashes are different issues." }, { - "left": "issue:43525", - "right": "issue:43531", + "left": "issue:43994", + "right": "issue:44671", "accept": false, - "reason": "Llama4Config missing pad_token_id and Qwen3-MoE sliding_window behavior are unrelated configuration bugs." + "reason": "Different models, different symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM predictions." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:43525", + "right": "issue:43531", "accept": false, - "reason": "One is propagation of num_labels into text config; the other is degenerate zero loss for single-label classification. Same broad area, different bug." + "reason": "Missing pad_token_id in Llama4Config is unrelated to the Qwen3-MoE sliding_window issue." }, { "left": "issue:45704", "right": "issue:45859", "accept": false, - "reason": "T5 apex RMSNorm memory leak and Qwen3_5Moe CPU-offload incompatibility are unrelated." + "reason": "A T5 RMSNorm memory leak and Qwen3_5Moe CPU offload incompatibility are unrelated." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both involve fix_mistral_regex, but one is an AttributeError crash and the other is a tokenizer regression with codec handling/warning issues. Not the same concrete fix." + "reason": "Both relate to fix_mistral_regex, but one is a backend_tokenizer crash and the other is a Kimi codec/warning regression; not the same concrete fix." }, { - "left": "issue:43782", - "right": "issue:45381", - "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video vision_position_ids are distinct multimodal failures." - }, - { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:41720", + "right": "issue:45704", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated model/processor bugs." + "reason": "Auto device-map cuda assert and T5 RMSNorm memory leak are unrelated." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:43596", + "right": "issue:44220", "accept": false, - "reason": "SigLIP2 inference nonsense and CamemBERT masked-LM predictions in v5 are different model-specific regressions." + "reason": "Deepspeed/BertModel zero-sized index error and fbank feature extraction failure are different code paths." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior and T5 RMSNorm memory leak do not share the same underlying code path." + "reason": "SigLIP2 documentation/model mismatch is unrelated to quantization/offloading behavior." }, { - "left": "issue:39692", + "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "SigLIP2 example/model mismatch and offloading-with-quantization are unrelated issues." + "reason": "PEFT local checkpoint loading and quantization offloading are different problems." }, { "left": "issue:42915", "right": "issue:45759", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure is not the same as composite Qwen config text_config unwrapping." + "reason": "FineGrainedFP8Config failure and composite-config from_config unwrapping are unrelated." }, { - "left": "issue:43596", - "right": "issue:44220", + "left": "issue:40444", + "right": "issue:43746", "accept": false, - "reason": "DeepSpeed ZeRO-3/BertModel index error and _torch_extract_fbank_features() are different runtime failures." + "reason": "IterableDataset multi-image finetuning failure and GraniteSpeech PEFT checkpoint loading are different bugs." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43746", + "right": "issue:45381", "accept": false, - "reason": "Video processing ValueError in Qwen3OmniMoe and Gemma 3n audio_mel_mask tensor/name collision are unrelated." + "reason": "Local PEFT checkpoint loading has nothing to do with Qwen2.5-VL video position IDs." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "CLIPOutput attentions assignment and RTDetrV2 output differences in v5 are separate model behavior changes." + "reason": "Audio feature extraction failure and add-new-model-like/tokenizer mapping handling are unrelated." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Audio feature extraction and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are unrelated tokenizer/model registry issues." + "reason": "Qwen3OmniMoe video-input processing and Gemma3n forward-name collision are different model-specific bugs." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation map processing and GenerationMixin import failure are completely different subsystems and failures." + "reason": "Image processor segmentation-map handling and a GenerationMixin import error are unrelated." } ] }, @@ -4619,17 +4672,17 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 14, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ - "issue:42915", + "issue:39692", "issue:43295", "issue:43322", "issue:43335", @@ -4638,28 +4691,28 @@ "issue:43540", "issue:43550", "issue:43577", + "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:43873", "issue:43994", "issue:44008", "issue:44062", - "issue:44077", "issue:44186", "issue:44448", "issue:44485", "issue:44488", "issue:44509", "issue:44561", - "issue:44625", "issue:44671", "issue:44811", "issue:44821", @@ -4679,238 +4732,231 @@ "issue:45834" ], "soft_pairs": [ - "issue:43335|issue:43756", "issue:43720|issue:43819", + "issue:43335|issue:43756", + "issue:43618|issue:43697", "issue:45183|issue:45479", - "issue:44077|issue:44625", "issue:43653|issue:43720", "issue:43716|issue:44008", - "issue:42915|issue:43746", "issue:43295|issue:45834", - "issue:43746|issue:45381", - "issue:43746|issue:43873", + "issue:44062|issue:44488", "issue:43550|issue:45072", "issue:43550|issue:43819", + "issue:43322|issue:45685", "issue:44186|issue:44898", "issue:44843|issue:45081", - "issue:44062|issue:44488", - "issue:43577|issue:43818", "issue:43531|issue:43643", + "issue:43577|issue:43818", "issue:43643|issue:44877", "issue:43421|issue:44811", - "issue:43540|issue:45381", "issue:43653|issue:43819", "issue:44448|issue:44671", + "issue:43540|issue:45381", "issue:43782|issue:44977", "issue:45584|issue:45834", + "issue:43644|issue:43749", + "issue:44485|issue:44509", + "issue:44561|issue:45020", "issue:44821|issue:45084", - "issue:43322|issue:45685", "issue:43825|issue:43994", - "issue:44561|issue:45020", - "issue:44485|issue:44509" + "issue:39692|issue:45834" ], - "prepared_review_unit_hash": "6100093784cf24e124a8a400cb4b226df7eb428dbce863945a71bce820e991e3", + "prepared_review_unit_hash": "45136384bde4b9b2bf02d4a4884f4570c5e11e9231047aca213743599442f1a8", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36668, - "estimated_input_tokens": 9167, - "estimated_eval_tokens": 18590 + "soft_pair_count": 28, + "serialized_chars": 36347, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model-specific regressions. I found no convincing duplicate issue/PR pairs; the only broadly representative issue is the open remote_code regression umbrella.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella in the set (\u201cremote_code\u201d regressions) and is the closest thing to a cluster anchor, though most items are not true duplicates.", + "summary": "This cluster is heterogeneous: it mixes unrelated bug reports across tokenizers, vision/multimodal models, config loading, and docs regressions. None of the soft pairs look like the same underlying issue, so all are rejected. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best representative anchor because it captures the only cross-cutting theme in the cluster; the rest are separate model or tokenizer bugs.", + "best_issue_reason": "43994 is the strongest standalone issue: it has a concrete symptom, a specific model family, and a clear user-facing failure. It is not a good cluster canonical, though, because the rest of the items are mostly unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different failures: BitNet packed-weight loading during accelerate vs DAC.from_latents mismatch with missing STE." + }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different model families and failures: sparse-layer config bug vs RoPE-layer mismatch." + "reason": "Both are model-architecture bugs, but one is sparse-layer creation in SwitchTransformers and the other is RoPE layer dropping in Smollm3." }, { - "left": "issue:43720", - "right": "issue:43819", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Different code paths: packed-weight loading in BitNet vs DAC latent decoding/STE mismatch." + "reason": "Both are regressions, but CLIPOutput attention assignment and RTDetrV2 output drift are separate code paths and symptoms." }, { "left": "issue:45183", "right": "issue:45479", "accept": false, - "reason": "Input validation error handling vs single-label loss degeneracy are unrelated bugs." - }, - { - "left": "issue:44077", - "right": "issue:44625", - "accept": false, - "reason": "PatchTSMixer post-init policy and Qwen3.5 num_labels propagation are unrelated model config issues." + "reason": "Both involve validation/loss behavior, but XOR input validation errors and degenerate single-label classification loss are unrelated bugs." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug; different subsystems." + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking bug; same broad CI/loading theme, not the same issue." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Both are multimodal, but one is a dtype mismatch and the other is a variable-name collision causing AttributeError." - }, - { - "left": "issue:42915", - "right": "issue:43746", - "accept": false, - "reason": "Qwen3Moe FP8 loading failure and GraniteSpeech PEFT local-checkpoint loading are unrelated." + "reason": "Both are multimodal bugs, but one is image preprocessor dtype mismatch and the other is an audio-mel-mask name collision." }, { "left": "issue:43295", "right": "issue:45834", "accept": false, - "reason": "Processor/tokenizer regression and Kosmos2.5 long-OCR index error are different failure modes." - }, - { - "left": "issue:43746", - "right": "issue:45381", - "accept": false, - "reason": "GraniteSpeech PEFT loading and Qwen2.5-VL video position IDs are unrelated issues." + "reason": "Both mention tokenizer/processor use, but the regression in processor.tokenizer/images-to-tokenizer is unrelated to Kosmos2.5 long-OCR indexing." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "PEFT checkpoint loading is unrelated to quantization/offloading behavior." + "reason": "AddedToken special-kwarg duplication is a tokenizer construction error; cjvt/sleng-bert load failure is a different loading problem." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Different models and bugs: torch.compile+SDPA failure vs dtype mismatch in bfloat16 inference." + "reason": "Different model families and failure modes: torch.compile/SDPA on Bamba vs bfloat16 inference dtype mismatch in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "No shared concrete code path; Bamba compile/SDPA issue is unrelated to DAC latent mismatch." + "reason": "Bamba torch.compile SDPA failure is unrelated to DAC.from_latents not matching forward pass." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault while loading Llava Next models is not the same as an MPS histogram Int error in moe code." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Tokenizer NER/padding crash and Perceiver interpolation issue are different subsystems." + "reason": "LayoutLMv2Tokenizer NER/padding crash and Perceiver non-default-resolution failure are distinct model/tokenizer bugs." }, { "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 an AttributeError on tokenizer backend; distinct bugs." + "reason": "Both touch Mistral regex patching, but one crashes due to unconditional hub lookup offline and the other due to backend_tokenizer attribute access." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "AddedToken keyword duplication is unrelated to loading cjvt/sleng-bert." + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code missing fields are separate config/runtime issues." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." - }, - { - "left": "issue:43531", - "right": "issue:43643", - "accept": false, - "reason": "Sliding-window Qwen3-MoE bug and trust_remote_code AutoConfig field loss are unrelated." + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are different multimodal defects." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict config rejection; not the same bug." + "reason": "Both are config-loading problems, but trust_remote_code missing fields is not the same as strict config rejecting granite_speech." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime special-token post-processing update and Whisper batch_decode skip_special_tokens behavior are different tokenizer bugs." - }, - { - "left": "issue:43540", - "right": "issue:45381", - "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen2.5-VL vision_position_ids are different model-specific issues." + "reason": "Special-token post-processor updates and Whisper batch_decode skip_special_tokens behavior are related only at a very broad tokenizer level." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token decode bug and DAC latent conversion mismatch are unrelated." + "reason": "BigBirdTokenizer special-token registration and DAC forward/from_latents mismatch are unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are regression reports, but on different models and different output paths." + "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction regressions are separate model-specific failures." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen multimodal issues, but video-processing ValueError and wrong vision_position_ids are not the same bug." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation issue are different code paths." + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure affect different code paths." }, { "left": "issue:45584", "right": "issue:45834", "accept": false, - "reason": "Whisper empty-transcription failure and Kosmos2.5 long OCR input error are unrelated." + "reason": "Whisper empty-transcription generation after align_special_tokens and Kosmos2.5 long-OCR index errors are unrelated." }, { - "left": "issue:44821", - "right": "issue:45084", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + "reason": "Non-persistent buffer junk in v5 and FSDP CPU RAM efficient loading are different loading/memory issues." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Llava Next segmentation fault and MPS histogram-on-Int error are unrelated." + "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipeline tasks are not duplicates." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Pipeline error messaging and SigLIP2 output quality are unrelated issues." + "reason": "Removal of is_torch_fx_available affecting trust_remote_code models and broader remote_code breakage are related only at a high level." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:44821", + "right": "issue:45084", "accept": false, - "reason": "Issue 44561 is one specific remote_code regression cause; 45020 is a broad umbrella and not the same concrete bug." + "reason": "AutoImageProcessor URL-loading failure and template-compilation TypeError do not share an underlying code path." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message wording for removed translation tasks is a docs/UX issue; SigLIP2 nonsensical outputs are a model/processor bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and stale v5 docs are unrelated." + "reason": "SigLIP2 docs example errors and Kosmos2.5 long OCR indexing are different model-family problems." } ] }, @@ -4924,31 +4970,28 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 15, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:30064", "issue:34634", "issue:36010", "issue:36331", - "issue:39692", + "issue:41720", "issue:42175", "issue:43262", "issue:43329", - "issue:43404", - "issue:43452", "issue:43526", "issue:43577", "issue:43582", "issue:43606", - "issue:43644", "issue:43650", "issue:43697", "issue:43720", @@ -4961,9 +5004,11 @@ "issue:43906", "issue:44060", "issue:44186", + "issue:44291", "issue:44368", "issue:44442", "issue:44479", + "issue:44554", "issue:44610", "issue:44671", "issue:44805", @@ -4974,6 +5019,7 @@ "issue:45072", "issue:45081", "issue:45084", + "issue:45325", "issue:45406", "issue:45459", "issue:45538", @@ -4984,216 +5030,223 @@ ], "soft_pairs": [ "issue:30064|issue:36331", - "issue:39692|issue:45834", - "issue:44479|issue:45834", + "issue:41720|issue:44991", "issue:43825|issue:43827", + "issue:44479|issue:45834", "issue:44186|issue:44442", - "issue:43606|issue:45072", "issue:43577|issue:43582", - "issue:34634|issue:36010", "issue:44805|issue:44936", - "issue:43452|issue:44991", - "issue:42175|issue:45081", + "issue:44671|issue:45701", + "issue:43606|issue:45072", + "issue:34634|issue:36010", "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:42175|issue:45081", "issue:43720|issue:45072", "issue:45081|issue:45406", - "issue:43404|issue:43782", "issue:44060|issue:44368", + "issue:43749|issue:44291", "issue:43650|issue:43906", - "issue:44671|issue:45701", "issue:43582|issue:44857", "issue:43262|issue:43819", "issue:43526|issue:43697", - "issue:45459|issue:45803", + "issue:43526|issue:44554", "issue:45084|issue:45538", - "issue:43644|issue:43749", + "issue:45459|issue:45803", + "issue:34634|issue:36331", "issue:43329|issue:45600", "issue:43742|issue:45020" ], - "prepared_review_unit_hash": "cd5d33c9e4f3c900ea0af7244a23dd49df8a6dd488f43f1723d891277377e330", + "prepared_review_unit_hash": "71e1edb693ab7f662a8c95e10453b1eb6b7d4a89ce3ebbfa9ecbbb5e29e8bbe1", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35160, - "estimated_input_tokens": 8790, - "estimated_eval_tokens": 17836 + "soft_pair_count": 27, + "serialized_chars": 35506, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are largely false positives: they span unrelated bugs, models, and code paths. No PR pairs are present. If a single issue must anchor this heterogeneous set, the broadest regression report is issue 45020.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 45020 is the broadest, most umbrella-like report in the set and the only one framed as a general recent-version regression affecting remote_code models; it is the closest thing to a cluster anchor, though the cluster itself is heterogeneous.", + "summary": "This is not a duplicate cluster: the issues are mostly unrelated model-, tokenizer-, processor-, and loading-specific bugs, so none of the soft pairs should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster because the items span many distinct components and failure modes rather than one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best representative of the set because its scope is broader than the model-specific tokenizer/processor bugs and it captures a version-regression theme that could plausibly subsume nearby reports, even if it is not a true duplicate of them.", + "best_issue_reason": "None of the issues is a true cluster representative; if forced, issue:43825 is one of the most self-contained reports, but it is not a duplicate target for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Different failures in different components: image processor segmentation-map handling vs trainer custom loss kwargs." - }, - { - "left": "issue:39692", - "right": "issue:45834", - "accept": false, - "reason": "Unrelated models and symptoms: SigLIP2 doc example errors vs Kosmos2.5 long-OCR index error." + "reason": "Different codepaths: image segmentation-map processing vs a trainer compute_loss signature error." }, { - "left": "issue:44479", - "right": "issue:45834", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Both are vision/multimodal regressions, but one is a video-input regression and the other is an OCR long-input index error." + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related to pipeline deprecations, but one is an error-message wording bug and the other is stale documentation; not the same underlying issue." + "reason": "Related topic, but one is a runtime pipeline error message and the other is docs still referencing removed pipeline APIs; not the same bug." }, { - "left": "issue:44186", - "right": "issue:44442", + "left": "issue:44479", + "right": "issue:45834", "accept": false, - "reason": "Both are tokenizer-related, but they concern different tokenizers and different failure modes." + "reason": "Different models and symptoms: video-input regression in Qwen VL variants vs Kosmos2.5 OCR long-input index error." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "Device-mismatch during CPU offload vs dtype mismatches in bfloat16 inference are distinct code paths and bugs." + "reason": "Both are tokenizer crashes, but they involve different tokenizers, inputs, and likely different fixes." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Blip2 dtype-loading bug is unrelated to an Apple Silicon TypeError in caching allocator warmup." + "reason": "Unrelated bugs: Blip2 dtype propagation on load vs Apple Silicon caching_allocator_warmup TypeError." }, { - "left": "issue:34634", - "right": "issue:36010", + "left": "issue:44805", + "right": "issue:44936", "accept": false, - "reason": "BarkProcessor voice preset behavior and a GenerationMixin import error are unrelated." + "reason": "Different failures: mask/tensor shape IndexError vs trainer.evaluate() breaking after train()." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Generic mask-shape IndexError vs trainer.evaluate() failing after train() are not the same failure." + "reason": "CamemBERT masked-LM regression is not the same as a broad tokenization change report." }, { - "left": "issue:43452", - "right": "issue:44991", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Both are loading failures, but one is gguf_file handling and the other is a tokenizer compatibility regression." + "reason": "Both mention mismatches, but the affected models and loading/inference paths are different." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:34634", + "right": "issue:36010", "accept": false, - "reason": "Backend-install packaging issue vs Mistral tokenizer regex crash; no shared underlying bug." + "reason": "BarkProcessor voice_preset failure is unrelated to GenerationMixin import failure." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor input-size mismatch is unrelated to dtype mismatch inference failures." + "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are separate bugs." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different modalities and root causes: Qwen3VL weight-only load error vs Qwen2.5-VL rope index scaling bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend in an install extra is unrelated to a Mistral tokenizer regex patch crash." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading bug in BitNet is unrelated to dtype mismatches." + "reason": "BitNet packed-weight loading bug and dtype mismatch in other models are different concrete codepaths." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Both are attribute errors in loading/serving, but they involve different models, different missing attributes, and different code paths." - }, - { - "left": "issue:43404", - "right": "issue:43782", - "accept": false, - "reason": "Mistral weight tying and Qwen3VL weight_only loading are distinct model bugs." + "reason": "Tokenizer regex patch crash vs Gemma4Processor missing _tokenizer in serve; same general area, different defects." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but one is an incorrect internal tying bug and the other is a config warning during fine-tuning." + "reason": "Both are warning-related, but they concern different models and different tied-weights issues." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Placeholder issue title and a reproduction of another issue are not the same underlying bug." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are separate loading mechanisms with different failures." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:43650", + "right": "issue:43906", "accept": false, - "reason": "Masked-LM prediction regression and tokenization changes are different symptoms and likely different fixes." + "reason": "No substantive duplicate: one is a vague report, the other is an isolated reproduction of a specific upstream issue." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon allocator TypeError vs CUDA AMP loss crash are unrelated." + "reason": "Apple Silicon warmup TypeError is unrelated to CUDA float16 AMP crash." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Sampling-rate defaulting in audio chat templates is unrelated to DAC latent reconstruction mismatch." + "reason": "Audio sampling-rate default bug and DAC from_latents/STE mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction bug and RTDetrV2 output divergence are different model-specific regressions." + "reason": "Different models and bugs: BeitImageProcessorFast label reduction vs RTDetrV2 output divergence." }, { - "left": "issue:45459", - "right": "issue:45803", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Both involve exception handling, but they are separate code paths and separate bugs." + "reason": "Beit image-label reduction has nothing to do with MPS attention correctness." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer max length are unrelated." + "reason": "Template compilation error and CLIPTokenizer model_max_length are unrelated tokenizer issues." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but they are different functions and different swallowed-error problems." + }, + { + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Non-persistent buffer junk-fill vs FSDP CPU RAM-efficient loading are different loading issues." + "reason": "BarkProcessor preset handling is unrelated to CustomTrainer.compute_loss argument mismatch." }, { "left": "issue:43329", "right": "issue:45600", "accept": false, - "reason": "Multimodal token counting video-branch bug is unrelated to stale auto_mappings config references." + "reason": "Video token counting bug and auto_mappings stale-config references are distinct regressions." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Specific KeyError for one model load is not the same as a broad remote_code regression." + "reason": "A model-specific key error is not the same as the broad remote_code compatibility regression." } ] }, @@ -5207,18 +5260,17 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 16, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:34567", - "issue:34634", "issue:36010", "issue:36331", "issue:38175", @@ -5228,8 +5280,8 @@ "issue:43262", "issue:43329", "issue:43450", + "issue:43452", "issue:43454", - "issue:43526", "issue:43531", "issue:43550", "issue:43577", @@ -5238,281 +5290,275 @@ "issue:43643", "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:44291", "issue:44479", - "issue:44554", "issue:44568", "issue:44589", "issue:44610", + "issue:44756", "issue:44811", "issue:44849", "issue:44912", "issue:44936", "issue:44977", + "issue:44991", "issue:45042", "issue:45356", "issue:45357", "issue:45488", "issue:45701", "issue:45759", - "issue:45823", "issue:45859" ], "soft_pairs": [ "issue:43653|issue:44912", "issue:43638|issue:44936", - "issue:43746|issue:44811", + "issue:43452|issue:44991", + "issue:43257|issue:43329", "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:43257|issue:43696", "issue:43854|issue:44977", "issue:38175|issue:44610", "issue:39692|issue:44912", - "issue:43526|issue:44554", "issue:36010|issue:43645", - "issue:34634|issue:36331", "issue:43819|issue:43927", "issue:43454|issue:43577", - "issue:43257|issue:43329", "issue:43720|issue:44610", "issue:43550|issue:44912", "issue:44568|issue:45488", - "issue:43749|issue:44291", "issue:43531|issue:45042", + "issue:43329|issue:44479", + "issue:44568|issue:45356", "issue:43262|issue:44811", "issue:36010|issue:36331", - "issue:44568|issue:45356", + "issue:43749|issue:44756", "issue:43643|issue:45759", "issue:44849|issue:45701", + "issue:43257|issue:43931", "issue:43329|issue:43450", "issue:34567|issue:40990", - "issue:43329|issue:44479", "issue:43606|issue:45859", - "issue:43257|issue:43931", - "issue:43697|issue:45357", - "issue:45823|issue:45859", - "issue:44291|issue:45042" + "issue:43257|issue:43756", + "issue:43697|issue:45357" ], - "prepared_review_unit_hash": "0f6e3641d6d29dd4134af980150bc92d1c8a6d098e8b8c3036144cadec304e0e", + "prepared_review_unit_hash": "f61f99fa1c925d4bf2c0af64be1b5ac75c7db266dc515b04ec41a5daab212b23", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37392, - "estimated_input_tokens": 9348, - "estimated_eval_tokens": 18952 + "soft_pair_count": 30, + "serialized_chars": 37001, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab-bag of Transformers bug reports, mostly around model loading, tokenization, multimodal processors, and trainer behavior. The soft edges look like topical similarity rather than true duplicates, so I would reject them all.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44912 is the most connected issue in the set and has the broadest relevance to a shared code path (model loading/quantization), making it the best cluster anchor even though it is not a true duplicate hub.", + "summary": "These items are mostly unrelated transformer/model bugs that only share broad themes like loading, tokenization, video/audio processing, or training. I do not see a true duplicate cluster among the soft pairs; they should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella title, but the set spans many different subsystems and failure modes, so there is no strong canonical duplicate for the whole group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44912 is the strongest single representative of the cluster\u2019s recurring loading/quantization regression theme and has multiple soft links, so it is the best issue to anchor triage.", + "best_issue_reason": "Issue 45488 is the most concrete and user-visible regression report, but it still only represents one narrow tokenizer bug and not the cluster as a whole.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Different bugs: tokenizer special-token registration/decoding vs MXFP4 quantization fallback during model loading." + "reason": "Different problems: BigBird mask-token registration vs GPT-OSS MXFP4 loading/fallback." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Unrelated failure modes: DeepSpeed ZeRO-3/non-pretrained BERT index error vs trainer.evaluate() breaking after train()." + "reason": "Different training failures: ZeRO-3/non-pretrained BERT index error vs post-train evaluate failure." }, { - "left": "issue:43746", - "right": "issue:44811", + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "One is gguf_file loader breakage; the other is a tokenizer-load regression for a specific model." + }, + { + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Different code paths: PEFT adapter loading from local checkpoints vs Whisper batch_decode skip_special_tokens behavior." + "reason": "Different code paths: Qwen3 MoE weight conversion vs multimodal video token counting bug." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Both are loader/backend issues, but one is a missing storage object for float8 tensors and the other is PIL image processors wrongly requiring torchvision." + "reason": "Unrelated failures: missing Float8 storage vs PIL image processors requiring torchvision." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Both involve GPT/Qwen loading or memory themes, but the concrete bugs are different models and different failures." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "Different symptoms: GLM-4.7 model-loading test failure vs Qwen3.5 flash-attention generation regression." + "reason": "Different models and causes: GLM-4.7-Flash test loading issue vs Qwen3.5 flash-attention generation regression." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different model families and bugs: SIGLIP2 zero probabilities vs OmDet-Turbo processor/model input-size mismatch." + "reason": "Different models and layers: SigLIP2 zero probabilities vs OmDet-Turbo processor input-size mismatch." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc example errors are about model/processor mismatch and quantization example failures, not the same MXFP4 loading fallback bug." - }, - { - "left": "issue:43526", - "right": "issue:44554", - "accept": false, - "reason": "Unrelated issues: BeitImageProcessorFast label reduction bug vs MPS attention correctness when value head dim differs from query." + "reason": "Docs/example errors for SigLIP2 are unrelated to GPT-OSS quantization loading." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Both mention GenerationMixin/custom model loading, but one is an import path regression and the other is a Jupyter custom-model initialization regression." - }, - { - "left": "issue:34634", - "right": "issue:36331", - "accept": false, - "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss are distinct APIs and unrelated failures." + "reason": "Import-path error for GenerationMixin is not the same bug as notebook custom-model initialization in v5." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "Different mechanisms: DAC from_latents/STE mismatch vs DiaConfig losing custom token IDs after save/load." + "reason": "Different models and root causes: DAC STE mismatch vs DiaConfig save/load token-ID loss." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision lm_head tying and BLIP2 dtype propagation are separate model-specific initialization bugs." + "reason": "Separate issues: AyaVision weight tying vs Blip2 dtype propagation." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:43720", + "right": "issue:44610", "accept": false, - "reason": "Qwen3 MoE accelerate/deepspeed weight conversion and multimodal token counting in the video branch are different problems." - }, - { - "left": "issue:43720", - "right": "issue:44610", - "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor image \u0906\u0915\u093e\u0930 mismatch." + "reason": "Different problems: packed-weight unpacking during accelerate load vs image processor output-size mismatch." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "Bamba torch.compile SDPA failure is an execution-time attention issue, not the same as MXFP4 quantized loading fallback." + "reason": "torch.compile/SDPA regression is unrelated to MXFP4 quantization loading." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "Tokenizer special-token addition bug and LlamaTokenizer ByteLevel/Metaspace override are related to tokenization broadly, but they are not the same concrete regression." + "reason": "Both are tokenizer-related, but they affect different tokenizers and different mechanisms." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Both are loading-related, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are distinct loading paths with different breakages." + "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to PIL backend torchvision dependency handling." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related to video, but not the same bug: undefined helpers in token counting vs v5.3.0 video-input regression." + }, + { + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and PIL backend torchvision dependency are unrelated." + "reason": "Different tokenizer regressions: BOS/EOS insertion vs codec-handling and warning behavior." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default and Whisper batch_decode skip_special_tokens are different audio-processing bugs." + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode special-token skipping." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and compute_loss unexpected kwarg are separate trainer/model API regressions." + "reason": "ImportError for GenerationMixin and compute_loss signature break are separate API regressions." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both involve tokenization, but mdeberta BOS/EOS handling and Kimi-K2.5 codec/fix_mistral_regex regression are different tokenizer implementations and failures." + "reason": "Both touch loading/memory, but FSDP CPU-efficient loading and Strix Halo mmap OOM are different failures." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields and AutoModelForCausalLM.from_config text_config unwrapping are related only at a high level; different objects and failure points." + "reason": "Different config-loading bugs: missing fields with trust_remote_code vs not unwrapping text_config in composite multimodal configs." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 output_hidden_states regression and general tokenization changes are not the same bug." + "reason": "Qwen3.5 hidden-states output bug is unrelated to broad tokenization-version changes." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-family loading issues with different model types and failure modes." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined video token-count helpers vs batched video processor output shape are both video-related but not the same underlying defect." + "reason": "Both mention video processors, but one is a token-count helper bug and the other is a batched-shape bug." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "TrainerState token-count tracking and GPT-OSS perplexity are unrelated training metrics vs model evaluation issues." - }, - { - "left": "issue:43329", - "right": "issue:44479", - "accept": false, - "reason": "Both concern video inputs, but one is an undefined helper path in token counting and the other is a v5.3.0 video-input regression across specific models." + "reason": "Trainer metric tracking is unrelated to GPT-OSS perplexity quality." }, { "left": "issue:43606", "right": "issue:45859", "accept": false, - "reason": "Both involve CPU offload/device handling in Bark/Qwen3.5-MoE, but they are different models and different failing code paths." + "reason": "Both mention CPU offload, but they are different models/components and likely different code paths." }, { "left": "issue:43257", - "right": "issue:43931", + "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE deepspeed weight conversion and Qwen3-VL weight-shape mismatch are separate model-loading bugs." + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer trimming are unrelated regressions." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output differences in v5 and Qwen3.5 save_pretrained visual-encoder key issues are unrelated regressions." - }, - { - "left": "issue:45823", - "right": "issue:45859", - "accept": false, - "reason": "Gemma4 PLE device mismatch during forward and Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility are different runtime device-placement bugs." - }, - { - "left": "issue:44291", - "right": "issue:45042", - "accept": false, - "reason": "init_empty_weights/_is_hf_initialized handling and PIL backend torchvision dependency are unrelated loading vs image-processing regressions." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key regression are different bugs." } ] }, @@ -5526,37 +5572,36 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 17, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ + "issue:28282", + "issue:29127", "issue:33357", "issue:34567", - "issue:36010", - "issue:36331", + "issue:34689", "issue:38175", "issue:41720", "issue:42175", "issue:42915", - "issue:43257", "issue:43317", "issue:43452", "issue:43493", + "issue:43526", "issue:43540", "issue:43577", "issue:43582", - "issue:43643", - "issue:43646", - "issue:43696", "issue:43742", "issue:43749", "issue:43756", + "issue:43782", "issue:43824", "issue:43906", "issue:43927", @@ -5567,291 +5612,299 @@ "issue:44488", "issue:44560", "issue:44737", - "issue:44756", - "issue:44792", "issue:44821", "issue:44898", "issue:44912", - "issue:44964", + "issue:44938", "issue:44987", "issue:44991", + "issue:45042", "issue:45072", "issue:45081", "issue:45137", - "issue:45375", + "issue:45325", "issue:45381", "issue:45405", + "issue:45479", "issue:45538", "issue:45588", - "issue:45823" + "issue:45823", + "issue:45859" ], "soft_pairs": [ - "issue:43452|issue:43582", + "issue:45823|issue:45859", + "issue:44987|issue:45538", + "issue:44291|issue:45042", "issue:42915|issue:43742", - "issue:41720|issue:43540", - "issue:43317|issue:45538", - "issue:33357|issue:34567", + "issue:43452|issue:43582", "issue:42915|issue:44821", - "issue:44987|issue:45538", + "issue:33357|issue:34567", "issue:42915|issue:45538", - "issue:43927|issue:44912", + "issue:41720|issue:43540", "issue:44479|issue:45381", - "issue:43257|issue:43756", + "issue:43317|issue:45538", + "issue:42175|issue:43824", + "issue:43927|issue:44912", + "issue:43577|issue:45072", "issue:43540|issue:44560", "issue:43540|issue:44479", - "issue:43257|issue:43696", - "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:42175|issue:44938", + "issue:42175|issue:44488", "issue:45137|issue:45405", "issue:38175|issue:44898", "issue:44737|issue:45588", + "issue:28282|issue:34689", "issue:43742|issue:44291", - "issue:44062|issue:44991", - "issue:43540|issue:45823", "issue:43906|issue:45381", - "issue:43646|issue:43749", - "issue:44062|issue:45081", - "issue:43749|issue:44756", - "issue:34567|issue:36331", - "issue:36010|issue:42175", + "issue:42915|issue:43749", + "issue:43756|issue:45325", + "issue:43526|issue:45479", + "issue:43540|issue:45823", + "issue:28282|issue:29127", + "issue:43582|issue:43782", "issue:43493|issue:43994", - "issue:43643|issue:45375", - "issue:42175|issue:43824", "issue:44291|issue:44821", - "issue:43452|issue:44488", - "issue:44792|issue:44964" + "issue:44062|issue:45081" ], - "prepared_review_unit_hash": "c932c38ed6589a841fe45a92655e87052943d4644b52ea44cee1d952aff279fd", + "prepared_review_unit_hash": "e7d5f3147f3f5e0a25a484f3e330fa615d960e1c370088acaf5dd30b106c45a9", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37633, - "estimated_input_tokens": 9409, - "estimated_eval_tokens": 19074 + "soft_pair_count": 34, + "serialized_chars": 38080, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous and does not form one duplicate cluster. Only two soft pairs look like true duplicates: the Qwen video-input regression pair and the SigLIP2 discrepancy pair. The rest are related by broad subsystem or model family only, so they should stay separate.", + "summary": "Mostly unrelated issue set. I found one plausible duplicate pair around the Qwen2.5-VL video position-id regression; the rest differ by model, backend, or failure mode and should stay separate.", "confidence": 0.86, - "canonical_issue_reason": "No single issue cleanly represents the whole mixed set; if a representative is needed, issue 44479 is the best umbrella for the clearest duplicate subcluster (the v5.3.0 Qwen video-input regression), and it is broader than its specific report 45381.", + "canonical_issue_reason": "Issue 44479 is the broadest and clearest report of the Qwen video-input regression in v5.3.0, spanning multiple affected variants and giving the strongest central bug description.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44479 is the strongest global representative because it captures a broad, concrete regression with a likely duplicate (45381) and describes an actionable code-path bug rather than a model-specific symptom.", + "best_issue_reason": "Issue 44479 is the best duplicate target because it captures the shared regression at the widest scope, while 45381 looks like a specific instance of that same problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:45823", + "right": "issue:45859", "accept": false, - "reason": "Different subsystems and failure modes: gguf loading vs Apple Silicon warmup TypeError." + "reason": "Both involve device/offload behavior, but they affect different Qwen/Gemma code paths and different failure sites; not the same bug." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:44987", + "right": "issue:45538", "accept": false, - "reason": "Different models and bugs: Qwen3MoE FP8 conversion vs MobileLLM key error." + "reason": "Unrelated problems: tokenizer loading on one side, CLIP tokenizer max-length behavior on the other." }, { - "left": "issue:41720", - "right": "issue:43540", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Both involve Qwen3, but one is auto device mapping on A800 and the other is video input processing in Qwen3OmniMoe; not the same bug." + "reason": "Different subsystems and symptoms: init_empty_weights argument handling vs PIL image processor torchvision dependency." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Unrelated issues: dequantized model loading/offload vs CLIPTokenizer max length." + "reason": "Different models and failures: Qwen3Moe FP8 config vs MobileLLM loading key error." }, { - "left": "issue:33357", - "right": "issue:34567", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Completely different areas: Mac bus error on CLIP model vs TrainerState token counting." + "reason": "One is gguf/AutoTokenizer-AutoModel loading, the other is an Apple Silicon allocator warmup TypeError; unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different model-loading problems in different code paths; not the same underlying defect." + "reason": "Different areas entirely: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:33357", + "right": "issue:34567", "accept": false, - "reason": "One is a model-loading regression for a specific model; the other is tokenizer max-length behavior." + "reason": "CLIP Mac bus error and TrainerState token accounting are unrelated." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Different bugs with no shared concrete code path." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are different issues." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Dia config save/load token IDs bug is unrelated to MXFP4 quantization fallback." + "reason": "Both are Qwen-family bugs, but one is device-mapping/cuda assert and the other is video-input validation for Qwen3OmniMoe; different code paths." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both describe the same Qwen video-input regression; 45381 is a specific manifestation of the broader v5.3.0 video-input bug covered by 44479." + "reason": "Same underlying Qwen2.5-VL video-position-id regression in 5.3.0; 44479 is the broader multi-model report and 45381 is a specific manifestation." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue vs missing Qwen2.5-VL symbol import; different problems." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token-ID corruption is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Different model-specific issues: Qwen3 MoE weight conversion vs SmolLM3 RoPE layer mismatch." + "reason": "Both mention dtype, but the models and failure modes differ; not the same concrete bug." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Both are video-input issues, but in different Qwen model families with different errors; too broad to merge." + "reason": "Both are video-related Qwen bugs, but they hit different models and different errors (validation ValueError vs StopIteration)." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Related to video inputs, but the concrete models and failure modes differ; not clearly one bug." + "reason": "Same broad family, but different model families and different failure mechanisms; not one duplicate bug." }, { - "left": "issue:43257", - "right": "issue:43696", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Qwen3 MoE conversion bug is unrelated to GPT-oss OOM." + "reason": "Tokenizer AddedToken keyword conflict is not the same as a specific model failing to load on transformers>=5.0.0." }, { - "left": "issue:43577", - "right": "issue:45072", + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging and Python 3.14 import/load failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "Both mention dtype, but one is BLIP2 load-time dtype propagation and the other is CI inference mismatches in different models." + "reason": "Backend packaging issue vs a model-loading complaint; no shared bug." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and MIN_PEFT_VERSION bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different model architectures and symptoms: SigLIP2 zero probabilities vs Perceiver non-default resolution failure." + "reason": "Different vision-model correctness issues with different models and symptoms." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "CPU arange placement bug in XLNet is unrelated to flash_attention s_aux handling." - }, - { - "left": "issue:43742", - "right": "issue:44291", - "accept": false, - "reason": "Both are loading-time errors, but one is a specific model key issue and the other is an init_empty_weights API change." + "reason": "XLNet CPU placement bug and flash_attention sink-less AttributeError are unrelated." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Both involve tokenizers, but the reported failures and code paths are not clearly the same bug." + "reason": "Both concern model loading, but one is missing PyTorch import handling and the other is a specific Llama 3.2 vision loading regression." }, { - "left": "issue:43540", - "right": "issue:45823", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "Different models and different device-mismatch paths." + "reason": "Different failure modes and code paths: MobileLLM key error vs init_empty_weights unexpected argument." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "No shared concrete bug is evident; one is just a reproduction of another issue." + "reason": "An isolated reproduction report is not the same bug as the Qwen2.5-VL video position-id regression." }, { - "left": "issue:43646", + "left": "issue:42915", "right": "issue:43749", "accept": false, - "reason": "Generic custom-model initialization breakage is not the same as FSDP CPU RAM efficient loading." + "reason": "Qwen3Moe FP8 loading and FSDP CPU RAM efficient loading are different problems." }, { - "left": "issue:44062", - "right": "issue:45081", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Different tokenizer regression paths: AddedToken special-arg conflict vs Mistral regex patch on a missing backend_tokenizer." + "reason": "Both are Qwen/VL related, but one is RoPE-layer configuration and the other is still-image temporal position scaling; different bugs." }, { - "left": "issue:43749", - "right": "issue:44756", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Both relate to memory/loading, but one is FSDP loading and the other is mmap behavior on Strix Halo." + "reason": "BEiT image processor label reduction and sequence-classification zero-loss behavior are unrelated." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43540", + "right": "issue:45823", "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss signature changes are unrelated." + "reason": "Different models and different offload/device issues; not a single underlying bug." }, { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Import surface breakage and packaging backend contents are different issues." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Both point to the same SigLIP2 implementation discrepancy; 43994 is a user-facing symptom of the underlying HF-vs-JAX mismatch in 43493." + "reason": "ImportError about missing PyTorch and LayoutLMv3 box-error messaging are unrelated." }, { - "left": "issue:43643", - "right": "issue:45375", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Both involve config fields, but one is trust_remote_code return completeness and the other is a specific config field being dropped by strict handling." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3VL weight_only loading." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43493", + "right": "issue:43994", "accept": false, - "reason": "Packaging TensorFlow omission and missing Qwen2.5-VL import are unrelated." + "reason": "SigLIP2 implementation discrepancy and nonsensical AutoModel/pipeline outputs are related to the same model family but not clearly the same concrete bug." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are different code paths." - }, - { - "left": "issue:43452", - "right": "issue:44488", - "accept": false, - "reason": "Different loading issues: gguf support vs a specific model failing to load." + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are different subsystems." }, { - "left": "issue:44792", - "right": "issue:44964", + "left": "issue:44062", + "right": "issue:45081", "accept": false, - "reason": "Different multimodal model failures and different symptoms; not the same underlying bug." + "reason": "Tokenizer AddedToken duplication and Mistral regex patch backend_tokenizer crash are different tokenizer bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The two accepted duplicate pairs (44479/45381 and 43493/43994) are plausible from the titles, and the rest of the false verdicts avoid overclaiming similarity. No mergeability or single-PR issue is overstated." + "feedback": "The summary is grounded in the packet, and the single accepted duplicate pair is stated conservatively as a plausible shared Qwen video-regression. The canonical target choice is also well supported by the broader multi-model scope of issue 44479. I did not see overstatement in the soft-edge verdicts." }, "evaluator_used": true, "retried": false, @@ -5862,282 +5915,293 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 18, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:24643", - "issue:28282", "issue:29127", - "issue:34689", + "issue:34567", + "issue:36331", "issue:41762", - "issue:42175", "issue:43295", "issue:43452", - "issue:43526", "issue:43531", "issue:43577", - "issue:43582", "issue:43643", "issue:43653", + "issue:43688", "issue:43697", "issue:43720", "issue:43742", - "issue:43756", + "issue:43749", "issue:43819", + "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:44938", - "issue:44977", + "issue:44964", "issue:45005", "issue:45042", "issue:45081", "issue:45216", "issue:45290", - "issue:45325", "issue:45356", + "issue:45375", "issue:45381", "issue:45405", - "issue:45479", + "issue:45440", "issue:45600", "issue:45823" ], "soft_pairs": [ - "issue:43526|issue:45479", - "issue:28282|issue:34689", + "issue:34567|issue:36331", + "issue:43643|issue:45375", + "issue:43452|issue:44488", + "issue:44792|issue:44964", "issue:45042|issue:45081", - "issue:43756|issue:45325", "issue:43742|issue:44589", - "issue:45405|issue:45600", "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43688|issue:43749", "issue:43697|issue:45216", - "issue:28282|issue:29127", - "issue:44514|issue:45381", - "issue:43582|issue:44977", "issue:44484|issue:44704", - "issue:43643|issue:44561", - "issue:44625|issue:44877", + "issue:44514|issue:45381", "issue:43720|issue:44898", - "issue:43452|issue:43577", - "issue:42175|issue:44938", + "issue:43643|issue:44561", "issue:41762|issue:44936", - "issue:44514|issue:45290", + "issue:43452|issue:43577", + "issue:44625|issue:44877", + "issue:24643|issue:29127", "issue:43452|issue:44843", "issue:44466|issue:45005", "issue:43295|issue:45356", "issue:43819|issue:44811", + "issue:44514|issue:45290", "issue:43653|issue:44568", "issue:44936|issue:45823", - "issue:24643|issue:29127" + "issue:44464|issue:44743", + "issue:43688|issue:45440" ], - "prepared_review_unit_hash": "d99a9826a9fd44fed77c1a238e27a2ce9caa0b1de668dee9e5711558969390f8", + "prepared_review_unit_hash": "0dc5d8002a189cd62b8e0d6818b797350a6951071c19b2a0583a4e69424096ba", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35353, - "estimated_input_tokens": 8839, - "estimated_eval_tokens": 17934 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36109, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft-similarity pairs are all false positives spanning unrelated tokenizer, model-loading, config, training, and vision issues. No safe duplicate merge candidate stands out.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "The cluster is still mostly heterogeneous and does not contain a confirmed exact duplicate set. `issue:44514` and `issue:45290` are the only close pair, but they describe different `apply_chat_template` crash scenarios, so they should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "If a single issue must anchor the cluster, `issue:45290` is the clearest and most specific report in the only near-duplicate pair, but it should be treated as a representative, not an exact duplicate match.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "`issue:45290` is the best overall issue representative because it is the most specific and concrete of the near-related reports, while the rest of the cluster is largely unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:34567", + "right": "issue:36331", "accept": false, - "reason": "Different bugs: BeitImageProcessorFast reduce_labels vs sequence-classification zero-loss behavior across models." + "reason": "Different trainer bugs: token-count tracking vs an unexpected `compute_loss` keyword argument." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43643", + "right": "issue:45375", "accept": false, - "reason": "Unrelated loading problems: missing PyTorch dependency vs Llama 3.2 Vision model loading regression." + "reason": "Both are config-related, but they affect different fields and failure modes, not the same bug." }, { - "left": "issue:45042", - "right": "issue:45081", + "left": "issue:43452", + "right": "issue:44488", "accept": false, - "reason": "Different code paths: PIL image processors requiring torchvision vs Mistral tokenizer regex crash." + "reason": "Both are loading failures, but they involve different models and different root causes." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures: a Janus test failure vs loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:45042", + "right": "issue:45081", "accept": false, - "reason": "Both touch RoPE-related behavior, but one is about Smollm3 layer drops and the other about Qwen2.5-VL still-image temporal position ids; not the same bug." + "reason": "Unrelated subsystems: PIL/torchvision dependency handling vs a Mistral tokenizer regex crash." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Different failure modes: loading facebook/MobileLLM-125M key error vs Float8 storage deserialization error." + "reason": "Different load-time errors with different symptoms and likely different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to `AutoImageProcessor` URL loading." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "One is a dependency version pin issue, the other is stale auto-mapping references breaking CI." + "reason": "A released dependency/version bump issue is not the same as a stale auto-mapping CI reference bug." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Both are loading-related, but Qwen3-MoE sliding_window and AutoImageProcessor-from-URL are unrelated." + "reason": "Different bugs: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions: RTDetrV2 output drift in v5 vs Qwen3.5 save_pretrained checkpoint corruption." + "reason": "Different regressions in different model areas: RTDetrV2 outputs vs Qwen3.5 checkpoint saving." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Missing PyTorch install vs LayoutLMv3 box-validation error; different root causes." + "reason": "A `max_shard_size` question is unrelated to `AutoProcessor` forwarding kwargs to `cached_file`." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL chat/vision issues, but one is batched apply_chat_template with padding=False and the other is incorrect video vision_position_ids." - }, - { - "left": "issue:43582", - "right": "issue:44977", - "accept": false, - "reason": "Different subsystems: Apple Silicon caching_allocator_warmup TypeError vs Qwen3.5 flash-attention generation failure." + "reason": "Both mention chat/template handling, but the failures are different: assistant tool-call content vs Qwen2.5-VL video position ids." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43720", + "right": "issue:44898", "accept": false, - "reason": "save_pretrained shard-size question vs AutoProcessor not forwarding kwargs to cached_file; not duplicates." + "reason": "Different model paths and bugs: BitNet packed-weight loading vs Perceiver image classification interpolation." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Different breakages: missing fields with trust_remote_code in AutoConfig vs removal of is_torch_fx_available breaking remote-code models." - }, - { - "left": "issue:44625", - "right": "issue:44877", - "accept": false, - "reason": "Both involve config handling, but Qwen3.5 num_labels propagation and granite_speech strict-config loading are different bugs." + "reason": "Both mention `trust_remote_code`, but one is missing config fields and the other is a removed helper breaking remote-code models." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "BitNet packed-weights loading failure is unrelated to Perceiver interpolation at non-default resolution." + "reason": "Gemma3 ZeRO-3 loading `IndexError` is unrelated to `trainer.evaluate()` failing after training." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Different model-loading issues: gguf_file breaks tokenizer/model loading vs Blip2 dtype not propagating to qformer/model." - }, - { - "left": "issue:42175", - "right": "issue:44938", - "accept": false, - "reason": "TensorFlow missing from a torch install extra vs Python 3.14 transformers import/load failure; not the same bug." + "reason": "Tokenizer/model loading via `gguf_file` is not the same bug as dtype propagation for Blip2." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Different training/loading paths: Gemma3ForConditionalGeneration ZeRO-3 load IndexError vs trainer.evaluate() failing after train()." + "reason": "Different config issues: Qwen3.5 `num_labels` propagation vs strict config validation blocking granite_speech." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Both hit apply_chat_template, but one is batched padding=False and the other is assistant tool-call messages with no content; distinct defects." + "reason": "Completely different issues: DeepSpeed training weight-shape error vs LayoutLMv3 error-message clarity." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file loading regression is unrelated to offline HF_HUB_OFFLINE failure in _patch_mistral_regex." + "reason": "Both are tokenizer-loading related, but `gguf_file` breakage and an offline regex patch bug are different problems." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both concern tied weights, but one is inconsistent lm_head serialization and the other is translation-model tied-weight issues in v5; not clearly the same concrete bug." + "reason": "Both mention tied weights, but one is device-dependent serialization and the other is a broader translation-model issue." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Different regressions: processor.tokenizer / image passing breakage vs Kimi-K2.5 tokenizer codec handling and warning behavior." + "reason": "A processor/tokenizer regression is unrelated to Kimi-K2.5 codec handling and warning behavior." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different audio/model behaviors: DAC.from_latents vs forward mismatch and Whisper batch_decode skip_special_tokens handling." + "reason": "DAC latent reconstruction mismatch and Whisper decoding behavior are different code paths." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "They share `apply_chat_template`, but the reported failures are different scenarios (`batched input`/`padding=False` vs assistant tool-call messages with no content), so this is not an exact duplicate." + }, + { + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to mdeberta-v3 BOS/EOS not being added." + "reason": "Distinct MoE-related bugs: auxiliary-loss normalization vs divergence from the remote DeepSeekV3 implementation." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer lifecycle failure vs Gemma4 PLE device mismatch during forward; different code paths and symptoms." + "reason": "Trainer post-train evaluation failure is unrelated to Gemma4 PLE device mismatch during forward." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward is not the same as Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "DeepSpeed training weight-dimension RuntimeError is unrelated to LayoutLMv3 box-information validation." + "reason": "MoE loss normalization and native DeepseekV3MoE divergence are distinct model-behavior bugs." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly conservative, but one soft-edge verdict is overstated: `issue:44514` vs `issue:45290` share `apply_chat_template`, yet the packet only shows different failure scenarios (`batched input`/`padding=False` vs `assistant messages with tool calls and no content`). That is not enough to call them an exact duplicate or the same crash scenario. The writeup also goes a bit too far in saying this is the \"only true duplicate target.\"" + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -6145,325 +6209,340 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 19, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:28282", "issue:30064", "issue:32090", + "issue:33357", "issue:33666", "issue:34567", "issue:35141", - "issue:36010", "issue:38175", "issue:41720", "issue:43122", + "issue:43278", "issue:43295", "issue:43329", "issue:43452", "issue:43504", - "issue:43525", "issue:43531", "issue:43550", - "issue:43572", "issue:43577", + "issue:43646", "issue:43653", "issue:43688", "issue:43697", "issue:43720", "issue:43742", "issue:43749", - "issue:43756", "issue:43906", "issue:43927", "issue:44361", "issue:44442", "issue:44451", "issue:44464", + "issue:44479", + "issue:44554", "issue:44568", "issue:44610", - "issue:44743", + "issue:44625", "issue:44821", "issue:44843", "issue:44849", - "issue:44913", "issue:44977", "issue:44991", "issue:45325", "issue:45356", "issue:45357", - "issue:45440", "issue:45588", + "issue:45701", + "issue:45704", "issue:45812" ], "soft_pairs": [ "issue:30064|issue:33666", "issue:38175|issue:43295", + "issue:43688|issue:45704", "issue:44361|issue:44442", "issue:43653|issue:44361", + "issue:28282|issue:32090", "issue:43577|issue:43697", - "issue:44464|issue:44743", - "issue:44843|issue:44991", "issue:41720|issue:43906", + "issue:28282|issue:33357", + "issue:43688|issue:45701", + "issue:43646|issue:43749", + "issue:28282|issue:35141", + "issue:44843|issue:44991", "issue:44977|issue:45356", - "issue:43688|issue:45440", "issue:43531|issue:43742", "issue:43653|issue:43927", + "issue:43329|issue:45325", "issue:44464|issue:44977", "issue:43550|issue:43927", "issue:43577|issue:45588", + "issue:43577|issue:44554", + "issue:44479|issue:44625", "issue:43550|issue:44361", + "issue:43122|issue:43906", "issue:32090|issue:34567", "issue:43504|issue:43550", - "issue:43122|issue:43906", + "issue:41720|issue:44464", "issue:43504|issue:43720", - "issue:28282|issue:35141", "issue:32090|issue:33666", "issue:43504|issue:44610", "issue:43452|issue:44451", "issue:44849|issue:45357", "issue:43742|issue:44821", "issue:44568|issue:45812", - "issue:33666|issue:36010", - "issue:41720|issue:44464", - "issue:43329|issue:45325", - "issue:43525|issue:43572", - "issue:43756|issue:44913", - "issue:43688|issue:43749" + "issue:43278|issue:43688" ], - "prepared_review_unit_hash": "ae60b74bc6bc23e12d521a9c4095741d160f892db2e08a7ffe645dfd10289b67", + "prepared_review_unit_hash": "a65616eed223937b83b93cea95e7dd8fb50b427b783636be0b519ef071059e35", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 37180, - "estimated_input_tokens": 9295, - "estimated_eval_tokens": 18846 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38323, + "estimated_input_tokens": 9581, + "estimated_eval_tokens": 19418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: the soft pairs point to different models, APIs, and failure modes, so I would not merge any of them as duplicates. The strongest standalone issue is the open Granite AutoTokenizer regression, which is concrete and broadly impactful.", - "confidence": 0.74, - "canonical_issue_reason": "issue:45812 is the best representative issue here because it is a concrete, user-facing tokenizer regression with broad model impact and active inbound references.", + "summary": "This cluster is mostly heterogeneous; the soft pairs look like similar-looking but distinct bugs across tokenization, loading, training, multimodal, and attention paths. I would not merge any of the proposed soft edges. The best representative issue is the broad tokenization-regression report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45701 is the broadest representative title in the cluster and best captures the recurring tokenization-regression theme, even though the overall cluster still contains many unrelated issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45812 is the strongest issue to anchor on: it is open, clearly scoped, and describes a likely cross-model regression affecting token IDs.", + "best_issue_reason": "issue:45701 is the most umbrella-like issue here; it can stand in as the cluster representative better than the narrower model-specific or API-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Different subsystems: image processor segmentation-map handling vs Qwen2-VL multi-GPU training." + "reason": "Image-processor segmentation-map failure and Qwen2-VL multi-GPU training are different subsystems and symptoms." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Both are regressions, but they concern different code paths: SigLIP2 zero probabilities vs processor/tokenizer API breakage." + "reason": "Zero-probabilities in SigLIP2 and processor.tokenizer breakage are unrelated model/output vs API-regression bugs." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models and T5 RMSNorm memory leak are different code paths and fixes." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both are tokenizer/loading failures, but for different tokenizers and unrelated error modes." + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are not the same underlying issue." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token decoding issue is unrelated to MLukeTokenizer task errors." + "reason": "BigBird special-token registration and MLukeTokenizer task handling are unrelated tokenizer bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Torch missing ImportError and Trainer _gpu_broadcast_one NoneType error are distinct environment vs distributed-training failures." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Different model families and bugs: dtype propagation in BLIP2 vs divergent outputs in RTDetrV2." + "reason": "BLIP2 dtype handling and RTDetrV2 output divergence are different model-behavior bugs." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Both affect generation, but the concrete failures are different: compiled forward inconsistency vs cache/state reset in Qwen3.5 modular code." + "reason": "Qwen3 auto device mapping cuda assert and the isolated reproduction issue are too vague to treat as the same concrete bug." }, { - "left": "issue:44843", - "right": "issue:44991", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Both involve tokenizer loading, but one is offline model_info misuse and the other is a specific tokenizer regression for EMBEDDIA/est-roberta." + "reason": "Missing PyTorch ImportError and MacOS bus error on CLIP loading are different failures." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "The titles suggest different manifestations; there is not enough evidence they are the same underlying device-mapping bug." + "reason": "Aux-loss normalization and generic tokenization regressions do not share the same bug or code path." }, { - "left": "issue:44977", - "right": "issue:45356", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Different failures: flash-attention generation bug vs tokenizer codec/regex regression." + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are different initialization/loading problems." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch-not-found ImportError and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode hub access and tokenizer loading for est-roberta are both loading-related, but not the same defect." + }, + { + "left": "issue:44977", + "right": "issue:45356", "accept": false, - "reason": "Both are MoE-related, but one is auxiliary-loss normalization and the other is DeepSeekV3 implementation divergence." + "reason": "Flash-attention generation bug and Kimi-K2.5 tokenizer codec regression are unrelated." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to a key error when loading MobileLLM-125M." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model/config load issues." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird mask-token decode failure and DiaConfig custom token-ID loss are different bug classes." + "reason": "BigBird special-token registration and DiaConfig custom-token-ID loss are different token/config bugs." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined video-token helpers and Qwen2.5-VL rope-index scaling are both multimodal, but not the same bug." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Both mention generation, but the model families and failure mechanisms differ." + "reason": "Compiled-forward chunked generation inconsistency and flash-attention generation failure are different generation-path issues." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to DiaConfig save/load token ID corruption." + "reason": "torch.compile with SDPA on Bamba and DiaConfig token-ID loss are unrelated." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "BLIP2 dtype propagation and flash-attention s_aux=None crash are unrelated bugs." + "reason": "BLIP2 dtype propagation and flash_attention.py s_aux=None handling are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype loading and MPS attention correctness are distinct problems." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression and num_labels propagation are not the same underlying change." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Different areas: compiled attention failure vs tokenizer AttributeError on tasks." + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer-version drift and the isolated reproduction issue are not enough to assert the same bug." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer distributed broadcast error is unrelated to TrainerState token-count tracking." + "reason": "Trainer distributed broadcast TypeError and num_input_tokens_seen not updating are different Trainer issues." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Legacy-field loading in BeitForSemanticSegmentation is unrelated to Bamba torch.compile failures." + "reason": "Legacy-field Beit loading and Bamba torch.compile failure are unrelated." }, { - "left": "issue:43122", - "right": "issue:43906", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Different tokenizer regressions with no evidence of the same underlying cause." + "reason": "Qwen3 auto device-mapping crash and compiled-forward generation inconsistency are different failure modes." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Pretrained-model legacy-field loading and BitNet packed-weight unpacking are different code paths." - }, - { - "left": "issue:28282", - "right": "issue:35141", - "accept": false, - "reason": "PyTorch-missing import error and embedding reinitialization bug are unrelated." + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are distinct loading bugs." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both touch training, but one is a NoneType broadcast error and the other is a multi-GPU Qwen2-VL training request." + "reason": "Trainer broadcast TypeError and Qwen2-VL multi-GPU training are different distributed-training problems." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Different model-loading/processor issues with no shared failure mechanism." + "reason": "Pretrained preset legacy-field failure and OmDet-Turbo processor image-size mismatch are unrelated." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loading breakage is not the same as ScandiBERT tokenizer loading failure." + "reason": "gguf_file breaking model/tokenizer loading and ScandiBERT loading failure are not clearly the same root cause." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Qwen3.5 hidden-states bug and save_pretrained visual-key regression are different defects." + "reason": "Qwen3.5 output_hidden_states behavior and save_pretrained visual-key regression are different bugs." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Key error loading MobileLLM-125M is unrelated to loading AutoImageProcessor from URL." + "reason": "MobileLLM key error and AutoImageProcessor-from-URL failure are unrelated loading paths." }, { "left": "issue:44568", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different tokenization behaviors." - }, - { - "left": "issue:33666", - "right": "issue:36010", - "accept": false, - "reason": "Multi-GPU Qwen2-VL training issue is unrelated to a GenerationMixin import error." - }, - { - "left": "issue:41720", - "right": "issue:44464", - "accept": false, - "reason": "Different bug types: device-mapping CUDA assert vs chunked-generation inconsistency under compiled forward." - }, - { - "left": "issue:43329", - "right": "issue:45325", - "accept": false, - "reason": "Both involve multimodal token calculations, but one is an undefined-video-branch bug and the other is still-image position scaling." - }, - { - "left": "issue:43525", - "right": "issue:43572", - "accept": false, - "reason": "Both are config-field problems, but the missing attributes differ and the affected models are unrelated." + "reason": "mdeberta add_special_tokens regression and Granite token-ID regression are both tokenizer issues, but they affect different models and likely different code paths." }, { - "left": "issue:43756", - "right": "issue:44913", - "accept": false, - "reason": "RoPE/rotary-related issues, but one is a model-architecture discrepancy and the other is config reload behavior." - }, - { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:43278", + "right": "issue:43688", "accept": false, - "reason": "MoE auxiliary-loss normalization is unrelated to FSDP CPU RAM efficient loading." + "reason": "Embedding dtype drift and MoE auxiliary-loss normalization are unrelated training/math bugs." } ] }, @@ -6477,20 +6556,20 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 20, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ - "issue:28282", - "issue:32090", + "issue:28218", "issue:33357", "issue:33666", + "issue:36010", "issue:36331", "issue:39692", "issue:43257", @@ -6501,12 +6580,13 @@ "issue:43334", "issue:43493", "issue:43504", + "issue:43525", "issue:43540", "issue:43572", - "issue:43577", + "issue:43575", "issue:43606", "issue:43646", - "issue:43688", + "issue:43653", "issue:43720", "issue:43756", "issue:43824", @@ -6516,14 +6596,14 @@ "issue:44291", "issue:44361", "issue:44423", + "issue:44464", "issue:44466", - "issue:44479", "issue:44488", - "issue:44554", "issue:44589", "issue:44625", "issue:44734", "issue:44843", + "issue:44913", "issue:44964", "issue:44977", "issue:45083", @@ -6531,272 +6611,279 @@ "issue:45229", "issue:45405", "issue:45520", - "issue:45701", - "issue:45704", + "issue:45584", "issue:45759", "issue:45823" ], "soft_pairs": [ + "issue:33666|issue:36010", "issue:43493|issue:43825", + "issue:43756|issue:44913", + "issue:43525|issue:43572", "issue:43262|issue:43295", "issue:43606|issue:43927", "issue:43720|issue:43927", - "issue:28282|issue:32090", - "issue:28282|issue:33357", - "issue:43577|issue:44554", + "issue:28218|issue:33357", "issue:33666|issue:36331", "issue:39692|issue:43493", "issue:43720|issue:44361", - "issue:43688|issue:45704", + "issue:43493|issue:43844", + "issue:43278|issue:43844", "issue:44964|issue:45405", - "issue:43334|issue:43572", + "issue:43257|issue:43299", "issue:43540|issue:44977", - "issue:44479|issue:44625", - "issue:43493|issue:43844", + "issue:43334|issue:43572", + "issue:44625|issue:45584", "issue:43756|issue:45083", + "issue:44488|issue:44843", "issue:43334|issue:45759", "issue:45200|issue:45229", - "issue:44488|issue:44843", - "issue:43257|issue:43299", - "issue:43824|issue:44589", "issue:43646|issue:44466", - "issue:43278|issue:43844", - "issue:45229|issue:45823", + "issue:43824|issue:44589", "issue:44589|issue:45520", - "issue:43688|issue:45701", "issue:39692|issue:43295", - "issue:43572|issue:44291", + "issue:45229|issue:45823", "issue:33357|issue:33666", + "issue:43572|issue:44291", "issue:43504|issue:43606", + "issue:43927|issue:44361", "issue:44423|issue:44734", - "issue:43927|issue:44361" + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44464|issue:45584" ], - "prepared_review_unit_hash": "ad43c99914c644be17580e6487fa7d3c1ca1a05c2a54e8e030784177d515307d", + "prepared_review_unit_hash": "334b23f93dd7b88137012584043e306855164710e16c442ebf0a5855ee00a55e", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37977, - "estimated_input_tokens": 9495, - "estimated_eval_tokens": 19246 + "soft_pair_count": 35, + "serialized_chars": 38469, + "estimated_input_tokens": 9618, + "estimated_eval_tokens": 19492 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with a small Qwen/multimodal-loading subgroup and many unrelated standalone bugs. No soft edge pair looks like the same underlying bug/change, so all candidate merges are rejected.", - "confidence": 0.27, - "canonical_issue_reason": "issue:44479 is the broadest and most representative item in the only clearly related subgroup: a cross-model Qwen multimodal/video-input regression affecting multiple variants.", + "summary": "This cluster is highly heterogeneous: tokenizer spacing, macOS CLIP crashes, Qwen multimodal/config regressions, trainer API breakage, offline hub behavior, and several unrelated model-loading bugs. None of the soft pairs look like the same underlying defect, so there is no clear canonical duplicate center here.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best global representative because it spans several Qwen model families and reflects a concrete regression with a likely shared code path.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: Qwen2-VL multi-GPU training vs a GenerationMixin import regression." + }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancies are unrelated to a pipeline error-message regression." + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline translation-task error message." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs: dropped RoPE layers vs rotary_pct not persisting on reload." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing token fields, but they affect different models and different config attributes." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio processor sampling-rate defaulting and processor.tokenizer regression are different code paths." + "reason": "Audio sampling-rate defaulting and processor.tokenizer regression are different code paths." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch in Bark is unrelated to DiaConfig token-id persistence." + "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight loading for BitNet is unrelated to custom token ID loss in DiaConfig." - }, - { - "left": "issue:28282", - "right": "issue:32090", - "accept": false, - "reason": "Missing PyTorch import and NoneType GPU broadcast errors are unrelated failures." + "reason": "Packed-weight unpacking during accelerate loading is a different bug from save/load token ID loss." }, { - "left": "issue:28282", + "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "PyTorch import failure and MacOS bus error in CLIP are unrelated." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "BLIP2 dtype persistence and MPS attention correctness are different bugs." + "reason": "Tokenizer added-space behavior is unrelated to the MacOS bus error on CLIP." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Qwen2-VL multi-GPU training and CustomTrainer loss signature mismatch are unrelated." + "reason": "Qwen2-VL training issue and Trainer compute_loss signature regression are unrelated." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Documentation example errors and SigLIP2 HF-vs-JAX implementation divergence are not the same issue." + "reason": "Docs example/model mismatch and JAX-vs-HF implementation discrepancy are not the same defect." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet accelerate-loading bug and MLukeTokenizer task AttributeError are unrelated." + "reason": "Accelerate unpacking bug does not match MLukeTokenizer task-time AttributeError." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 parity issue is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Aux-loss normalization and T5 apex memory leak affect different subsystems." + "reason": "Embedding dtype drift and abnormal gradient increase are distinct training issues." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading regression and an out-of-date PEFT version pin are unrelated." + "reason": "Model load failure for Phi-4 multimodal is unrelated to an unreleased PEFT version bump." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Qwen3-VL pad_token_id loading bug and StableLm pad_token_idx regression are different model/config issues." + "reason": "Both involve Qwen3 MoE, but one is accelerate/deepspeed weight conversion and the other is a v5 loading regression." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Qwen3OmniMoe video processing failure and Qwen3.5 flash-attention generation bug do not share the same failure mode." + "reason": "Video-input processing failure and flash-attention generation issues are different bugs." }, { - "left": "issue:44479", - "right": "issue:44625", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "Video-input regression and num_labels propagation are separate config bugs." + "reason": "Missing pad_token_id in Qwen3-VL is unrelated to StableLmConfig's pad_token_idx field." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "SigLIP2 implementation mismatch and DeepSpeed gradient growth are unrelated." + "reason": "num_labels propagation and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43756", "right": "issue:45083", "accept": false, - "reason": "RoPE-layer dropout in Smollm3 and feat-extract length behavior in qwen3_omni_moe are different bugs." + "reason": "RoPE-layer count bug is unrelated to the feature-extract output length helper." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Specific model load failure is unrelated to the offline-mode model_info() call." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Missing pad_token_id and text_config unwrapping problems are distinct Qwen config-loading issues." + "reason": "Both touch Qwen multimodal config handling, but one is missing pad_token_id and the other is from_config text_config unwrapping." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing mm_token_type_ids for fine-tuning and multi-GPU OOM are not the same underlying bug." - }, - { - "left": "issue:44488", - "right": "issue:44843", - "accept": false, - "reason": "Model load failure for a specific checkpoint and offline model_info lookup bug have different root causes." + "reason": "Training-time mm_token_type_ids defaulting is unrelated to multi-GPU inference OOM." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "Qwen3 MOE weight conversion and Qwen3VL MOE loading are related only broadly by model family, not by the same bug." + "reason": "Custom model initialization breakage is unrelated to inconsistent lm_head serialization." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Import error for Qwen2.5-VL class and missing Float8 storage type are unrelated." + "reason": "Missing Qwen2_5_VL export and missing Float8 storage type are different import/runtime failures." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Custom model initialization breakage and device-dependent lm_head serialization are different issues." + "reason": "Float8 storage lookup failure is unrelated to the flash_attn KeyError on Python 3.13." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "Embedding dtype drift and DeepSpeed gradient growth are unrelated training problems." + "reason": "A broken documentation example does not match the processor.tokenizer regression." }, { "left": "issue:45229", "right": "issue:45823", "accept": false, - "reason": "Gemma4 OOM and Gemma4 PLE device mismatch are different inference failures." + "reason": "Both are Gemma4-related, but one is inference OOM and the other is a forward device-mismatch bug." }, { - "left": "issue:44589", - "right": "issue:45520", - "accept": false, - "reason": "Float8 storage lookup failure and flash_attn KeyError on Python 3.13 are unrelated environment bugs." - }, - { - "left": "issue:43688", - "right": "issue:45701", + "left": "issue:33357", + "right": "issue:33666", "accept": false, - "reason": "Aux-loss normalization and tokenization changes across versions are not the same defect." + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Documentation example errors and processor.tokenizer regression are unrelated." + "reason": "Missing pad_token_idx on one config is not the same as an unexpected _is_hf_initialized argument." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "StableLm pad_token_idx regression and init_empty_weights unexpected argument are different config/init bugs." + "reason": "Legacy-field loading bug for BEiT is unrelated to CPU offload device mismatch in bark-small." }, { - "left": "issue:33357", - "right": "issue:33666", + "left": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "MacOS bus error in a community CLIP model and Qwen2-VL multi-GPU training are unrelated." + "reason": "DiaConfig token-ID persistence issue and MLukeTokenizer task AttributeError are different failure modes." }, { "left": "issue:43504", - "right": "issue:43606", + "right": "issue:43653", "accept": false, - "reason": "Legacy field load failure in BEiT and Bark CPU-offload device mismatch are different model-loading bugs." + "reason": "Legacy-field loading bug and BigBird special-token registration bug are unrelated." }, { - "left": "issue:44423", - "right": "issue:44734", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "Continuous-batching multimodal crash and KV-cache continuation indexing bug are separate serve-path issues." + "reason": "Tensor-parallel OOM and an unreleased dependency version bump are unrelated." }, { - "left": "issue:43927", - "right": "issue:44361", + "left": "issue:44464", + "right": "issue:45584", "accept": false, - "reason": "DiaConfig custom token IDs and MLukeTokenizer task failure are unrelated." + "reason": "Chunked-generation inconsistency with compiled forward is unrelated to Whisper empty transcription handling." } ] }, @@ -6810,35 +6897,35 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 21, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:15354", "issue:28218", "issue:29942", "issue:30333", - "issue:33357", "issue:34567", + "issue:37428", "issue:38175", "issue:43232", "issue:43278", "issue:43295", - "issue:43504", + "issue:43493", "issue:43540", - "issue:43575", + "issue:43582", "issue:43606", - "issue:43653", - "issue:43688", "issue:43701", + "issue:43824", "issue:43844", "issue:43873", + "issue:43957", "issue:43994", "issue:44112", "issue:44315", @@ -6849,251 +6936,251 @@ "issue:44554", "issue:44568", "issue:44610", - "issue:44625", "issue:44792", "issue:44849", + "issue:44898", "issue:44964", + "issue:44977", "issue:45072", "issue:45084", "issue:45127", "issue:45198", "issue:45200", "issue:45290", - "issue:45325", "issue:45356", "issue:45405", + "issue:45412", "issue:45446", "issue:45520", - "issue:45584", + "issue:45563", "issue:45701", - "issue:45759", "issue:45823" ], "soft_pairs": [ - "issue:43504|issue:43653", - "issue:43575|issue:45405", - "issue:44625|issue:45759", + "issue:43994|issue:44493", + "issue:43278|issue:43701", "issue:43606|issue:44112", "issue:44792|issue:45405", - "issue:43994|issue:44493", - "issue:44521|issue:45290", "issue:29942|issue:30333", - "issue:44464|issue:45584", + "issue:44521|issue:45290", "issue:28218|issue:34567", - "issue:43844|issue:44964", "issue:45084|issue:45520", + "issue:43844|issue:44964", "issue:44554|issue:45446", - "issue:43688|issue:43873", - "issue:44568|issue:45701", "issue:15354|issue:38175", + "issue:44568|issue:45701", "issue:43232|issue:44849", + "issue:43582|issue:44977", "issue:43540|issue:45200", - "issue:45200|issue:45823", + "issue:37428|issue:43957", "issue:45072|issue:45198", + "issue:45200|issue:45823", "issue:44315|issue:44849", - "issue:43278|issue:43701", - "issue:28218|issue:33357", "issue:44554|issue:45356", - "issue:45200|issue:45325", + "issue:43493|issue:43701", "issue:43295|issue:44610", - "issue:44466|issue:45127" + "issue:43873|issue:44464", + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:37428|issue:43824", + "issue:44792|issue:45563" ], - "prepared_review_unit_hash": "f3405d36ae18623239229e8124c5dbb2d893d444363bdc6efb4535c3b9b8259d", + "prepared_review_unit_hash": "7fbc77ed20837ceb71daffb390f02d73c78301a47b766e226849d0b5505b7067", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35870, - "estimated_input_tokens": 8968, - "estimated_eval_tokens": 18192 + "serialized_chars": 35875, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set: the soft pairs are only superficially similar by keywords, but they describe different models, different subsystems, and different failure modes.", - "confidence": 0.98, + "summary": "This cluster is heterogeneous: the soft-paired items share only broad subsystem overlap, not the same underlying bug or change. I would not merge any of the proposed soft edges; there is no clear canonical issue/PR here.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:43653", - "accept": false, - "reason": "Different tokenization/loading bugs on different models: BEiT legacy-field loading vs BigBirdTokenizer special-token registration." - }, - { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "One is a tensor-parallel OOM on Qwen2 loading; the other is a packaging/version requirement issue for PEFT." + "reason": "Both mention model quality/position IDs, but one is a SigLIP2 inference discrepancy and the other is a generic unexpected-key issue; different failures." }, { - "left": "issue:44625", - "right": "issue:45759", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Both mention Qwen multimodal configs, but one is num_labels propagation and the other is AutoModelForCausalLM unwrapping text_config." + "reason": "Embedding dtype drift during evaluate is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Different problems: a real CPU offload device mismatch in bark-small vs a stale GraniteSpeech CI test." + "reason": "Both are device-related, but one is a CPU offload mismatch in bark-small and the other is a stale CI test in GraniteSpeech; not the same bug." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure is unrelated to a minimum PEFT version bump." - }, - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "Different symptoms and code paths: SigLIP2 nonsensical outputs vs a position-id key warning across many models." - }, - { - "left": "issue:44521", - "right": "issue:45290", - "accept": false, - "reason": "Both involve chat templates, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call messages with no content." + "reason": "A Janus image-generation test failure is unrelated to a PEFT version pin issue." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 CI failures are unrelated to MLFlow reporting after training-job failure." + "reason": "Flash Attention test failures and MLFlow not reporting failed jobs are separate problems." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:44521", + "right": "issue:45290", "accept": false, - "reason": "Different generation bugs: compiled-forward chunked generation inconsistency vs Whisper empty-transcription failure after token alignment." + "reason": "Both involve apply_chat_template, but one is assistant mask generation for multimodal inputs and the other is a crash on tool-call messages; different code paths." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState not updating num_input_tokens_seen." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "ZeRO-3 gradient growth during training is unrelated to loading Phi-4 multimodal configs in latest transformers." + "reason": "A non-template-node compile error is unrelated to a Python 3.13 flash_attn import KeyError." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "Non-template-node compilation error is unrelated to the flash_attn import KeyError on Python 3.13." + "reason": "ZeRO-3 gradient growth and loading Phi-4 multimodal are unrelated failures." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Both touch attention-related code, but one is an MPS correctness bug and the other is a PyTorch version gate in flex_attention." + "reason": "An MPS attention correctness bug is unrelated to a PyTorch version guard for AuxRequest import." }, { - "left": "issue:43688", - "right": "issue:43873", + "left": "issue:15354", + "right": "issue:38175", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to offloading not working with quantization." + "reason": "TorchScript export failing on GeneratorExp is unrelated to SigLIP2 zero probabilities." }, { "left": "issue:44568", "right": "issue:45701", "accept": false, - "reason": "A specific mdeberta tokenizer special-token regression is not the same as a broad report that transformers version changes tokenization." + "reason": "A specific add_special_tokens regression for mdeberta-v3 is not the same as broad version-dependent tokenization changes." }, { - "left": "issue:15354", - "right": "issue:38175", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "TorchScript GeneratorExp export failure for ViT is unrelated to SigLIP2 producing zero probabilities." + "reason": "Generation state updates after sync_gpus and Qwen3.5 hidden-state output bugs are different issues." }, { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "Generation kwarg update after sync_gpus is a different bug from Qwen3.5 hidden-states output handling." + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation bugs are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma 4 mm_token_type_ids defaulting to zeros." + "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma 4 text-only mm_token_type_ids behavior are different model-specific bugs." }, { - "left": "issue:45200", - "right": "issue:45823", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "Gemma 4 token-type defaults and a device mismatch under device_map=auto are different forward-path bugs." + "reason": "Importing a flash-attention helper and meta-device model loading failures are unrelated." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save_pretrained/tokenization failures." - }, - { - "left": "issue:44315", - "right": "issue:44849", - "accept": false, - "reason": "Liger Kernel not applied with model_init has no overlap with Qwen3.5 output_hidden_states behavior." + "reason": "bf16 dtype mismatches in CI and Wav2Vec2 save/tokenization failures are not the same underlying bug." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:45200", + "right": "issue:45823", "accept": false, - "reason": "BF16-to-FP32 embedding dtype drift during eval is unrelated to resume_from_checkpoint key mismatch." + "reason": "Both are Gemma 4 issues, but one is missing mm_token_type_ids and the other is a device-map forward mismatch; separate defects." }, { - "left": "issue:28218", - "right": "issue:33357", + "left": "issue:44315", + "right": "issue:44849", "accept": false, - "reason": "Tokenizer added-space behavior is unrelated to a MacOS bus error in CLIP." + "reason": "Liger Kernel initialization and Qwen3.5 hidden-state output are unrelated." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi tokenizer codec-handling regression are unrelated." + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression do not share a concrete fix." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaults and Qwen2.5-VL rope-index scaling are different multimodal bugs." + "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint key mismatch are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer regression with images is unrelated to OmDet-Turbo producing the wrong image size." + "reason": "A processor.tokenizer regression with images and OmDet input-size mismatch are different processor bugs." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization offloading and compiled-forward chunked generation are separate areas and failures." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "LM head serialization by device and LoRA merge collapse with extended vocabulary are different tied-weights problems." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are different failure modes." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "These are both import errors, but for different symbols and root causes." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus image-generation test failure is unrelated to a stale paged-generate warning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -7101,16 +7188,18 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 22, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ + "issue:28218", + "issue:35141", "issue:37428", "issue:38175", "issue:42915", @@ -7118,15 +7207,15 @@ "issue:43278", "issue:43295", "issue:43334", + "issue:43388", "issue:43425", "issue:43450", "issue:43493", "issue:43525", - "issue:43550", + "issue:43526", "issue:43572", "issue:43575", "issue:43653", - "issue:43701", "issue:43819", "issue:43824", "issue:43825", @@ -7141,285 +7230,249 @@ "issue:44206", "issue:44360", "issue:44442", - "issue:44464", "issue:44514", "issue:44521", "issue:44561", "issue:44610", - "issue:44792", "issue:44857", - "issue:44898", + "issue:44936", "issue:44987", "issue:45083", "issue:45127", "issue:45198", + "issue:45200", "issue:45245", + "issue:45325", "issue:45412", - "issue:45563", - "issue:45584", - "issue:45593" + "issue:45584" ], "soft_pairs": [ - "issue:44898|issue:45412", - "issue:43493|issue:43701", "issue:43572|issue:44987", - "issue:37428|issue:43957", "issue:43572|issue:43957", + "issue:45200|issue:45325", + "issue:43844|issue:44936", "issue:43334|issue:43525", - "issue:43873|issue:44464", "issue:43295|issue:43450", "issue:43824|issue:43975", - "issue:43550|issue:43844", "issue:43295|issue:43873", - "issue:37428|issue:43824", - "issue:38175|issue:45412", + "issue:43388|issue:43526", "issue:42915|issue:43824", - "issue:38175|issue:43493", + "issue:38175|issue:45412", + "issue:28218|issue:35141", "issue:44442|issue:45198", - "issue:44514|issue:44521", + "issue:38175|issue:43493", "issue:43278|issue:43856", + "issue:44514|issue:44521", "issue:43827|issue:43901", "issue:43653|issue:44112", - "issue:43450|issue:43493", "issue:43450|issue:43575", - "issue:44792|issue:45563", + "issue:43450|issue:43493", + "issue:44206|issue:45584", "issue:45127|issue:45245", "issue:44360|issue:44561", "issue:43819|issue:45083", - "issue:44206|issue:45584", "issue:43262|issue:43450", "issue:43819|issue:44112", - "issue:37428|issue:43425", "issue:44610|issue:44857", - "issue:44857|issue:45593", + "issue:37428|issue:43425", "issue:43278|issue:43825" ], - "prepared_review_unit_hash": "06398aee776703e4995ecf27fc5854bbca24666a4b3a298477d2596bf4f2bf8d", + "prepared_review_unit_hash": "8b4c43b820dfba5c3b2063f9962cf47db7833da13c13e559afff6a75c3eea607", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36924, - "estimated_input_tokens": 9231, - "estimated_eval_tokens": 18718 + "soft_pair_count": 29, + "serialized_chars": 35942, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of superficially similar but actually distinct Transformers issues, many around processors, configs, and model-loading regressions. None of the soft-pair candidates look like true duplicates, so all should stay separate.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 43295 is the broadest user-facing regression report in the processor/tokenizer area and is the closest thing here to a cluster representative.", + "summary": "This cluster is a loose topical bucket, not a duplicate set: the issues span unrelated tokenizer, model-loading, processor, training, and documentation regressions. None of the soft edges look like the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "No true canonical duplicate exists here; the items are heterogeneous and do not center on one underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43295 has the clearest regression framing and the widest apparent overlap with other processor-related reports in this set.", + "best_issue_reason": "issue:43824 is the strongest representative by discussion/inbound references and has a concrete, reproducible import regression, but it is still not a hub for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44898", - "right": "issue:45412", - "accept": false, - "reason": "Different bugs: image-classification resolution handling vs RT-DETR model deletion memory release." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 numerical discrepancy and resume checkpoint key mismatch are unrelated failures." - }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Both involve loading/config regressions, but they affect different models and symptoms." + "reason": "Different regressions: StableLmConfig pad_token_idx vs loading physical-intelligence/fast under transformers>=5.1.0." }, { - "left": "issue:37428", + "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Import error for a flash-attention helper is not the same as meta-device model-loading breakage." + "reason": "Both involve loading, but one is a StableLmConfig field regression and the other is a meta-device model-loading breakage; not the same bug." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Missing config attribute in StableLm is distinct from meta-device loading failures." + "reason": "Different subsystems: Gemma 4 multimodal token-type defaults vs Qwen2.5-VL rope position scaling." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:43844", + "right": "issue:44936", "accept": false, - "reason": "Same symptom class, but different model families and likely separate config fixes." + "reason": "Different code paths: ZeRO-3 gradient growth during training vs trainer.evaluate() failing after train()." }, { - "left": "issue:43873", - "right": "issue:44464", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "Quantized offloading behavior is unrelated to compiled-forward chunked generation output drift." + "reason": "Same symptom class (`pad_token_id` missing) but on different model configs and likely different fixes; not clearly the same defect." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both concern processors, but one is a tokenizer/image regression and the other is batched video-shape handling." + "reason": "Different processor regressions: processor.tokenizer/image passing vs batched video input shape handling." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Importing a VL model class and detokenization for DeepSeek Coder are different issues." + "reason": "Unrelated failures: import error for Qwen2_5_VL class vs DeepSeek detokenization issue." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Torch.compile + SDPA failure is not the same as ZeRO-3 gradient growth during training." + "reason": "Different problems: processor API regression vs offloading behavior with quantization." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43388", + "right": "issue:43526", "accept": false, - "reason": "Processor/tokenizer regression and quantized offloading are different code paths." + "reason": "Both touch label handling, but one is gather_for_metrics tuple truncation and the other is BeitImageProcessorFast reduce_labels; not the same bug." }, { - "left": "issue:37428", + "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Different import failures for different model APIs, not the same missing symbol." + "reason": "Different failures: Qwen3MoE FP8 config support vs a missing Qwen2.5-VL import." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 zero-probabilities bug and RT-DETR memory leak are unrelated." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "FineGrainedFP8 Qwen3MoE failure is not the same as Qwen2.5-VL import breakage." + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs RT-DETR memory not being released." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:28218", + "right": "issue:35141", "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is HF-vs-JAX implementation mismatch." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize with untied embeddings." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/audio model failures with different APIs and failure modes." + "reason": "Both are speech tokenization-related, but FastSpeech2ConformerTokenizer load failure and Wav2Vec2 save/tokenization failure are distinct." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Both are Qwen2.5-VL chat-template bugs, but one crashes on batched padding=False input while the other returns empty assistant masks." + "reason": "Same model family, but zero probabilities and HF-vs-JAX discrepancy are not enough to treat as the same concrete bug." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Embedding dtype drift during eval is not the same as Qwen3 MoE memory inefficiency." + "reason": "Different issues: dtype drift in evaluation vs memory inefficiency in Qwen3 MoE training." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input while the other returns all-zero assistant masks; too little evidence they are the same bug." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs issues around pipelines, but they target different docs and different deprecated behaviors." + "reason": "Both are docs-related, but they target different pipeline deprecations and different APIs." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration and a stale CI test are not duplicates." + "reason": "Completely different areas: BigBirdTokenizer special-token registration vs a GraniteSpeech CI device-override test." }, { "left": "issue:43450", - "right": "issue:43493", + "right": "issue:43575", "accept": false, - "reason": "Video batch-shape bug and SigLIP2 implementation discrepancy are unrelated." + "reason": "Video processor shape bug vs Qwen2-57B-A14B-Instruct tensor-parallel OOM; unrelated." }, { "left": "issue:43450", - "right": "issue:43575", + "right": "issue:43493", "accept": false, - "reason": "Processor shape mismatch is not the same as tensor-parallel OOM on model load." + "reason": "Different model families and failure modes: batched video shapes vs SigLIP2 implementation discrepancy." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "A failing Janus generation test and a stale warning in paged generate are different issues." + "reason": "Different audio bugs: unsupported center arg in LasrFeatureExtractor vs Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA merge collapse and category-cardinality limit are unrelated errors." + "reason": "LoRA/extended-vocab collapse with tied embeddings is unrelated to the 2^24 category-count runtime error." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available." + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC latent/forward mismatch and qwen3_omni_moe length helper behavior are different bugs." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Unsupported center arg in a feature extractor is unrelated to Whisper empty-transcription generation failure." - }, - { - "left": "issue:43262", - "right": "issue:43450", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and video batch-shape bugs are different subsystems." + "reason": "Different qwen3_omni_moe issues: DAC from_latents/STE mismatch vs helper length computation behavior." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent mismatch and a GraniteSpeech CI test failure are not the same issue." - }, - { - "left": "issue:37428", - "right": "issue:43425", - "accept": false, - "reason": "A missing import symbol and Torch 2.10 incompatibility are different root causes." + "reason": "Completely different bug domains: DAC latent reconstruction vs GraniteSpeech CI device override." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "OmDet image-size preprocessing and LwDetr AMP crash are separate model/training failures." + "reason": "Different vision bugs: OmDet-Turbo input-size mismatch vs LwDetrImageLoss AMP/CUDA crash." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "AMP CUDA crash in LwDetrLoss is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Both are version-compatibility problems, but one is a specific flash-attention import error and the other is broad Torch 2.10 incompatibility." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype changes and pipeline translation error messaging are unrelated." + "reason": "Different topics: embedding dtype drift vs pipeline error-message/deprecation messaging." } ] }, @@ -7433,26 +7486,26 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 23, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ - "issue:28218", "issue:29127", "issue:29942", "issue:32090", + "issue:34689", "issue:35141", "issue:37428", "issue:38175", "issue:39692", + "issue:40444", "issue:43335", - "issue:43388", "issue:43504", "issue:43526", "issue:43550", @@ -7460,6 +7513,7 @@ "issue:43611", "issue:43653", "issue:43720", + "issue:43723", "issue:43819", "issue:43931", "issue:44112", @@ -7469,8 +7523,8 @@ "issue:44448", "issue:44462", "issue:44493", + "issue:44554", "issue:44561", - "issue:44568", "issue:44743", "issue:44779", "issue:44855", @@ -7484,7 +7538,6 @@ "issue:45310", "issue:45381", "issue:45478", - "issue:45491", "issue:45520", "issue:45588", "issue:45593", @@ -7492,286 +7545,293 @@ "issue:45859" ], "soft_pairs": [ - "issue:45290|issue:45381", - "issue:43606|issue:45083", "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", "issue:44448|issue:44743", "issue:37428|issue:44351", "issue:45200|issue:45588", + "issue:45290|issue:45381", + "issue:29942|issue:32090", "issue:43611|issue:43931", "issue:39692|issue:43526", "issue:44206|issue:45823", "issue:44462|issue:44561", "issue:44561|issue:44779", - "issue:43388|issue:43526", "issue:43335|issue:43653", - "issue:43819|issue:44493", "issue:45310|issue:45478", - "issue:44855|issue:45083", + "issue:43819|issue:44493", "issue:45588|issue:45859", + "issue:29127|issue:32090", "issue:43550|issue:44112", - "issue:29942|issue:32090", + "issue:44292|issue:45520", "issue:43335|issue:43504", - "issue:43335|issue:45083", + "issue:44855|issue:45083", "issue:39692|issue:44493", - "issue:44292|issue:45520", - "issue:38175|issue:44493", + "issue:43335|issue:45083", "issue:44448|issue:44779", - "issue:28218|issue:35141", + "issue:38175|issue:44493", "issue:43335|issue:45072", "issue:43335|issue:45593", "issue:43720|issue:44112", "issue:44977|issue:45229", + "issue:40444|issue:43526", + "issue:43723|issue:44554", + "issue:34689|issue:35141", "issue:44448|issue:44977", "issue:43606|issue:44857", - "issue:44568|issue:45491", - "issue:44857|issue:45072", - "issue:29127|issue:32090" + "issue:44857|issue:45072" ], - "prepared_review_unit_hash": "90b34757744392ca9dd30e6f65be3e18b362b4d0d36bce85b36d42bd9cb760dd", + "prepared_review_unit_hash": "4e31c80f2c76bfd4a46832a966e6dcbd74fd97123bb0f635c1c1cd530d5d2f7a", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37832, - "estimated_input_tokens": 9458, - "estimated_eval_tokens": 19172 + "soft_pair_count": 36, + "serialized_chars": 38003, + "estimated_input_tokens": 9501, + "estimated_eval_tokens": 19258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "One clear duplicate pair stands out: the two \"Qwen3.5 Moe from_pretrained error\" issues are the same underlying loading failure. The rest of the soft pairs are only loosely related by subsystem/version and should stay separate.", - "confidence": 0.95, - "canonical_issue_reason": "issue:45310 is the better canonical for the Qwen3.5 Moe from_pretrained failure: it is the earlier report with more context, and issue:45478 is the same bug with essentially the same title.", + "summary": "This cluster is mostly a set of unrelated Transformers bug reports; the only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression. Most other soft links are just broad subsystem similarity, not the same underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the earliest and clearest report of the Qwen3.5 MoE `from_pretrained` regression; issue:45478 describes the same failure with nearly identical wording and version scope.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue candidate overall because it is the clearest duplicate target among the provided items and has the richest context for that specific bug.", + "best_issue_reason": "issue:45310 is the best issue representative here because it is the only strong duplicate target and contains the most useful original report details.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Different bugs: chat template/tool-call handling versus Qwen2.5-VL video position ids." + "reason": "Different models and failure modes: SwitchTransformers sparse-layer construction vs Bamba torch.compile/SDPA behavior." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Different failure modes in different code paths; one is CPU offload device mismatch, the other is a feat-length helper behavior issue." + "reason": "Device offload mismatch in Bark vs a Qwen3 Omni feature-length helper bug; not the same code path." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Unrelated model/config bug versus torch.compile+SDPA failure." + "reason": "AMP/CUDA crash in a loss module vs missing auxiliary losses when denoising is disabled; distinct issues." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Both mention generation/state behavior changes, but they describe different model paths and different concrete defects." + "reason": "Pegasus output drift across versions vs Qwen3 recurrent-state reset logic; unrelated regressions." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing symbols and likely different broken dependencies/paths." + "reason": "Both are import errors, but for different missing symbols and different root causes." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Different issues: Gemma4 text-only token-type defaults versus flash_attention handling of sink-less models with s_aux=None." + "reason": "Gemma 4 text-only fine-tuning defaults vs flash-attention sink-less crash; not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling vs Qwen2.5-VL video position IDs; different behaviors." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures vs a Trainer `_gpu_broadcast_one` NoneType error; different failure surfaces." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Model-loading problems, but not the same one: base_model_prefix handling versus Qwen3-VL weight-shape mismatch." + "reason": "Model loading breaks for base_model_prefix vs a Qwen3-VL weight-shape mismatch; distinct loading problems." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Docs/example errors versus a BeitImageProcessorFast label-reduction bug." + "reason": "SigLIP2 docs/quantization example issues vs BeitImageProcessorFast label reduction bug; unrelated." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Different models and different runtime failures: unsupported center arg versus Gemma4 PLE device mismatch." + "reason": "Unsupported `center` argument in an extractor vs Gemma4 PLE device mismatch; different code paths." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "Tokenizer config loading issue versus removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "AutoTokenizer ignoring `tokenizer.json` is unrelated to removal of `is_torch_fx_available` for trust_remote_code models." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions affecting models, but one is an API removal breakage and the other is tokenizer output correctness for Deepseek." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Both involve labels, but one drops labels in metrics gathering while the other returns only one label in BeitImageProcessorFast." + "reason": "General v5 compatibility break vs Deepseek tokenizer output regression; not the same defect." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer/config issues; sparse layer construction is unrelated to BigBirdTokenizer special-token registration." - }, - { - "left": "issue:43819", - "right": "issue:44493", - "accept": false, - "reason": "Different bugs: DAC latent conversion mismatch versus unexpected key handling for position ids." + "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration bug; unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same title and same reported from_pretrained error for Qwen3.5 Moe; these are clearly duplicate reports of the same loading bug." + "reason": "Same Qwen3.5 MoE `from_pretrained` error with the same version trigger; 45478 is effectively a duplicate of 45310." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Python 3.13 import/torch.jit parsing issue versus a qwen3_omni_moe helper-function behavior bug." + "reason": "DAC latent reconstruction mismatch vs widespread position-id key warnings; different subsystems and symptoms." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Both touch Qwen3_5Moe/attention/offload areas, but the concrete failures are different and not safely mergeable into one fix." + "reason": "One is a flash-attention sink-less crash, the other a CPU-offload rotary-embedding incompatibility; not mergeable as one bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs Trainer broadcast TypeError; unrelated." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Different CI/runtime problems in different models: SDPA compile failure versus stale device override test." + "reason": "Bamba torch.compile/SDPA failure vs GraniteSpeech stale device override CI test; different problems." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:44292", + "right": "issue:45520", "accept": false, - "reason": "Flash Attention 2 test failures and NoneType broadcast errors are unrelated bugs." + "reason": "Qwen-3-8B-NVFP4 runtime error vs Python 3.13 `flash_attn` import KeyError; unrelated." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Sparse-layer creation bug versus BEiT semantic-segmentation legacy-field loading failure." + "reason": "SwitchTransformers config bug vs BEiT pretrained loading legacy-field bug; different artifacts and root causes." }, { - "left": "issue:43335", - "right": "issue:45072", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Different model/runtime issues: SwitchTransformers sparse-layer bug versus dtype mismatch in inference." + "reason": "Python 3.13 IndentationError from a TorchScript decorator/comment issue vs Qwen3 Omni feature-length helper behavior; unrelated." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "Docs/example errors versus a broad position-id warning affecting many models." - }, - { - "left": "issue:44292", - "right": "issue:45520", - "accept": false, - "reason": "Different models and different errors: Qwen-3-8B-NVFP4 run failure versus Python 3.13 flash_attn import KeyError." + "reason": "Documentation/example and quantization issues for SigLIP2 vs position-id warnings across models; no shared bug." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as the position-id key warning." + "reason": "SwitchTransformers sparse-layer creation bug and Qwen3 Omni helper bug are different code paths." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Pegasus output regression and Deepseek tokenizer regression are distinct model-specific bugs." + "reason": "Pegasus output regression vs Deepseek tokenizer regression; different components and symptoms." }, { - "left": "issue:28218", - "right": "issue:35141", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to embedding reinitialization after resize." + "reason": "Unexpected zero probabilities in SigLIP2 vs position-id warnings; not the same issue." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "Not the same concrete bug; both are inference/config issues but in different models and code paths." + "reason": "SwitchTransformers sparse-layer config bug vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel CI; different concrete failures." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Sparse-layer config bug versus D-FINE auxiliary-loss behavior are unrelated." + "reason": "Sparse-layer config bug vs missing auxiliary losses in D-FINE; unrelated." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to GraniteSpeech device override test flakiness." + "reason": "BitNet packed-weight loading bug vs GraniteSpeech stale device override test; not the same bug." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Different Qwen/Gemma runtime failures: flash-attention generation issue versus CUDA OOM in multi-GPU inference." + "reason": "Qwen3.5 flash-attention generation issue vs Gemma4 multi-GPU OOM; different failure modes." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Both affect generation outputs, but the model families and concrete defects differ." + "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning failure vs BEiT image processor label reduction bug; unrelated." }, { - "left": "issue:43606", - "right": "issue:44857", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "Different device/runtime crashes in unrelated models." + "reason": "AutoTokenizer v5 loading issue vs MPS attention correctness issue; no shared underlying change." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:34689", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer special-token behavior is unrelated to Gemma3 sliding-window NaN embeddings." + "reason": "Llama 3.2 Vision model loading breakage vs token-embedding resize/post_init reinitialization; different bugs." }, { - "left": "issue:44857", - "right": "issue:45072", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "AMP crash in LwDetrImageLoss is unrelated to dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Pegasus output mismatch vs Qwen3.5 flash-attention generation bug; different models and code paths." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:43606", + "right": "issue:44857", "accept": false, - "reason": "LayoutLMv3 error-message clarity issue is unrelated to the Trainer _gpu_broadcast_one NoneType failure." - } - ] - }, - "evaluator_result": { + "reason": "CPU offload device mismatch in Bark vs AMP/CUDA crash in LwDetrImageLoss; distinct failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA loss crash vs bfloat16 dtype mismatch CI failure; not the same bug." + } + ] + }, + "evaluator_result": { "accept": true, - "feedback": "The canonical pair 45310/45478 is well supported by the packet: identical titles and very similar issue context. The soft-edge rejections are appropriately conservative overall, with reasons grounded in differing titles and bug descriptions." + "feedback": "The summary is well grounded in the packet. The only accepted duplicate pair is the identical Qwen3.5 MoE `from_pretrained` report (issue:45310 / issue:45478), and the other soft-edge rejections stay conservative given the titles and metadata shown. No mergeability concerns for PRs since none are present." }, "evaluator_used": true, "retried": false, @@ -7782,32 +7842,31 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 24, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:25251", + "issue:28218", + "issue:29127", "issue:29942", "issue:32090", - "issue:34689", + "issue:33357", "issue:35141", - "issue:36010", "issue:37428", - "issue:40444", - "issue:42915", - "issue:42994", + "issue:41720", "issue:43065", "issue:43066", "issue:43278", + "issue:43329", "issue:43381", "issue:43412", - "issue:43526", "issue:43550", "issue:43653", "issue:43701", @@ -7815,25 +7874,25 @@ "issue:43927", "issue:43976", "issue:43994", - "issue:44186", - "issue:44361", "issue:44448", - "issue:44451", "issue:44462", "issue:44466", "issue:44493", + "issue:44568", "issue:44743", "issue:44857", - "issue:44871", "issue:44977", + "issue:44987", "issue:45083", "issue:45198", + "issue:45229", "issue:45245", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45459", - "issue:45520", + "issue:45491", "issue:45563", "issue:45588", "issue:45698", @@ -7842,245 +7901,252 @@ "issue:45823" ], "soft_pairs": [ - "issue:45459|issue:45712", + "issue:44568|issue:45491", + "issue:28218|issue:32090", "issue:43927|issue:45698", - "issue:34689|issue:35141", + "issue:45459|issue:45712", "issue:45198|issue:45803", "issue:44977|issue:45563", - "issue:40444|issue:43526", + "issue:37428|issue:44987", "issue:43701|issue:45083", + "issue:29942|issue:35141", "issue:43550|issue:45083", "issue:45372|issue:45588", + "issue:43873|issue:44493", + "issue:32090|issue:33357", "issue:43412|issue:45588", + "issue:43278|issue:43329", + "issue:43873|issue:45229", "issue:45245|issue:45563", - "issue:29942|issue:35141", - "issue:43873|issue:44493", - "issue:36010|issue:37428", - "issue:43066|issue:44462", + "issue:43976|issue:45440", + "issue:41720|issue:45229", + "issue:28218|issue:29127", + "issue:45372|issue:45406", "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:43065|issue:43994", "issue:44857|issue:45588", "issue:44448|issue:44466", "issue:43278|issue:43381", "issue:43065|issue:45412", - "issue:45588|issue:45823", "issue:25251|issue:32090", - "issue:43653|issue:44743", - "issue:44451|issue:45520", - "issue:43976|issue:45440", - "issue:44186|issue:45198", - "issue:42915|issue:42994", - "issue:43994|issue:45412", - "issue:44361|issue:45198", - "issue:44871|issue:44977" + "issue:45588|issue:45823", + "issue:43653|issue:44743" ], - "prepared_review_unit_hash": "0fdb572cbfc0458894c57f9c4b8ac03faa16b1b3f606871dc013875a00ed6273", + "prepared_review_unit_hash": "f5c61ffcb94eb4c5588e7cda8c85d53f45abc1d0f88fbe0549994bc299276909", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36647, - "estimated_input_tokens": 9162, - "estimated_eval_tokens": 18580 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36593, + "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 heterogeneous: the paired issues share loose keywords like save/load, tokenizer, or import errors, but they do not look like the same underlying bug. No PRs are present.", - "confidence": 0.39, - "canonical_issue_reason": "issue:45698 is the best canonical issue here because it is open, broadly user-facing, and the most general save/load regression in the set. The other issues are either narrower manifestations or unrelated model/tokenizer failures.", + "summary": "This cluster is highly heterogeneous: the soft pairs mostly share broad keywords (tokenizer, generation, loading, Gemma, flash-attn) but describe different bugs, models, and code paths. No soft edge looks like a true duplicate; issue 45372 is just the least-bad representative anchor because it is the most central load-time import/dependency report in the set.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45372 is the best cluster anchor: it is open, has inbound references, and is the most central report among the soft matches around Gemma4 processor/load-time import breakage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45698 is the best overall issue to keep as the cluster representative for the same reasons: open, active, and broadly phrased enough to serve as the nearest umbrella report. That said, the cluster does not appear to contain true duplicates.", + "best_issue_reason": "issue:45372 is the broadest representative of the cluster\u2019s recurring load/import failure theme, but it should not be treated as a duplicate of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Different bugs: tokenizer special-token insertion vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:28218", + "right": "issue:32090", "accept": false, - "reason": "Tokenizer error handling vs leftover dummy classes; same theme of bad exception handling, but not the same bug." + "reason": "Tokenizer spacing bug and Trainer GPU broadcast NoneType error are unrelated." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load behavior, but one is custom token IDs and generation, the other is wrong custom module resolution; different failure modes." + "reason": "Both involve save/load, but one is custom token IDs and the other is wrong custom module loading." }, { - "left": "issue:34689", - "right": "issue:35141", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Model loading breakage for Llama Vision vs embedding reinit after resizing; unrelated code paths." + "reason": "Tokenizer exception handling vs leftover dummy classes/check_repo cleanup; different problems." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "save_pretrained/tokenization failure vs bare except in FuyuBatchFeature; different symptoms and fixes." + "reason": "Both mention tokenization/errors, but one is Wav2Vec2 save/tokenization failure and the other is a bare-except bug in Fuyu tensor conversion." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Flash-attention generation issue vs stale warning in paged generate; not the same defect." + "reason": "Both are generation-related, but one is flash-attention output corruption and the other is a stale warning in paged generate()." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:37428", + "right": "issue:44987", "accept": false, - "reason": "IterableDataset multi-image finetuning vs BEiT fast processor label reduction; unrelated subsystems." + "reason": "Import error for a flash-attn helper and a model loading failure are different code paths." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch vs feature-length helper behavior; no concrete overlap." + "reason": "Checkpoint key mismatch and a multimodal feature-length helper bug are unrelated." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "torch.compile/SDPA bug vs feature extraction length helper; different code paths." + "reason": "Flash Attention 2 test failures are unrelated to token embedding reinitialization after resize." }, { - "left": "issue:45372", - "right": "issue:45588", + "left": "issue:43550", + "right": "issue:45083", "accept": false, - "reason": "Gemma processor import failure vs flash-attention crash on s_aux=None; unrelated issues." + "reason": "torch.compile+SDPA failure in Bamba and a qwen3_omni_moe helper-function bug are not the same issue." }, { - "left": "issue:43412", + "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "ExecuTorch export guard/support problem vs flash-attention sink-less model crash; different layers." + "reason": "Gemma4 import/dependency breakage and flash_attention s_aux=None handling are different failures." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "Category-count runtime limit vs paged generate warning; not duplicates." + "reason": "Quantization offloading issues and unexpected position-id keys do not share a concrete bug." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Flash Attention 2 test failures vs embedding reinitialization after resize; unrelated." + "reason": "Trainer broadcast NoneType error and MacOS bus error on CLIP are unrelated runtime failures." }, { - "left": "issue:43873", - "right": "issue:44493", + "left": "issue:43412", + "right": "issue:45588", "accept": false, - "reason": "Quantization/offloading behavior vs unexpected position-id keys; no shared concrete bug." + "reason": "Executorch export guard/support issue is not the same as sink-less flash_attention AttributeError." }, { - "left": "issue:36010", - "right": "issue:37428", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "GenerationMixin import removal vs flash_attention_utils import removal; both imports fail, but they are different symbols and fixes." + "reason": "Training/eval dtype drift and undefined video-branch variables are separate bugs." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Tokenizer decoder type mismatch in v5 vs AutoTokenizer ignoring tokenizer.json; both loading-related, but different defects." + "reason": "Quantization offloading and Gemma4 multi-GPU OOM are different memory/performance problems." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Gemma 4 processor import dependency vs tokenizer exception masking; different failures." + "reason": "Category-count limit error and a stale generation warning are unrelated." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "LwDetr loss under AMP/CUDA vs flash-attention integration crash; unrelated model paths." + "reason": "Python version compatibility and DeepseekV3MoE parity are different issues." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:41720", + "right": "issue:45229", "accept": false, - "reason": "Pegasus output differences across versions vs lm_head serialization inconsistency; both model behavior regressions, but not the same bug." + "reason": "Both are multi-GPU/device-map related, but one is a cudaErrorAssert and the other is OOM; not the same bug." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:28218", + "right": "issue:29127", "accept": false, - "reason": "Embedding dtype drift in eval vs gradient checkpointing in eval mode; different evaluation-time issues." + "reason": "Tokenizer spacing bug and LayoutLMv3 error-message clarity are unrelated." }, { - "left": "issue:43065", - "right": "issue:45412", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder vs RT-DETR memory release; unrelated." + "reason": "Both touch Gemma4 processor loading, but one is a missing dependency import and the other is a missing _tokenizer attribute in serve." }, { - "left": "issue:45588", - "right": "issue:45823", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Flash-attention aux handling vs Gemma4 PLE device mismatch; both runtime issues, but distinct code paths." + "reason": "Gemma4 processor import failure and tokenizer protobuf error masking are different dependency paths." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "top_k pipeline output nesting vs Trainer _gpu_broadcast_one NoneType error; unrelated behavior." + "reason": "Tokenizer decoder-type regression and AutoTokenizer ignoring tokenizer.json are not the same concrete bug." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "BigBirdTokenizer special-token decode bug vs Qwen recurrent-state reset; different models and bugs." + "reason": "Dummy Sam3PixelDecoder layer cleanup and SigLIP2 nonsensical outputs are unrelated." }, { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Model loading failure for a specific repo vs KeyError for flash_attn on Python 3.13; different root causes." + "reason": "AMP/CUDA loss crash and flash_attention sink handling are different subsystems." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Python version compatibility issue vs DeepseekV3MoE divergence; unrelated." + "reason": "Output drift between v4/v5 and lm_head.weight serialization inconsistency are distinct regressions." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure; different tokenizers and failures." + "reason": "Embedding dtype change and gradient-checkpointing-in-eval are unrelated." }, { - "left": "issue:42915", - "right": "issue:42994", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Qwen3Moe FP8 config failure vs quantized model saving failure; both quantization-related, but not the same bug." + "reason": "Dummy convolution cleanup in Sam3PixelDecoder and RT-DETR memory release are not the same bug." }, { - "left": "issue:43994", - "right": "issue:45412", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "SigLIP2 AutoModel/pipeline nonsense output vs RT-DETR memory leak; unrelated." + "reason": "Pipeline top_k nesting and Trainer GPU broadcast NoneType error are unrelated." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:45588", + "right": "issue:45823", "accept": false, - "reason": "MLukeTokenizer task AttributeError vs Wav2Vec2 save/tokenization failure; different tokenizer problems." + "reason": "Both mention Gemma4-ish behavior, but one is flash_attention s_aux handling and the other is device-map mismatch in PLE forward." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Gemma eos_token_id config mismatch vs Qwen3.5 flash-attention generation issue; different model configs and symptoms." + "reason": "BigBird tokenizer special-token registration and Qwen3 recurrent-state reset are unrelated." } ] }, @@ -8094,291 +8160,299 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 25, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:29127", "issue:29942", "issue:30064", "issue:32090", + "issue:33290", "issue:33357", "issue:34567", + "issue:35141", "issue:36010", "issue:39692", - "issue:41720", - "issue:43065", + "issue:42915", + "issue:42994", + "issue:43257", "issue:43278", - "issue:43329", "issue:43334", "issue:43381", "issue:43421", "issue:43526", "issue:43531", - "issue:43575", "issue:43653", "issue:43701", - "issue:43723", "issue:43756", "issue:43761", "issue:43824", - "issue:43873", "issue:43994", "issue:44186", "issue:44206", "issue:44265", "issue:44279", + "issue:44361", "issue:44442", + "issue:44451", + "issue:44464", "issue:44479", - "issue:44554", "issue:44610", - "issue:44734", + "issue:44871", "issue:44977", "issue:45103", "issue:45198", - "issue:45229", "issue:45245", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", "issue:45491", + "issue:45520", "issue:45593", "issue:45834", "issue:45859" ], "soft_pairs": [ - "issue:43421|issue:45491", + "issue:44451|issue:45520", + "issue:44186|issue:45198", "issue:44206|issue:44479", - "issue:44265|issue:45198", + "issue:43994|issue:45412", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:43421|issue:45491", "issue:29942|issue:30064", - "issue:44734|issue:45406", - "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:43257|issue:43278", + "issue:43756|issue:45440", "issue:33357|issue:39692", "issue:29127|issue:34567", + "issue:32090|issue:33290", "issue:44610|issue:45412", "issue:45103|issue:45372", - "issue:43756|issue:45440", - "issue:43873|issue:45229", - "issue:43723|issue:44554", - "issue:45372|issue:45406", - "issue:43278|issue:43575", + "issue:43824|issue:44279", + "issue:45440|issue:45593", "issue:43761|issue:45859", - "issue:43526|issue:45834", "issue:43381|issue:43701", "issue:43653|issue:44442", - "issue:45440|issue:45593", - "issue:43278|issue:43329", + "issue:43526|issue:45834", "issue:29942|issue:36010", - "issue:41720|issue:45229", - "issue:32090|issue:33357", - "issue:43334|issue:43531", "issue:43526|issue:44186", - "issue:44977|issue:45245", - "issue:43824|issue:44279" + "issue:29127|issue:33357", + "issue:43334|issue:43531", + "issue:29127|issue:35141", + "issue:44464|issue:45491", + "issue:44977|issue:45245" ], - "prepared_review_unit_hash": "952b7ea01fa2df0387d72013d797cd40fa84356061ad2dfd4c96ce14daf32b45", + "prepared_review_unit_hash": "c7b04ea763e0b7a745840eb3b1726427fdcbcde2596985382641e57fd47a91dc", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36201, - "estimated_input_tokens": 9051, - "estimated_eval_tokens": 18358 + "soft_pair_count": 30, + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose grab bag of unrelated Transformers issues rather than a duplicate set. None of the soft pairs look like the same underlying bug/change, and there are no PRs to consider.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is highly heterogeneous and does not contain any convincing duplicate issue or PR pairs. The soft matches mostly share broad theme words like tokenizer, generation, or model loading, but they describe different code paths and failures.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 45103 is the best representative only in the sense that it is an active, concrete regression with inbound references; however, the overall set is not a true duplicate cluster and most items are unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the broadest and most active report in the set (quantization/offloading runtime bug with inbound references), so it is the best representative issue if one must be chosen.", + "best_issue_reason": "45103 is the most actionable live bug in the set. It has a clear crash report and current discussion, whereas the rest are mostly unrelated failures across different subsystems.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: model loading/package compatibility vs a flash_attn import/key lookup issue on Python 3.13." + }, + { + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "TokenizersBackend special-token updates vs Gemma3 NaN embeddings; different components and failure modes." + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated code paths." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor arg validation crash vs Qwen video-input regression; not the same code path." + "reason": "Unsupported feature-extractor arg and Qwen VL video regression are different bugs." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "torch.export/torch_compilable_check failure vs Wav2Vec2 save/tokenization failure; unrelated APIs." + "reason": "SigLIP2 inference quality issue and RT-DETR memory-release leak are not the same problem." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Flash Attention 2 test failures vs void segmentation map processing; different subsystems." + "reason": "FP8 config failure for Qwen3MoE is distinct from quantized model saving failure." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Both are serve-related, but one is KV-cache indexing and the other is a Gemma4Processor init bug." + "reason": "MLuke tokenizer attribute error and Wav2Vec2 save/tokenization failure are unrelated." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Sam3PixelDecoder dummy layer vs SigLIP2 AutoModel/pipeline outputs; unrelated model bugs." + "reason": "EOS token config mismatch is unrelated to flash-attention generation problems." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "MacOS bus error in community CLIP model vs SigLIP2 docs/model mismatch; different underlying issues." + "reason": "Runtime special-token post-processor update bug is not the same as Gemma3 NaN embeddings." }, { - "left": "issue:29127", - "right": "issue:34567", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "LayoutLMv3 box/error messaging vs TrainerState token counter update; unrelated behavior." + "reason": "Flash Attention 2 test failures and void segmentation map processing are different subsystems." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Processor/model input-size mismatch vs RT-DETR memory release; different bug classes." + "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization issues." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43257", + "right": "issue:43278", "accept": false, - "reason": "auto_docstring future-annotations crash vs Gemma4 dependency import failure; unrelated." + "reason": "Qwen3 MoE weight conversion/loading and embedding dtype drift in eval are different bugs." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different model implementation divergences (Smollm3 RoPE layers vs DeepseekV3MoE parity)." + "reason": "Smollm3 RoPE layer mismatch and DeepseekV3MoE divergence are not the same concrete issue." }, { - "left": "issue:43873", - "right": "issue:45229", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Offloading/quantization behavior vs multi-GPU OOM; same broad area, but not the same concrete bug." + "reason": "MacOS bus error for CLIP and SigLIP2 docs/model mismatch are unrelated." }, { - "left": "issue:43723", - "right": "issue:44554", + "left": "issue:29127", + "right": "issue:34567", "accept": false, - "reason": "Tokenizer loading regression vs MPS attention correctness issue; unrelated." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are different concerns." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:32090", + "right": "issue:33290", "accept": false, - "reason": "Gemma4 processor dependency import failure vs serve-side missing _tokenizer attribute; different root causes." + "reason": "NoneType broadcast error in Trainer and Adafactor OOM in deepspeed are not duplicates." }, { - "left": "issue:43278", - "right": "issue:43575", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "Embedding dtype drift vs tensor-parallel OOM; not the same defect." + "reason": "OmDet-Turbo input-size mismatch and RT-DETR memory leak are different bugs." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs Qwen3_5MoE CPU-offload incompatibility; different models and paths." + "reason": "auto_docstring annotation crash and mistral_common ReasoningEffort import failure are unrelated." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2.5-VL export and a generic dependency issue do not describe the same failure." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Kosmos2.5 long-OCR index error; unrelated." + "reason": "CLIPVision hidden_states regression and Qwen3_5MoE CPU-offload incompatibility are different code paths." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval vs resume_from_checkpoint key mismatch; different training-flow issues." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct issues." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration vs FastSpeech2Conformer tokenizer loading; both tokenizer-related but distinct bugs." - }, - { - "left": "issue:45440", - "right": "issue:45593", - "accept": false, - "reason": "DeepseekV3MoE parity gap vs D-FINE auxiliary-loss omission; different models and behaviors." + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading failure are unrelated." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "Embedding dtype mismatch vs multimodal token counting video-branch NameError; unrelated." + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR long-input indexing are different bugs." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention test failures vs GenerationMixin import error; no overlap in root cause." + "reason": "Flash Attention 2 test failures and GenerationMixin import removal/rename are not the same defect." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Qwen3 auto-device-map assert on A800 vs Gemma4 multi-GPU OOM; both CUDA, but not the same failure." + "reason": "Label-array reduction bug and LayoutLMv2 tokenizer crash are unrelated." }, { - "left": "issue:32090", + "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "Trainer _gpu_broadcast_one NoneType error vs MacOS CLIP bus error; unrelated." + "reason": "Error-message clarity for LayoutLMv3 and CLIP MacOS bus error are not duplicates." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id loading bug vs Qwen3-MoE sliding_window bug; same family but different concrete issues." + "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window behavior are different problems." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "BeitImageProcessorFast label reduction vs LayoutLMv2Tokenizer NER/padding crash; different components." + "reason": "Compiled chunked generation inconsistency and Gemma3 NaN embeddings are separate failures." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation regression vs category-count limit error; unrelated." - }, - { - "left": "issue:43824", - "right": "issue:44279", - "accept": false, - "reason": "Specific Qwen2_5_VL import failure vs vague dependency issue; not enough evidence of the same bug." + "reason": "Flash-attention generation issue and category-count runtime limit are unrelated." } ] }, @@ -8392,39 +8466,40 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 26, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ - "issue:28218", - "issue:29127", - "issue:32090", "issue:33290", - "issue:33357", "issue:34567", "issue:34689", "issue:35141", - "issue:38175", "issue:39692", "issue:42907", "issue:42915", + "issue:43232", "issue:43262", "issue:43316", "issue:43381", + "issue:43388", "issue:43441", + "issue:43493", "issue:43525", "issue:43526", + "issue:43550", "issue:43575", "issue:43611", "issue:43646", "issue:43701", + "issue:43723", "issue:43761", + "issue:43827", "issue:43873", "issue:43931", "issue:44077", @@ -8433,250 +8508,263 @@ "issue:44206", "issue:44387", "issue:44442", - "issue:44464", "issue:44479", "issue:44743", "issue:44811", "issue:44857", "issue:44898", - "issue:44964", - "issue:44977", + "issue:45003", "issue:45072", "issue:45216", "issue:45290", "issue:45440", + "issue:45479", "issue:45491", - "issue:45584", "issue:45588", "issue:45698", + "issue:45759", "issue:45803" ], "soft_pairs": [ - "issue:43526|issue:44857", - "issue:43262|issue:44206", - "issue:43441|issue:45588", "issue:42915|issue:43931", "issue:44442|issue:45072", - "issue:44464|issue:45491", - "issue:44743|issue:44811", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:43232|issue:43388", + "issue:43441|issue:45588", "issue:43575|issue:43701", + "issue:44743|issue:44811", "issue:43646|issue:44077", - "issue:29127|issue:35141", "issue:43575|issue:44387", - "issue:33357|issue:38175", - "issue:44977|issue:45584", + "issue:45003|issue:45440", + "issue:43761|issue:44079", + "issue:43723|issue:45479", "issue:44442|issue:45803", + "issue:43761|issue:44188", "issue:43316|issue:43525", - "issue:44964|issue:45440", - "issue:44479|issue:45290", - "issue:28218|issue:29127", - "issue:43761|issue:44079", "issue:42907|issue:45698", - "issue:28218|issue:32090", - "issue:43931|issue:45216", + "issue:44479|issue:45290", "issue:33290|issue:34567", - "issue:34689|issue:43611", "issue:44442|issue:44898", + "issue:34689|issue:43611", "issue:39692|issue:45491", - "issue:43761|issue:44188", - "issue:43381|issue:43873" + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43381|issue:43873", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:44077|issue:44479", + "issue:43316|issue:45759" ], - "prepared_review_unit_hash": "2bb8a707f1d21f2c231a08edd017755f4f1e8c187d9f6a7757655df2e0c1e9fb", + "prepared_review_unit_hash": "022e018c933920a7183c84fb74e7f26b1fdc320a81eb3b945070cfbb81170060", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36130, - "estimated_input_tokens": 9033, - "estimated_eval_tokens": 18322 + "soft_pair_count": 30, + "serialized_chars": 36846, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a coherent duplicate set; they span unrelated bugs across tokenizers, audio, vision, training, quantization, loading/saving, and model-specific regressions. No soft edge pair looks like the same underlying bug/change.", - "confidence": 0.98, - "canonical_issue_reason": "No strong canonical duplicate exists in this heterogeneous set; if a representative issue is needed, issue 43873 is the broadest and most actively discussed report.", + "summary": "This is a loose semantic cluster, not a true duplicate set: it mixes unrelated issues across model loading, quantization/OOM, processors, generation, and docs. None of the soft-edge pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43873 is the most active/broad open item in the group (high discussion and inbound references) and is the best single representative of the cluster\u2019s dominant quantization/offloading memory theme.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best single representative because it has the widest impact description and the most discussion/inbound references among these unrelated reports.", + "best_issue_reason": "issue:43873 is the clearest cluster anchor by activity and scope, even though the surrounding items are heterogeneous and not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen loading failures, but one is an FP8 config error in Qwen3Moe and the other is a shape-mismatch loading Qwen3-VL; different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Different subsystems and failures: Beit image processor label reduction vs LwDETR AMP/CUDA crash." + "reason": "Tokenizer loading failure vs bf16 inference dtype mismatch; unrelated code paths." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Both are audio-related, but one is a chat-template sampling-rate bug and the other is a feature extractor argument crash." + "reason": "Both are audio-related, but one is chat-template sampling-rate behavior and the other is an unsupported feature-extractor arg regression." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Both mention flash attention, but they affect different models/code paths and failure modes." + "reason": "Image label reduction bug vs AMP/CUDA loss crash; different layers and symptoms." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "Different models and problems: FP8 config failure vs weight-shape mismatch on model load." + "reason": "Generation kwargs syncing and metric gathering are separate distributed bugs." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Unrelated areas: tokenizer loading failure vs dtype mismatch in inference." + "reason": "Both touch FlashAttention, but the failing assumptions differ (`s_aux` handling vs a Ministral-specific attention path)." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Different bugs: compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window attention." + "reason": "Tensor-parallel OOM vs checkpoint key mismatch; not the same defect." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Different features: recurrent-state reset in Qwen3.5 vs Whisper skip_special_tokens handling." - }, - { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "Different failure types: tensor-parallel OOM vs resume-from-checkpoint key mismatch." + "reason": "Cache/recurrent-state reset bug vs Whisper batch_decode option handling." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Generic custom-model initialization regression vs a specific patchtsmixer post_init policy issue." + "reason": "Both involve initialization, but one is a v5 custom-model init regression and the other is a PatchTST-specific post_init policy issue." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "LayoutLMv3 error-message clarity and embedding reinitialization are unrelated bugs." + "reason": "Both are OOMs, but one is load-time tensor-parallel memory use and the other is int4 quantization reserved-memory growth." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Both are OOM-related, but one is tp load OOM and the other is increased reserved memory under int4 quantization." + "reason": "Unsafe sys.modules access vs DeepseekV3MoE implementation divergence; unrelated." }, { - "left": "issue:33357", - "right": "issue:38175", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Different models and symptoms: MacOS bus error for CLIP vs zero probabilities for SigLIP2." + "reason": "Missing hidden_states in a model forward vs generic ModelOutput key assignment logic." }, { - "left": "issue:44977", - "right": "issue:45584", + "left": "issue:43723", + "right": "issue:45479", "accept": false, - "reason": "Different regressions: Qwen3.5 flash-attention generation vs Whisper empty-transcription handling." + "reason": "Tokenizer load regression vs sequence-classification zero-loss bug." }, { "left": "issue:44442", "right": "issue:45803", "accept": false, - "reason": "Tokenizer loading failure is unrelated to FuyuBatchFeature's bare-except bug." + "reason": "Tokenizer load failure vs Fuyu tensor conversion swallowing exceptions; different failures." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-state output regression vs attention-kernel divergence under torch.compile." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config/API issues, but they concern different models and different missing/discrepant attributes." + "reason": "Both are config/API discrepancies, but they concern different attributes and different model families." }, { - "left": "issue:44964", - "right": "issue:45440", + "left": "issue:42907", + "right": "issue:45698", "accept": false, - "reason": "Different model families and problems: Phi-4 multimodal loading vs DeepSeekV3MoE implementation divergence." + "reason": "Save/dequantization failure vs wrong custom-module resolution after save_pretrained." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression across Qwen variants is unrelated to chat-template crashes with tool-call assistant messages." + "reason": "Video-input regression vs chat-template tool-call crash." }, { - "left": "issue:28218", - "right": "issue:29127", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing bug and LayoutLMv3 error-message clarity issue are unrelated." + "reason": "Optimizer-related OOM vs trainer token counter not updating." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "Possible superficial relation through ModelOutput, but the reports describe different bugs and are not clearly the same code-path issue." + "reason": "Tokenizer loading bug vs Perceiver resize/interpolation failure." }, { - "left": "issue:42907", - "right": "issue:45698", + "left": "issue:34689", + "right": "issue:43611", "accept": false, - "reason": "Both involve save/load behavior, but one is saving dequantized models and the other is custom module resolution after save_pretrained." + "reason": "Both are model-loading regressions, but they stem from different releases and different root causes." }, { - "left": "issue:28218", - "right": "issue:32090", + "left": "issue:39692", + "right": "issue:45491", "accept": false, - "reason": "Tokenizer spacing bug and Trainer broadcast TypeError are unrelated." + "reason": "SigLIP2 doc-example errors vs Gemma3 NaN embeddings; unrelated." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "Different checkpoint/model-loading failures: shape mismatch on a VL model vs incorrect saved checkpoint for Qwen3.5." + "reason": "DeepSpeed Adafactor OOM vs output-embedding reinitialization after resize." }, { "left": "issue:33290", - "right": "issue:34567", + "right": "issue:34689", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed is unrelated to TrainerState token counting." + "reason": "Optimizer memory issue vs model-loading regression." }, { - "left": "issue:34689", - "right": "issue:43611", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Both concern loading, but they are different regression reports with different root causes and model contexts." + "reason": "Gradient-checkpointing/eval-mode bug vs quantization offloading bug." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Tokenizer loading and Perceiver image resolution handling are unrelated." + "reason": "Both are Qwen save/load problems, but one is a shape-mismatch at load time and the other is incorrect checkpoint serialization." }, { - "left": "issue:39692", - "right": "issue:45491", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Documentation/example errors and Gemma3 NaN embeddings are different issue types and code paths." + "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipeline APIs." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43550", + "right": "issue:44743", "accept": false, - "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are unrelated." + "reason": "torch.compile/SDPA bug vs recurrent-state reset bug." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTST post_init policy issue vs Qwen video-input regression." + }, + { + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to quantization offloading behavior." + "reason": "Both are config API issues, but one is Gemma3TextConfig parity and the other is text_config unwrapping for composite Qwen multimodal configs." } ] }, @@ -8690,28 +8778,28 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 27, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ + "issue:16998", + "issue:22355", "issue:25251", "issue:28282", - "issue:29127", - "issue:32090", "issue:33290", - "issue:33357", "issue:34689", "issue:36010", + "issue:36331", "issue:41628", "issue:41950", "issue:42175", - "issue:43232", + "issue:43065", "issue:43295", "issue:43316", "issue:43381", @@ -8719,24 +8807,25 @@ "issue:43404", "issue:43441", "issue:43475", - "issue:43493", "issue:43540", - "issue:43550", "issue:43643", + "issue:43673", + "issue:43688", "issue:43720", "issue:43742", + "issue:43749", "issue:43825", - "issue:43827", "issue:43856", "issue:43873", + "issue:43931", "issue:44077", "issue:44162", "issue:44190", "issue:44442", - "issue:44479", "issue:44496", "issue:44514", - "issue:44568", + "issue:44534", + "issue:44617", "issue:44743", "issue:44792", "issue:44855", @@ -8745,229 +8834,213 @@ "issue:44913", "issue:45137", "issue:45372", - "issue:45479", - "issue:45656", - "issue:45759" + "issue:45584" ], "soft_pairs": [ - "issue:43493|issue:43827", - "issue:43550|issue:44743", - "issue:44568|issue:45479", - "issue:43316|issue:45759", "issue:41628|issue:45372", "issue:43720|issue:44442", "issue:43643|issue:44913", - "issue:32090|issue:33290", + "issue:43749|issue:43931", "issue:43873|issue:44871", - "issue:44190|issue:44496", + "issue:33290|issue:36331", "issue:34689|issue:36010", + "issue:44190|issue:44496", "issue:43381|issue:43856", "issue:44855|issue:45137", - "issue:44077|issue:44479", - "issue:33290|issue:45656", - "issue:29127|issue:33357", "issue:43381|issue:43742", - "issue:43540|issue:44514", "issue:43316|issue:44877", "issue:42175|issue:43316", - "issue:33290|issue:34689", - "issue:44162|issue:44792", + "issue:43540|issue:44514", + "issue:43673|issue:44743", "issue:25251|issue:28282", + "issue:43065|issue:44617", + "issue:43388|issue:43688", "issue:43404|issue:43441", - "issue:41950|issue:43475", + "issue:44162|issue:44792", "issue:43295|issue:43825", - "issue:43232|issue:43388" + "issue:16998|issue:22355", + "issue:41950|issue:43475", + "issue:44077|issue:44534", + "issue:44871|issue:45584" ], - "prepared_review_unit_hash": "203f34b80f33e069b7d0d161ce989e16b2067416e8273b769391392a9a3c237e", + "prepared_review_unit_hash": "f68ec990a1ebf550c9a0208db810899446b1b65c0f62273d021b3370ee4e363f", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 36090, - "estimated_input_tokens": 9023, - "estimated_eval_tokens": 18302 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34481, + "estimated_input_tokens": 8621, + "estimated_eval_tokens": 17498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated Transformers issues, mostly around model loading, configs, processors, and distributed/training edge cases. I don\u2019t see any true duplicate pair among the soft candidates.", - "confidence": 0.91, - "canonical_issue_reason": "issue:44479 is the strongest representative because it describes a concrete, high-impact runtime regression spanning multiple Qwen video variants, which is more central than the other narrowly scoped reports.", + "summary": "This cluster is heterogeneous: most items are unrelated Transformers issues spanning imports, config loading, training, generation, and multimodal pipelines. None of the soft-similarity pairs look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items are not one duplicate set but a grab bag of distinct bug reports, so there is no single issue that cleanly represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the most broadly impactful user-facing bug in the set and best captures the recent multimodal regression theme.", + "best_issue_reason": "No issue is a strong global representative because the soft pairs are topic-disparate and do not share a concrete root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "SigLIP2 implementation discrepancy vs documentation still referencing pipeline(); different problems." - }, - { - "left": "issue:43550", - "right": "issue:44743", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs Qwen3.5 recurrent-state cache reset; unrelated code paths." - }, - { - "left": "issue:44568", - "right": "issue:45479", - "accept": false, - "reason": "Tokenizer special-token regression vs sequence-classification zero-loss bug; not the same issue." - }, - { - "left": "issue:43316", - "right": "issue:45759", - "accept": false, - "reason": "Gemma3TextConfig API mismatch vs Qwen multimodal from_config text_config unwrapping; different configs/models." - }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "AutoImageProcessor import failure vs missing ReasoningEffort import for Gemma 4 processor loading; unrelated import issues." + "reason": "Both are import errors, but they involve different missing symbols in different code paths and different packages." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading bug vs FastSpeech2ConformerTokenizer loading failure; separate load paths." + "reason": "Packed-weight loading in accelerate and AutoTokenizer class resolution are unrelated failure modes." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "trust_remote_code config field loss vs GPTNeoX rotary_pct not persisting on reload; different config bugs." + "reason": "Missing fields with trust_remote_code is a config-loading bug; rotary_pct reverting on reload is a separate config persistence issue." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:43749", + "right": "issue:43931", "accept": false, - "reason": "NoneType broadcast error in Trainer vs Adafactor OOM under deepspeed; not the same underlying failure." + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different model loading problems." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior vs Gemma-3 eos_token_id inconsistency; unrelated configuration problems." + "reason": "Quantized offloading behavior and Gemma eos_token_id inconsistency are unrelated." }, { - "left": "issue:44190", - "right": "issue:44496", + "left": "issue:33290", + "right": "issue:36331", "accept": false, - "reason": "Local dataset loading in a training script vs unrecognized model/config loading error; different surfaces." + "reason": "An OOM with Adafactor/DeepSpeed is not the same as a Trainer callback signature change." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Llama vision model loading regression vs GenerationMixin import error; unrelated bugs." + "reason": "Llama 3.2 Vision model loading regression and missing GenerationMixin import are distinct issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A local dataset loading problem in a training script is unrelated to an unrecognized model/config loading error." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing in eval mode vs Qwen3 MoE memory inefficiency; different issues." + "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory usage are separate training concerns." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "PyTorch JIT parse/IndentationError on import vs DeepSpeed ZeRO3 deque underflow; unrelated." + "reason": "A Python 3.13 TorchScript parsing/import error is unrelated to a DeepSpeed ZeRO3 deque underflow." }, { - "left": "issue:44077", - "right": "issue:44479", + "left": "issue:43381", + "right": "issue:43742", "accept": false, - "reason": "patchtsmixer post_init policy change vs Qwen video input regression; different models and code paths." + "reason": "Eval-mode gradient checkpointing and MobileLLM loading key errors do not share a code path." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "Both involve deepspeed/optimizer behavior, but one is OOM and the other is double optimizer stepping; not a duplicate." + "reason": "Gemma3TextConfig API mismatch and strict config rejection for granite_speech are different config behaviors." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "LayoutLMv3 error-message clarity vs MacOS CLIP bus error; unrelated model-specific bugs." + "reason": "Missing TensorFlow from the torch extra and Gemma3 config API inconsistency are unrelated." }, { - "left": "issue:43381", - "right": "issue:43742", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Gradient-checkpointing eval-mode issue vs MobileLLM config key error; not the same bug." + "reason": "These are different multimodal bugs affecting different models and different APIs." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Both are Qwen video/multimodal processor issues, but the concrete failures differ enough that they should not be merged." + "reason": "Missing GenerationMixin cache in chunked prefill and recurrent state reset with cache are not the same bug." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:25251", + "right": "issue:28282", "accept": false, - "reason": "Gemma3TextConfig discrepancy vs strict config blocking granite_speech loading; different config incompatibilities." + "reason": "Pipeline top_k nesting behavior and an AutoModel PyTorch import error are completely different issues." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Packaging extras missing TensorFlow vs Gemma3TextConfig API discrepancy; unrelated." + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as a Sam3Video OOM problem." }, { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering truncation and auxiliary-loss normalization are separate training/evaluation bugs." + }, + { + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Adafactor/deepspeed OOM vs Llama 3.2 vision loading regression; unrelated." + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different code-path problems." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 broken vs janus test failure; different models and failure modes." + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." }, { - "left": "issue:25251", - "right": "issue:28282", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Pipeline top_k nesting behavior vs missing PyTorch import error; unrelated." + "reason": "Processor/tokenizer regression with images is not the same as an incorrect translation-task error message." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "Mistral3 lm_head tying bug vs Ministral FlashAttention failure; same family but different concrete defects." + "reason": "A model_max_length question for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline processor lookup bug vs SAM 3 Video missing attribute; unrelated video-model issues." + "reason": "Video-classification pipeline processor lookup and a missing Sam3VisionEncoderOutput attribute are different bugs." }, { - "left": "issue:43295", - "right": "issue:43825", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Processor/tokenizer regression vs pipeline() translation-message regression; different user-visible behaviors." + "reason": "An optional post_init policy issue in patchtsmixer is unrelated to non-persistent buffer initialization junk in v5." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:44871", + "right": "issue:45584", "accept": false, - "reason": "Generation kwargs sync_gpus bug vs metric-gathering label truncation; unrelated training/eval paths." + "reason": "Gemma-3 eos_token_id mismatch and Whisper empty-transcription generation failure are separate model-specific bugs." } ] }, @@ -8981,19 +9054,18 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 28, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ - "issue:33290", + "issue:32090", "issue:35141", - "issue:36331", "issue:41720", "issue:42617", "issue:43065", @@ -9003,7 +9075,6 @@ "issue:43575", "issue:43606", "issue:43646", - "issue:43673", "issue:43701", "issue:43742", "issue:43761", @@ -9013,21 +9084,20 @@ "issue:43931", "issue:43994", "issue:44060", - "issue:44077", "issue:44190", "issue:44242", "issue:44464", "issue:44479", "issue:44496", + "issue:44521", "issue:44534", "issue:44610", "issue:44617", "issue:44734", - "issue:44743", "issue:44792", - "issue:44855", "issue:44871", "issue:44913", + "issue:44933", "issue:44936", "issue:44964", "issue:44977", @@ -9035,258 +9105,254 @@ "issue:45200", "issue:45245", "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", "issue:45584", - "issue:45588", "issue:45600", "issue:45698" ], "soft_pairs": [ - "issue:44871|issue:45584", "issue:45127|issue:45200", "issue:43550|issue:43701", + "issue:43761|issue:44479", "issue:43606|issue:43701", "issue:43295|issue:44871", - "issue:43065|issue:44617", - "issue:33290|issue:35141", - "issue:33290|issue:36331", - "issue:43761|issue:44479", - "issue:43452|issue:44496", "issue:43575|issue:43742", - "issue:43646|issue:44913", + "issue:43452|issue:44496", "issue:42617|issue:43575", - "issue:43673|issue:44743", + "issue:43646|issue:44913", + "issue:44734|issue:45406", "issue:44936|issue:45698", - "issue:43761|issue:44242", + "issue:44617|issue:45584", "issue:43575|issue:43873", - "issue:44077|issue:44534", "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:32090|issue:35141", + "issue:45563|issue:45584", "issue:44464|issue:44871", - "issue:44479|issue:44734", - "issue:44617|issue:45584", "issue:44792|issue:44977", - "issue:43906|issue:45290", + "issue:44479|issue:44734", "issue:43065|issue:44610", "issue:43827|issue:43994", "issue:44534|issue:44913", + "issue:44933|issue:45362", + "issue:44521|issue:45381", + "issue:44464|issue:45563", + "issue:43906|issue:45290", "issue:44190|issue:44964", "issue:41720|issue:45245", - "issue:44792|issue:45600", - "issue:44855|issue:45588" + "issue:44792|issue:45600" ], - "prepared_review_unit_hash": "835a8191cf4d1aa7ba31f46569306698c83894d29423863629af39995eb54e10", + "prepared_review_unit_hash": "0259bd48fde54fbc929c5a50a7c3daaf08aba7c68348383c3b822eb1ea9b963f", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36970, - "estimated_input_tokens": 9243, - "estimated_eval_tokens": 18742 + "soft_pair_count": 30, + "serialized_chars": 36550, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is very heterogeneous: most pairs are only superficially similar and do not look like the same underlying bug/change. No soft edge is strong enough to merge, so the cluster should not be collapsed into duplicates.", - "confidence": 0.56, - "canonical_issue_reason": "Issue 43646 is the broadest umbrella here ('Transformers 5.0.0 breaks custom model initialization') and best matches the recurring v5/custom-loading regression theme, while most other items are narrower model-specific failures.", + "summary": "The cluster is heterogeneous and the soft pairs are all false positives; I found no convincing duplicate issue/PR matches across the proposed pairs.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits: the items span unrelated problems in training, loading, multimodal processing, serving, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "43646 is the most reusable anchor for the cluster because it is general, regression-oriented, and closest to several loading/initialization reports; still, the overall cluster is not a clean duplicate set.", + "best_issue_reason": "No artifact is a strong global representative; issue 43873 is the broadest on activity, but it still does not align with the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44871", - "right": "issue:45584", - "accept": false, - "reason": "Different bugs: config eos_token mismatch vs Whisper empty-transcription failure after align_special_tokens." - }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different code paths: LoRA/vocab merge collapse on tied embeddings vs mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "Different bugs: LoRA/vocab merge collapse vs Gemma 4 mm_token_type_ids defaulting." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Unrelated failures: torch.compile/SDPA in Bamba vs resume_from_checkpoint key mismatch." + "reason": "Unrelated failure modes: torch.compile+SDPA crash vs resume checkpoint key mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and code paths: CLIP vision hidden states vs Qwen video regression." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Device offload mismatch in bark-small is not the same as checkpoint key mismatch." + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Regression around processor.tokenizer/images is unrelated to eos_token_id config inconsistency." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Both involve Sam3, but one is a dummy Conv2d implementation issue and the other is a CUDA OOM; not the same bug." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "OOM in DeepSpeed Adafactor and embedding reinitialization in post_init are distinct issues." - }, - { - "left": "issue:33290", - "right": "issue:36331", - "accept": false, - "reason": "Different training failures: optimizer memory blow-up vs CustomTrainer API signature break." + "reason": "Processor/tokenizer API regression is unrelated to eos_token_id config mismatch." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen video-input regression are separate model-path bugs." + "reason": "OOM during tensor-parallel load is not the same as a MobileLLM key error." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "GGUF/from_pretrained breakage is not the same as an unrecognized model config error." + "reason": "GGUF loading breakage is different from missing model_type config handling." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Qwen2 TP OOM and MobileLLM key error are different loading problems." + "reason": "3d_parallel startup failure is unrelated to Qwen2 large-model OOM." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization regression is not the same as GPTNeoX rotary_pct not persisting on reload." - }, - { - "left": "issue:42617", - "right": "issue:43575", - "accept": false, - "reason": "3d_parallel.py failure and Qwen2 TP OOM are unrelated issues." + "reason": "Custom model init regression is unrelated to GPTNeoX config reload behavior." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Both are cache-related, but chunked_prefill cache missing and recurrent states resetting are different concrete bugs." + "reason": "KV-cache continuation crash is unrelated to missing _tokenizer on Gemma4Processor." }, { "left": "issue:44936", "right": "issue:45698", "accept": false, - "reason": "trainer.evaluate after train and wrong custom module loading after save_pretrained are separate problems." + "reason": "Trainer evaluate/train lifecycle bug is unrelated to wrong custom module loading." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "CLIPVision hidden_states regression does not match router-loss omission when output_router_logits=False." + "reason": "Sam3Video OOM is unrelated to Whisper empty-transcription handling." }, { "left": "issue:43575", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/offload themes, but tp OOM and quantization offloading misbehavior are not the same issue." - }, - { - "left": "issue:44077", - "right": "issue:44534", - "accept": false, - "reason": "patchtsmixer post_init policy and non-persistent buffer junk are unrelated v5 behavior changes." + "reason": "Large-model OOM is not the same as quantization/offloading not working." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Shape mismatch while loading Qwen3-VL is unrelated to the tied-weights warning on Qwen3-Next." + "reason": "Different model families and symptoms: weight-shape mismatch vs tied-weight warning." }, { - "left": "issue:44464", - "right": "issue:44871", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Compiled chunked generation inconsistency is a different failure from eos_token_id configuration mismatch." + "reason": "Hidden-states regression is unrelated to load-balancing loss omission." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Video-input regression in Qwen VL models and KV-cache continuation crash in serve are different code paths." + "reason": "Trainer broadcast TypeError is unrelated to embedding reinitialization after resize." }, { - "left": "issue:44617", + "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty transcription are entirely separate model bugs." + "reason": "Paged-generate warning is unrelated to Whisper empty transcription crash." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled chunked generation inconsistency is unrelated to eos_token_id config mismatch." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are not the same underlying issue." + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention output issues." }, { - "left": "issue:43906", - "right": "issue:45290", + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Isolated reproduction of an unrelated issue and apply_chat_template tool-call crash do not share a concrete bug." + "reason": "Video-input regression is unrelated to serve KV-cache indexing crash." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet processor/model size mismatch are different problems." + "reason": "Sam3PixelDecoder dummy conv issue is unrelated to OmDet-Turbo processor size mismatch." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() and SigLIP2 nonsensical outputs are unrelated." + "reason": "Documentation references to pipeline() are unrelated to SigLIP2 bad outputs." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization garbage and rotary_pct reload default are different regressions." + "reason": "Non-persistent buffer corruption is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks and wrong vision_position_ids are different multimodal bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled forward inconsistency is unrelated to a stale generation warning." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "A reproduction issue and a tool-call crash report are not enough to establish the same underlying bug." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading failure and Phi-4-multimodal model loading error are unrelated." + "reason": "Local dataset loading failure is unrelated to Phi-4 multimodal model loading." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "CUDA assert with auto device mapping and category-count limit error are different runtime failures." + "reason": "Qwen3 auto-device-map cuda assert is unrelated to the category-count limit error." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure is unrelated to stale auto_mappings references breaking CI." - }, - { - "left": "issue:44855", - "right": "issue:45588", - "accept": false, - "reason": "Python 3.13 IndentationError in DebertaV2 import is not the same as flash_attention crashing on s_aux=None." + "reason": "Janus model test failure is unrelated to stale auto_mappings references to removed configs." } ] }, @@ -9300,297 +9366,311 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 29, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:36246", "issue:38175", + "issue:38617", "issue:41628", + "issue:41950", + "issue:42175", "issue:43065", "issue:43116", "issue:43295", "issue:43335", - "issue:43404", + "issue:43388", "issue:43479", "issue:43540", "issue:43550", + "issue:43582", "issue:43644", "issue:43650", "issue:43976", + "issue:44016", "issue:44077", + "issue:44079", "issue:44112", "issue:44186", "issue:44190", "issue:44220", - "issue:44464", + "issue:44279", "issue:44466", "issue:44496", - "issue:44521", "issue:44561", "issue:44683", "issue:44734", "issue:44737", "issue:44855", - "issue:44877", "issue:44913", - "issue:44933", "issue:44938", "issue:45127", - "issue:45216", "issue:45245", "issue:45276", "issue:45357", - "issue:45362", "issue:45375", - "issue:45381", "issue:45446", "issue:45542", - "issue:45563", "issue:45584", + "issue:45588", "issue:45600", "issue:45632", "issue:45803" ], "soft_pairs": [ + "issue:44855|issue:45588", "issue:44737|issue:45803", - "issue:44521|issue:45381", "issue:45127|issue:45357", + "issue:43388|issue:43582", "issue:43335|issue:44855", "issue:44938|issue:45542", - "issue:43976|issue:44855", "issue:43644|issue:44913", + "issue:44077|issue:44079", + "issue:43976|issue:44855", "issue:43550|issue:44190", - "issue:44077|issue:44877", "issue:44496|issue:45803", - "issue:43540|issue:44734", "issue:45276|issue:45584", "issue:44112|issue:45600", + "issue:43540|issue:44734", "issue:43650|issue:44220", "issue:43335|issue:44190", "issue:43116|issue:44190", "issue:43295|issue:45276", "issue:45245|issue:45584", - "issue:43479|issue:45375", + "issue:41950|issue:44016", "issue:36246|issue:41628", - "issue:44933|issue:45362", + "issue:43479|issue:45375", + "issue:36246|issue:38617", + "issue:42175|issue:44279", "issue:44186|issue:44734", - "issue:44464|issue:45563", - "issue:43404|issue:45216", - "issue:44683|issue:45446", + "issue:44016|issue:44220", "issue:38175|issue:43065", + "issue:44466|issue:44913", + "issue:44683|issue:45446", "issue:44734|issue:45632", - "issue:44561|issue:45632", - "issue:44466|issue:44913" + "issue:44561|issue:45632" ], - "prepared_review_unit_hash": "2dfb3a09ae952b1244d4016266bb62ea7a61e7c9d9400334f4ef74ba5030a0e0", + "prepared_review_unit_hash": "24f73aeb4c9f2e46c981e010dd6b2198500578564bb18841c27e6715c1b93db5", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35964, - "estimated_input_tokens": 8991, - "estimated_eval_tokens": 18238 + "soft_pair_count": 31, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are largely unrelated one-off bugs across different models, configs, and code paths. I found no soft pair that looks like the same underlying defect or change, so all candidate merges should be rejected.", - "confidence": 0.93, - "canonical_issue_reason": "issue:44521 is the strongest general representative here: it is open, has the most inbound references and discussion, and concerns a core library API (`apply_chat_template`) rather than a narrow model-specific edge case.", + "summary": "These are not duplicates overall; they span many unrelated bugs and regressions across different models, configs, pipelines, and utility code. The soft matches are mostly superficial keyword overlap (imports, regressions, runtime errors) rather than the same underlying code-path issue.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 has the broadest impact and most activity, so it is the best single issue to anchor the cluster even though the cluster does not contain clear duplicates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44737", - "right": "issue:45803", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Different bugs in different components: XLNet device placement vs. Fuyu tensor conversion error handling." + "reason": "Different failure modes: Python 3.13 import/IndentationError vs flash-attention AttributeError on sink-less models." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44737", + "right": "issue:45803", "accept": false, - "reason": "Both are multimodal-related, but one is assistant mask generation in `apply_chat_template` and the other is video `vision_position_ids`; distinct code paths and symptoms." + "reason": "XLNet device-placement bug is unrelated to Fuyu's broad except swallowing errors." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "One is LoRA merge/tied-weights collapse, the other is incorrect visual encoder keys in `save_pretrained`; not the same defect." + "reason": "LoRA merge/tied-weights collapse and Qwen3.5 visual key serialization are different model behaviors." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Metric gathering label truncation is unrelated to Apple Silicon allocator warmup TypeError." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Unrelated: SwitchTransformers sparse-layer construction vs. Python 3.13 import/`torch.jit.script` parsing failure." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to a Python 3.13 import parse error." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Different failures: Python 3.14 import/load breakage vs. tensorboard-without-TF backend handling." - }, - { - "left": "issue:43976", - "right": "issue:44855", - "accept": false, - "reason": "Both mention Python version compatibility, but one is a broad 5.1.0 support issue and the other is a specific DebertaV2 import parsing error." + "reason": "Python 3.14 load failure is unrelated to missing TensorFlow backend when only tensorboard is installed." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer initialization bug is unrelated to GPTNeoX config reload losing `rotary_pct`." + "reason": "Non-persistent buffer initialization and GPTNeoX config reload losing rotary_pct are different bugs." }, { - "left": "issue:43550", - "right": "issue:44190", + "left": "issue:44077", + "right": "issue:44079", "accept": false, - "reason": "Different areas entirely: Bamba SDPA/torch.compile vs. image-classification script local dataset loading." + "reason": "Optional post_init validation and ModelOutput key assignment are separate code paths." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:43976", + "right": "issue:44855", "accept": false, - "reason": "PatchTSMixer `post_init` restriction and GraniteSpeech strict-config loading are separate config-validation problems." + "reason": "Generic Python 5.1.0 compatibility issue is not the same as the DebertaV2 Python 3.13 IndentationError." }, { - "left": "issue:44496", - "right": "issue:45803", + "left": "issue:43550", + "right": "issue:44190", "accept": false, - "reason": "Unrecognized model config loading and Fuyu bare-except error handling are unrelated." + "reason": "torch.compile/SDPA model failure is unrelated to local dataset loading in an example script." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:44496", + "right": "issue:45803", "accept": false, - "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are different code paths." + "reason": "Unrecognized model config loading and Fuyu's tensor conversion exception handling are unrelated." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize bug and Whisper empty-transcription generation failure are unrelated model-specific issues." + "reason": "Embedding resize propagation bug is unrelated to Whisper empty-transcription generation failure." }, { "left": "issue:44112", "right": "issue:45600", "accept": false, - "reason": "CI stale device override test and auto_mappings cleanup for removed Sam3LiteText configs are not the same bug." + "reason": "GraniteSpeech CI test flake and stale auto_mappings references are different CI failures." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and serve KV-cache indexing are separate multimodal/server bugs." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder issue title and `_torch_extract_fbank_features()` failure have no concrete overlap." + "reason": "The issue body is not enough to tie 'ADD THE DATA' to the fbank feature extraction bug." }, { "left": "issue:43335", "right": "issue:44190", "accept": false, - "reason": "SwitchTransformers config construction is unrelated to the image-classification example script's local dataset loading." + "reason": "SwitchTransformers config creation and example script dataset loading are unrelated." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Multi-label classification empty results and local dataset loading failure are different example-script bugs." + "reason": "Multi-label classification empty results and local dataset loading are different example-script issues." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer regression and Gemma4 embedding resize behavior affect different APIs and model paths." + "reason": "Processor.tokenizer regression is unrelated to resize_token_embeddings not updating embeddings." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count runtime limit is unrelated to Whisper empty-transcription handling." + "reason": "Category cardinality limit error is unrelated to Whisper's empty transcription handling." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup and notebook syntax error are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Qwen2.5_VLImageProcessor import error is separate from AutoImageProcessor import failure." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Phi4Multimodal default config initialization and Qwen3_5MoeVisionConfig strict-field dropping are separate config issues." + "reason": "Phi4Multimodal default-config initialization and Qwen3_5MoeVisionConfig field loss are different config bugs." }, { "left": "issue:36246", - "right": "issue:41628", + "right": "issue:38617", "accept": false, - "reason": "Both are import errors, but for different symbols and modules (`Qwen2_5_VLImageProcessor` vs. `AutoImageProcessor`)." + "reason": "Qwen2.5_VLImageProcessor import failure is unrelated to layer_type_validation import failure." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Removed image_utils import and Qwen3.5 chat crash are unrelated." + "reason": "TensorFlow missing from torch install and generic dependency issue are not the same bug." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer crashes on NER/padding versus server KV-cache continuation indexing are distinct bugs." + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to serving KV-cache tensor indexing." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Compiled forward chunked generation inconsistency is not the same as a stale warning in paged generate()." + "reason": "Notebook syntax error and _torch_extract_fbank_features bug are unrelated." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Tied `lm_head` weights in Mistral3 vs. incorrect Qwen3.5 checkpoint saving are different serialization/model-weight issues." + "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are different model issues." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:44466", + "right": "issue:44913", "accept": false, - "reason": "Compiled flex_attention failing on torch>=2.9 and a PyTorch version check for AuxRequest import are separate flex_attention problems." + "reason": "Serialization of tied lm_head weights and GPTNeoX rotary_pct reload loss are separate configuration/serialization bugs." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model bugs." + "reason": "torch >= 2.9 compiled flex_attention failure is unrelated to a bad PyTorch version gate for AuxRequest import." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serve KV-cache indexing bug and `trust_remote_code` cache-path collision are different subsystems and failure modes." + "reason": "KV-cache continuation indexing in serve is unrelated to trust_remote_code cache-path collisions." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Removal of `is_torch_fx_available` breaking trust_remote_code models is unrelated to cache-path collisions for local models." - }, - { - "left": "issue:44466", - "right": "issue:44913", - "accept": false, - "reason": "Chunked generation under compilation and GPTNeoX config reload losing `rotary_pct` are separate issues." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to cache-directory collisions." } ] }, @@ -9604,32 +9684,30 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 30, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ - "issue:36246", - "issue:38617", "issue:41950", - "issue:42175", "issue:42907", "issue:43295", "issue:43299", "issue:43381", - "issue:43388", + "issue:43404", "issue:43441", + "issue:43479", + "issue:43525", "issue:43526", "issue:43531", "issue:43643", "issue:43673", - "issue:43688", - "issue:43827", + "issue:43824", "issue:43854", "issue:43901", "issue:43976", @@ -9637,7 +9715,6 @@ "issue:44062", "issue:44075", "issue:44112", - "issue:44220", "issue:44242", "issue:44246", "issue:44279", @@ -9645,18 +9722,21 @@ "issue:44351", "issue:44368", "issue:44496", + "issue:44521", + "issue:44933", "issue:44964", + "issue:44987", "issue:45003", "issue:45020", "issue:45042", "issue:45200", "issue:45216", "issue:45278", + "issue:45325", "issue:45335", "issue:45357", "issue:45405", "issue:45406", - "issue:45563", "issue:45584", "issue:45593", "issue:45600", @@ -9664,198 +9744,197 @@ "issue:45759" ], "soft_pairs": [ + "issue:43404|issue:45216", "issue:44246|issue:45003", - "issue:36246|issue:38617", "issue:43643|issue:44496", "issue:45406|issue:45632", - "issue:45563|issue:45584", "issue:44964|issue:45600", - "issue:41950|issue:44016", - "issue:43388|issue:43688", "issue:44112|issue:44964", "issue:42907|issue:43441", "issue:43295|issue:45335", "issue:43854|issue:44964", - "issue:44016|issue:44220", + "issue:44016|issue:44062", + "issue:43976|issue:44987", "issue:43673|issue:44336", - "issue:44496|issue:45042", - "issue:43299|issue:45216", "issue:43531|issue:45600", + "issue:44496|issue:45042", + "issue:43824|issue:44933", "issue:43526|issue:43901", - "issue:42175|issue:44279", + "issue:43299|issue:45216", "issue:45335|issue:45584", "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43901|issue:44496", "issue:43381|issue:45593", "issue:43299|issue:45357", - "issue:43901|issue:44496", "issue:44496|issue:45759", "issue:44351|issue:45278", - "issue:44016|issue:44062", - "issue:44242|issue:45200", - "issue:43388|issue:43827", + "issue:44521|issue:45325", "issue:41950|issue:45020", - "issue:43976|issue:45405" + "issue:44242|issue:45200", + "issue:43976|issue:45405", + "issue:43479|issue:43525" ], - "prepared_review_unit_hash": "03fbcace3003f78cc66f2c5617e55847c5004d35a862303f1e89bf7498ed78d8", + "prepared_review_unit_hash": "7c24668409eb5e053479d4092a68e81d3ca01e3245dda892fd00f94fe4ee4bfa", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37050, - "estimated_input_tokens": 9263, - "estimated_eval_tokens": 18782 + "soft_pair_count": 30, + "serialized_chars": 36649, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are separate regression reports, import errors, model-loading issues, or docs/test bugs rather than true duplicates. No soft edge looks safe to merge under a strict duplicate policy.", - "confidence": 0.86, - "canonical_issue_reason": null, + "summary": "Mostly unrelated Transformers bug reports with a recurring theme of version-related model/config loading regressions, especially around remote_code and multimodal models. No soft pair looks like the same concrete underlying bug, so all soft edges are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45020 is the broadest umbrella for the recurring remote_code/model-loading regression theme and is the best representative issue in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest open report and the closest thing to an umbrella for recent remote_code/model-loading regressions, but it is not a true duplicate of the rest.", + "best_issue_reason": "issue:45020 most cleanly captures the shared version-induced loading breakages across several reports, while still being specific enough to serve as the cluster representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Both mention import/runtime behavior, but one is about slow import and the other about unsafe sys.modules access; different bugs." + "reason": "Both involve save_pretrained on multimodal models, but one is lm_head tying and the other is incorrect visual-encoder key serialization; different bugs." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "Both are ImportErrors, but for unrelated symbols in different modules; not the same failure path." + "reason": "Both are import-time issues, but one is slowness and the other is unsafe sys.modules access; not the same defect." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both concern config/model loading, but one is about trust_remote_code dropping fields and the other is an unrecognized model/config issue." + "reason": "Both touch remote-code/config loading, but one drops fields from AutoConfig and the other rejects a model without model_type; different failure modes." }, { "left": "issue:45406", "right": "issue:45632", "accept": false, - "reason": "Gemma4Processor _tokenizer access and trust_remote_code cache collisions are different code paths." - }, - { - "left": "issue:45563", - "right": "issue:45584", - "accept": false, - "reason": "A stale generation warning and Whisper empty-transcription failure are unrelated generation bugs." + "reason": "Processor _tokenizer crash vs remote_code cache-path collision; unrelated problems." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Both touch model-loading/auto-mapping paths, but they concern different models and different failures." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Pipeline image-processor lookup and a notebook syntax error are unrelated." - }, - { - "left": "issue:43388", - "right": "issue:43688", - "accept": false, - "reason": "Both affect training/metrics behavior, but the label-batching bug and auxiliary-loss normalization bug are distinct." + "reason": "Both are model-loading regressions, but for different models and causes: Phi-4 multimodal loading vs removed Sam3LiteText mappings." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "A GraniteSpeech CI test failure and a GLM-4.7 model-loading issue are unrelated." + "reason": "A CI stale-device test failure is unrelated to a Phi-4 model-loading bug." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral models, but saving dequantized checkpoints and FlashAttention loading are different problems." + "reason": "Both mention Ministral models, but one is save/export of dequantized checkpoints and the other is FlashAttention inference/loading." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regressions and t5gemma embedding resizing are different code paths." + "reason": "Custom processor.tokenizer regression vs resize_token_embeddings not propagating to decoder.embed_tokens; different code paths." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different models and different unit-test loading failures; not duplicates." + "reason": "Different models and symptoms: Qwen2.5-VL import error vs Phi-4 multimodal loading failure." }, { "left": "issue:44016", - "right": "issue:44220", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to the AddedToken argument handling bug." + }, + { + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Notebook syntax error versus audio feature extraction bug; unrelated." + "reason": "Both are version-compatibility complaints, but one is Python support and the other is a specific model-loading breakage." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Chunked-prefill cache regression and ANSI color output in loading_report are unrelated." + "reason": "Generation cache bug vs ANSI coloring in loading_report; unrelated issues." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Model config loading failure and PIL backend torchvision requirement are unrelated." + "reason": "Qwen3-MoE sliding_window behavior vs stale auto_mappings config references; different bugs." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Both involve Qwen models, but one is a loading regression and the other is an incorrect saved checkpoint." + "reason": "Model/config loading vs image processor torchvision dependency; unrelated." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and stale auto_mappings references are unrelated." + "reason": "Different import failures: missing model-class export vs nonexistent image_utils import." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BEiT label reduction bug and text-classification docs mismatch are different issues." + "reason": "BeitImageProcessorFast label reduction bug vs docs/behavior mismatch for return_all_scores; not the same issue." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "A missing tensorflow backend extra and a generic dependency issue are not the same bug." + "reason": "Qwen3VL loading regression vs Qwen3.5 save_pretrained serialization bug; different phases and fixes." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription generation failure are unrelated." + "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation bug; unrelated." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer arguments being ignored and a tie_word_embeddings warning are unrelated." + "reason": "Optimizer args being ignored vs a tie_word_embeddings warning; different subsystems and symptoms." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support issue vs generic dependency issue; different and too broad to merge." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs unrecognized model/config error; unrelated." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss handling are different training bugs." + "reason": "Eval-mode checkpointing restriction vs D-FINE auxiliary-loss handling; different code paths." }, { "left": "issue:43299", @@ -9863,53 +9942,47 @@ "accept": false, "reason": "Both are Qwen3.5-related regressions, but one is model loading and the other is save_pretrained key serialization." }, - { - "left": "issue:43901", - "right": "issue:44496", - "accept": false, - "reason": "Docs mentioning return_all_scores and an unrecognized model/config error are unrelated." - }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Both involve config/model instantiation, but one is an unrecognized-model error and the other is missing text_config unwrapping." + "reason": "Unrecognized model/config vs from_config not unwrapping text_config; different configuration bugs." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "A specific HybridCache import error and a broad many-import-errors report are not the same concrete bug." + "reason": "HybridCache import failure is one specific error; 45278 is a broad multi-import regression report." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword collision are unrelated." + "reason": "assistant_masks bug in apply_chat_template vs rope index scaling bug; different multimodal paths." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:41950", + "right": "issue:45020", "accept": false, - "reason": "Load-balancing loss omission and Gemma 4 mm_token_type_ids defaults are different model-training issues." + "reason": "Video-classification processor lookup issue vs remote_code model-loading regressions; unrelated." }, { - "left": "issue:43388", - "right": "issue:43827", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Metrics tuple-label truncation and pipeline() docs still mentioned after removals are unrelated." + "reason": "Router loss omission vs mm_token_type_ids defaulting; different training behaviors." }, { - "left": "issue:41950", - "right": "issue:45020", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "A video-classification pipeline bug and broad remote_code regressions are not the same underlying issue." + "reason": "Python support issue vs unreleased MIN_PEFT_VERSION bump; unrelated." }, { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Python version compatibility and an unreleased MIN_PEFT_VERSION bump are unrelated dependency problems." + "reason": "Phi4Multimodal config default initialization vs Llama4Config missing pad_token_id; different config classes and failures." } ] }, @@ -9923,18 +9996,17 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 31, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ - "issue:32090", - "issue:35141", + "issue:33290", "issue:38175", "issue:39692", "issue:41950", @@ -9945,88 +10017,89 @@ "issue:43317", "issue:43441", "issue:43450", - "issue:43479", - "issue:43525", "issue:43577", "issue:43650", + "issue:43653", + "issue:43673", "issue:43723", - "issue:43824", + "issue:43761", "issue:43854", "issue:43901", - "issue:43976", + "issue:44016", "issue:44162", "issue:44261", "issue:44263", "issue:44279", + "issue:44291", "issue:44297", "issue:44462", "issue:44466", - "issue:44521", "issue:44617", "issue:44623", + "issue:44671", "issue:44683", + "issue:44749", "issue:44779", "issue:44898", - "issue:44933", - "issue:44987", "issue:45081", "issue:45216", "issue:45276", "issue:45290", - "issue:45325", "issue:45397", "issue:45405", "issue:45542", + "issue:45593", "issue:45600", + "issue:45656", "issue:45712", "issue:45823", "issue:45834" ], "soft_pairs": [ - "issue:43824|issue:44933", - "issue:43577|issue:45216", - "issue:43479|issue:43525", "issue:41950|issue:45823", "issue:44683|issue:45542", - "issue:43299|issue:43854", - "issue:44279|issue:45405", "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:43577|issue:45216", + "issue:43299|issue:43854", "issue:39692|issue:43901", - "issue:32090|issue:35141", "issue:43295|issue:44779", "issue:44462|issue:45081", - "issue:44297|issue:44462", "issue:41950|issue:43650", - "issue:43976|issue:44279", - "issue:43976|issue:44987", - "issue:45600|issue:45712", + "issue:44297|issue:44462", + "issue:33290|issue:45656", "issue:44462|issue:44779", - "issue:44521|issue:45325", - "issue:43441|issue:45834", - "issue:43450|issue:44279", + "issue:45600|issue:45712", + "issue:44016|issue:44291", + "issue:43450|issue:44279", + "issue:43441|issue:45834", "issue:42994|issue:43317", - "issue:44261|issue:44263", "issue:44466|issue:45276", + "issue:44261|issue:44263", "issue:43065|issue:44898", - "issue:43650|issue:45290", "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:44671|issue:44779", "issue:43723|issue:44162", - "issue:44623|issue:45397" + "issue:43673|issue:43761" ], - "prepared_review_unit_hash": "4dda6bcc98b47429169ef4b5b16f3ba95b424b9dc8bd92267aef8e0104fb3fb1", + "prepared_review_unit_hash": "7bab5b32037175b7ffb8d9bb324bc32e983c77a50a5f41d413655a0da651ba57", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36332, + "serialized_chars": 36330, "estimated_input_tokens": 9083, "estimated_eval_tokens": 18422 }, @@ -10035,192 +10108,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs share broad keywords (tokenizers, multimodal, serialization, attention, loading) but do not appear to be the same underlying bug or change. No soft edge should be merged.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "The cluster is highly heterogeneous: most items are unrelated regressions, docs issues, model-loading bugs, and tokenizer/processor edge cases. None of the soft pairs look like the same underlying bug or a single mergeable PR.", + "confidence": 0.31, + "canonical_issue_reason": "No single artifact cleanly represents the whole cluster; if one must be chosen, issue 44462 is the broadest tokenizer-loading report and sits closest to several tokenizer-related items, but the cluster is too diverse for a true canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the most concrete and self-contained user-facing bug in the set (AutoTokenizer ignoring repository tokenizer.json), but it does not represent the rest of the cluster.", + "best_issue_reason": "Issue 44462 is the best representative only in a loose sense: it is broad, user-facing, and overlaps the most with other tokenizer-loading reports. Still, it does not subsume the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43824", - "right": "issue:44933", - "accept": false, - "reason": "Both are import errors, but one is a missing Qwen2.5-VL export and the other is a nonexistent image_utils import; different code paths." - }, - { - "left": "issue:43577", - "right": "issue:45216", - "accept": false, - "reason": "Both involve saving/loading dtype or checkpoints, but Blip2 dtype casting and Qwen3.5 save_pretrained corruption are distinct failures." - }, - { - "left": "issue:43479", - "right": "issue:43525", - "accept": false, - "reason": "Both are config initialization issues, but one concerns multimodal vision/audio defaults and the other a missing Llama4 pad_token_id." - }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video-classification processor selection and Gemma4 device placement are unrelated bugs." + "reason": "Different bugs: video-classification processor lookup vs Gemma4 device-mapping mismatch." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "One is a torch flex_attention compile regression; the other is a TensorBoard/TensorFlow dependency issue." + "reason": "Unrelated failures: compiled flex_attention on torch>=2.9 vs TensorBoard/TensorFlow backend installation." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:38175", + "right": "issue:44617", "accept": false, - "reason": "Both are model-loading problems, but Qwen3VL MOE loading and GLM-4.7-Flash loading fail for different reasons." + "reason": "Different model issues: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A vague dependency complaint vs. a specific PEFT minimum-version bump; not the same change." + "reason": "A generic dependency issue is not the same as a PEFT version bump problem." }, { - "left": "issue:38175", - "right": "issue:44617", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3Video OOM are unrelated runtime issues." + "reason": "Different code paths: BLIP2 dtype propagation vs Qwen3.5 save_pretrained checkpoint serialization." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:43299", + "right": "issue:43854", "accept": false, - "reason": "Both mention docs, but one is a SigLIP2 example failure and the other is a pipeline docs/behavior mismatch." + "reason": "Distinct loading bugs affecting different models and failure modes." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "Trainer GPU broadcast TypeError and embedding reinitialization after resize are different model-training bugs." + "reason": "Both are docs-related, but one is a SigLIP2 example breakage and the other is stale pipeline documentation." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is processor/tokenizer API breakage in v4.57.5 and the other is DeepSeek tokenization output corruption." + "reason": "Processor/tokenizer regression vs incorrect DeepSeek tokenization; related area, but not the same bug." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both concern tokenizer loading, but one ignores tokenizer.json and the other crashes while patching Mistral regex." + "reason": "Both involve tokenizer loading, but one ignores repository tokenizer.json while the other crashes in Mistral regex patching." }, { - "left": "issue:44297", - "right": "issue:44462", + "left": "issue:41950", + "right": "issue:43650", "accept": false, - "reason": "Both touch tokenizer serialization/loading, but tokenizer_class metadata mismatch is not the same as AutoTokenizer ignoring repository tokenizer.json." + "reason": "Completely unrelated: video-classification processor bug vs a low-information issue titled 'ADD THE DATA'." }, { - "left": "issue:41950", - "right": "issue:43650", + "left": "issue:44297", + "right": "issue:44462", "accept": false, - "reason": "Video pipeline processor lookup and an unrelated placeholder issue are not the same bug." + "reason": "Save-pretrained metadata mismatch is different from AutoTokenizer ignoring repository tokenizer.json." }, { - "left": "issue:43976", - "right": "issue:44279", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Python version compatibility and a dependency issue are different problems." + "reason": "Different deepspeed/optimizer symptoms: OOM with Adafactor vs optimizer.step being called twice." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:44462", + "right": "issue:44779", "accept": false, - "reason": "Python version support and a model-loading failure on transformers>=5.1.0 are unrelated." + "reason": "Both are tokenizer-related, but one is loader precedence and the other is incorrect tokenization results in v5." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo hygiene/CI problems, but removed Sam3LiteText references and leftover dummy classes are separate cleanup tasks." + "reason": "Both touch cleanup/CI hygiene, but they concern different stale references and different files." }, { - "left": "issue:44462", - "right": "issue:44779", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Both involve tokenizers, but one is repository file precedence and the other is DeepSeek tokenization correctness." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Both are multimodal/vision-adjacent, but assistant mask generation and rope index temporal scaling are different code paths." + "reason": "Video processor shape bug is unrelated to a transformers dependency issue." }, { "left": "issue:43441", - "right": "issue:44683", + "right": "issue:45834", "accept": false, - "reason": "Both are attention-kernel related, but Ministral-3 flash-attention failure and compiled flex_attention torch>=2.9 regression are distinct." + "reason": "Different model-specific runtime errors in different areas." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:42994", + "right": "issue:43317", "accept": false, - "reason": "Video processor batching shape bug and a dependency complaint are unrelated." + "reason": "Both concern quantization/loading, but one is saving failure and the other is dequantized offload loading failure." }, { - "left": "issue:42994", - "right": "issue:43317", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "Both involve quantization/offload, but save failure and dequantized model loading failure are different phases and bugs." + "reason": "Serialization inconsistency vs resize_token_embeddings not updating embeddings; related domain, different bug." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "One is a missing config field causing precision drift; the other is torch.split return handling in a different model." + "reason": "Both mention GLM/MoE internals, but one is a missing config epsilon and the other is torch.split return handling." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43065", + "right": "issue:44898", "accept": false, - "reason": "Both concern weight/embedding serialization, but device-dependent lm_head saving and resize_token_embeddings not updating Gemma4 outputs are separate issues." + "reason": "Different vision-model issues: dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default resolution failure." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Dummy Conv2d cleanup and Perceiver non-default resolution failure are unrelated." + "reason": "FlashAttention failure for Ministral-3 is not the same as compiled flex_attention failing on newer torch." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "An unclear placeholder issue and apply_chat_template crashing on tool-call messages are unrelated." + "reason": "No shared underlying bug: a placeholder issue vs apply_chat_template crashing on tool-call messages." }, { - "left": "issue:43723", - "right": "issue:44162", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "AutoTokenizer v5 loading regression and ESM2 breakage are different failures." + "reason": "Processor save_pretrained missing files is different from gemma-4 zero3 from_pretrained loading." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Both are CI/repo-check issues, but stale auto_mappings refs and dummy pt objects are separate files/bugs." + "reason": "Tokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:44623", - "right": "issue:45397", + "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are different save/load paths." + "reason": "Save-pretrained file omission and a Chinese performance regression are not duplicates." }, { - "left": "issue:45834", - "right": "issue:43441", + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM predictions and DeepSeek tokenization are different model behaviors." + }, + { + "left": "issue:43723", + "right": "issue:44162", "accept": false, - "reason": "Kosmos2.5 OCR indexing and Ministral-3 FlashAttention failure are unrelated." + "reason": "Tokenizer loading regression and ESM2 being broken are separate issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is unrelated to CLIPVisionModel hidden_states handling." } ] }, @@ -10234,33 +10301,34 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 32, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ - "issue:16998", - "issue:22355", + "issue:36246", "issue:41628", "issue:41950", + "issue:42175", "issue:42491", + "issue:42757", "issue:43122", "issue:43262", + "issue:43295", "issue:43299", "issue:43352", - "issue:43450", "issue:43525", + "issue:43526", + "issue:43531", "issue:43643", "issue:43650", - "issue:43653", - "issue:43673", - "issue:43761", "issue:43784", + "issue:43824", "issue:43881", "issue:43901", "issue:43976", @@ -10270,254 +10338,275 @@ "issue:44220", "issue:44242", "issue:44246", - "issue:44291", "issue:44295", "issue:44297", "issue:44336", + "issue:44351", "issue:44361", "issue:44373", + "issue:44485", "issue:44496", "issue:44521", "issue:44589", "issue:44617", - "issue:44623", - "issue:44671", - "issue:44749", - "issue:44779", "issue:44987", + "issue:45003", "issue:45250", "issue:45362", "issue:45397", "issue:45542", + "issue:45561", + "issue:45563", "issue:45593", "issue:45823" ], "soft_pairs": [ - "issue:44623|issue:44749", - "issue:43653|issue:45593", - "issue:44671|issue:44779", "issue:43784|issue:45542", + "issue:43262|issue:44521", "issue:44016|issue:45823", "issue:44361|issue:45593", - "issue:44987|issue:45542", "issue:43901|issue:43994", + "issue:42175|issue:43976", + "issue:44987|issue:45542", "issue:43122|issue:43650", - "issue:44016|issue:44291", - "issue:43262|issue:44521", - "issue:44188|issue:44336", + "issue:43824|issue:43976", "issue:43525|issue:43881", - "issue:43673|issue:43761", + "issue:44188|issue:44336", "issue:44297|issue:45397", - "issue:43450|issue:44617", "issue:43525|issue:43643", + "issue:43295|issue:44617", "issue:42491|issue:43299", "issue:44589|issue:45362", - "issue:41628|issue:43976", "issue:43901|issue:44246", + "issue:41628|issue:43976", + "issue:45561|issue:45563", "issue:44336|issue:44373", "issue:44242|issue:45593", - "issue:16998|issue:22355", "issue:43352|issue:45250", + "issue:41950|issue:44220", "issue:44295|issue:45397", "issue:44246|issue:44496", - "issue:41950|issue:44220" + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43526|issue:45003", + "issue:44336|issue:44485", + "issue:45003|issue:45561" ], - "prepared_review_unit_hash": "6ba5b88c9f7d719af61ee86d73d52f58108797bea66aba4c97ae39f9e3924f51", + "prepared_review_unit_hash": "d110145a5dd6515adc84018591e1816696504e49366077099b46c357fbf9b512", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35155, - "estimated_input_tokens": 8789, - "estimated_eval_tokens": 17834 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports spanning different models, pipelines, tokenizers, and docs; none of the soft links is strong enough to treat as a true duplicate pair.", - "confidence": 0.87, - "canonical_issue_reason": "issue:44521 is the strongest canonical issue: it is a clear, currently open, user-facing regression in a broadly used multimodal API with concrete repro details.", + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers regressions/import issues; none of the suggested soft pairs look like true duplicates, so the safe triage outcome is to keep them separate. I\u2019d use one of the well-referenced import-regression reports as the cluster anchor, but there is no single underlying bug spanning the set.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 43824 is the best anchor: it is a concrete, widely-referenced import regression with clear user impact, while the rest of the cluster is too heterogeneous to justify a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best single issue to anchor the cluster because it is specific, well-described, and has the clearest practical impact among the listed issues.", + "best_issue_reason": "43824 is the strongest representative issue in this cluster because it has the most engagement and a precise failure mode; it is more triage-useful than the narrower or lower-signal reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "Different bugs: processor save_pretrained file generation vs a token-filtering slowdown regression." - }, - { - "left": "issue:43653", - "right": "issue:45593", - "accept": false, - "reason": "Tokenizer special-token registration/empty decode is unrelated to D-FINE auxiliary loss behavior." - }, - { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43784", + "right": "issue:45542", "accept": false, - "reason": "Both are v5 regressions, but one is CamemBERT MLM quality and the other is DeepSeek tokenization; different code paths and symptoms." + "reason": "Different failure classes: missing model symbol on import vs missing TensorFlow backend when only tensorboard is installed." }, { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "Import-time NameError in sentence-transformers is unrelated to TensorFlow backend detection when only tensorboard is installed." + "reason": "Audio chat-template sampling-rate bug is unrelated to multimodal assistant-mask generation." }, { "left": "issue:44016", "right": "issue:45823", "accept": false, - "reason": "Notebook syntax error and Gemma4 device-map mismatch are unrelated." + "reason": "Notebook syntax error and Gemma4 device-mismatch are unrelated code paths." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError does not match D-FINE's missing auxiliary losses." - }, - { - "left": "issue:44987", - "right": "issue:45542", - "accept": false, - "reason": "Model-loading failure for a specific repo is unrelated to the TensorFlow/tensorboard backend error." + "reason": "Tokenizer attribute error on tasks is not the same as D-FINE auxiliary-loss logic." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for return_all_scores is not the same as incorrect SigLIP2 model outputs." + "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 producing bad outputs." }, { - "left": "issue:43122", - "right": "issue:43650", + "left": "issue:42175", + "right": "issue:43976", "accept": false, - "reason": "Tokenization regression and a placeholder/bodyless issue are not the same underlying bug." + "reason": "Package extras/backend installation issue is unrelated to the Python version compatibility bug." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Notebook syntax error is unrelated to the init_empty_weights unexpected argument regression." + "reason": "Model loading failure for physical-intelligence/fast is unrelated to the TensorFlow backend import issue." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:43122", + "right": "issue:43650", "accept": false, - "reason": "Both involve apply_chat_template, but one is an audio sampling-rate default and the other is multimodal assistant mask generation." + "reason": "Tokenization regression is unrelated to the placeholder \"ADD THE DATA\" issue." }, { - "left": "issue:44188", - "right": "issue:44336", + "left": "issue:43824", + "right": "issue:43976", "accept": false, - "reason": "Torch.compile attention-kernel divergence and ANSI color emission in loading_report are unrelated." + "reason": "Both involve import/setup problems, but one is a missing model export and the other is a Python support issue." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is not the same as glm-4v loading failure." + "reason": "Llama4 missing config field and GLM-4v loading failure are different model-specific bugs." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Generation cache regression and CLIPVision hidden_states regression affect different subsystems and outputs." + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI codes in loading_report." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save metadata mismatch is unrelated to Gemma-4 zero3 loading." + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Gemma-4 zero3 from_pretrained loading failure." }, { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:43525", + "right": "issue:43643", "accept": false, - "reason": "Batched video processor shape error is not the same as Sam3Video CUDA OOM." + "reason": "Both are config-related, but the concrete bugs differ: missing pad_token_id vs trust_remote_code dropping fields." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:43295", + "right": "issue:44617", "accept": false, - "reason": "Both mention missing fields/config objects, but one is a specific Llama4Config attribute error and the other is a trust_remote_code AutoConfig field-loss issue." + "reason": "Processor/tokenizer regression is unrelated to CUDA OOM in Sam3Video." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both concern Qwen3 MoE on newer transformers, but one is LoRA compatibility and the other is base model loading; not clearly one concrete bug." + "reason": "Both mention Qwen/MoE compatibility, but one is a LoRA hf4.x vs hf5.x incompatibility and the other is a Qwen3VL loading regression." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage deserialization failure is unrelated to Qwen3.5 chat crashes." + "reason": "Float8 storage type error and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A stale doc reference is not the same as intermittent import latency." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Importing AutoImageProcessor and Python version compatibility are different issues." + "reason": "AutoImageProcessor import error is unrelated to the Python version support regression." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Pipeline docs mismatch is unrelated to intermittent import latency." + "reason": "pytest-xdist file race and stale generation warning are different problems." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI codes in loading_report and a wrong docstring for position_ids are unrelated documentation/formatting issues." + "reason": "ANSI output formatting and a docstring typo are not the same bug." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Both are loss-related, but one is router/load-balancing loss and the other is D-FINE auxiliary losses under a different flag." + "reason": "MoE load-balancing loss logic is unrelated to D-FINE denoising auxiliary losses." }, { - "left": "issue:16998", - "right": "issue:22355", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Model_max_length behavior and missing transformers.onnx are unrelated." + "reason": "Nemotron-specific Flash Attention support and a generic Flash Attention 2.0 issue are not the same concrete bug." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "A specific model lacking Flash Attention 2 support is not the same as a generic Flash Attention 2 topic issue." + "reason": "Video-classification image-processor lookup is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Position_ids buffer-reading error is unrelated to Gemma-4 zero3 loading." + "reason": "position_ids buffer access bug is unrelated to Gemma-4 zero3 loading." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow import timing and unrecognized model/config missing model_type are unrelated." + "reason": "Import performance issue is unrelated to unrecognized model config loading." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are separate model-path bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are different import regressions." + }, + { + "left": "issue:36246", + "right": "issue:44351", "accept": false, - "reason": "Video-classification processor choosing image processors and _torch_extract_fbank_features are different pipeline bugs." + "reason": "These are both import errors, but they concern different symbols from different modules." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist captured_info race are unrelated implementation bugs." } ] }, @@ -10531,75 +10620,70 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 33, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:36246", - "issue:42757", + "issue:42886", "issue:43065", "issue:43232", "issue:43257", "issue:43262", "issue:43408", "issue:43475", - "issue:43526", "issue:43540", "issue:43596", "issue:43653", "issue:43673", - "issue:43824", "issue:43901", - "issue:43976", + "issue:44060", + "issue:44077", "issue:44162", "issue:44242", "issue:44246", "issue:44295", "issue:44336", - "issue:44351", + "issue:44368", "issue:44466", - "issue:44485", "issue:44496", "issue:44561", + "issue:44734", "issue:44749", "issue:44779", "issue:44857", "issue:44871", "issue:44877", - "issue:44964", + "issue:44977", "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", + "issue:45229", "issue:45292", "issue:45335", - "issue:45362", "issue:45375", + "issue:45397", "issue:45459", - "issue:45561", "issue:45563", "issue:45584", "issue:45588", + "issue:45656", "issue:45701", "issue:45759" ], "soft_pairs": [ - "issue:36246|issue:42757", - "issue:36246|issue:44351", - "issue:44336|issue:44485", "issue:43673|issue:44561", - "issue:43824|issue:43976", - "issue:43976|issue:44964", "issue:44246|issue:44871", "issue:44242|issue:44857", - "issue:45362|issue:45375", + "issue:36246|issue:43596", "issue:44162|issue:45200", "issue:44295|issue:44749", "issue:44779|issue:45292", @@ -10607,236 +10691,239 @@ "issue:45292|issue:45584", "issue:45292|issue:45701", "issue:43901|issue:45003", - "issue:45561|issue:45563", "issue:44987|issue:45459", - "issue:36246|issue:43596", - "issue:43232|issue:44336", - "issue:43526|issue:45003", + "issue:42886|issue:45229", "issue:45375|issue:45759", + "issue:43232|issue:44336", "issue:44496|issue:45003", "issue:43065|issue:43408", "issue:43257|issue:45137", - "issue:44995|issue:45200", "issue:43262|issue:44246", + "issue:44995|issue:45200", + "issue:44060|issue:44077", "issue:43475|issue:43540", "issue:44466|issue:45335", "issue:44995|issue:45588", - "issue:43653|issue:44162" + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:45397|issue:45656", + "issue:43673|issue:44734" ], - "prepared_review_unit_hash": "b95e49dd3041b7833f5c574a5eb241c46dcf4f4c19de48c3c8b7c421aad9a54a", + "prepared_review_unit_hash": "42aa4f047cf836052cd46a505944d4897e28d21e46afe544064f9ceae291256d", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37092, - "estimated_input_tokens": 9273, - "estimated_eval_tokens": 18802 + "soft_pair_count": 29, + "serialized_chars": 36582, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: the soft pairs span unrelated import errors, model/config regressions, generation issues, tokenizer bugs, and performance reports. I would reject every proposed duplicate edge. If forced to choose a representative issue, the Qwen2.5-VL import regression (#43824) is the strongest anchor because it is a clear core-package import failure with the most discussion/references among the set.", - "confidence": 0.68, - "canonical_issue_reason": "Issue #43824 is the most central, user-facing core-package import regression in this set and has the strongest discussion/reference signal, so it is the best representative anchor.", + "summary": "The soft-pair list does not form a true duplicate cluster; most links are broad topical similarities across unrelated bugs (tokenization, config handling, deepspeed, multimodal models, and generation). I would reject every soft edge.", + "confidence": 0.18, + "canonical_issue_reason": "No single issue cleanly represents a duplicate cluster here; the suggested pairs are mostly unrelated bug reports with only loose topical overlap.", "canonical_pr_reason": null, - "best_issue_reason": "Among these mostly unrelated reports, #43824 is the best duplicate-triage target because it is concrete, broadly impactful, and well-supported by discussion and inbound references.", + "best_issue_reason": "issue:45292 is the closest thing to a hub because several candidates are embedding/tokenization-adjacent, but it still does not unify the set into one underlying bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36246", - "right": "issue:42757", - "accept": false, - "reason": "Different missing symbols in different libraries/modules; not the same bug." - }, - { - "left": "issue:36246", - "right": "issue:44351", - "accept": false, - "reason": "Qwen import error vs HybridCache import error; unrelated symbols and fixes." - }, - { - "left": "issue:44336", - "right": "issue:44485", - "accept": false, - "reason": "ANSI/terminal rendering bug vs GLM-5 RoPE discussion; unrelated." - }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Generation cache issue vs trust_remote_code import breakage; different code paths." - }, - { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Missing model export vs Python-version support issue; not the same bug." - }, - { - "left": "issue:43976", - "right": "issue:44964", - "accept": false, - "reason": "Python compatibility issue vs Phi-4 multimodal loading failure; unrelated." + "reason": "Offline tokenizer cache loading and a v5 API removal breaking trust_remote_code are different failure modes." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import-time slowdown vs Gemma-3 EOS config mismatch; unrelated." + "reason": "Import-time slowdown is unrelated to the Gemma eos_token_id config inconsistency." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "Router-loss omission vs CUDA AMP crash; different failures." + "reason": "MoE load-balancing loss logic and an AMP image-loss crash are not the same bug." }, { - "left": "issue:45362", - "right": "issue:45375", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Qwen chat crash vs missing vision-config field; not the same concrete bug." + "reason": "A missing Qwen processor import and a DeepSpeed/BertModel indexing error are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 model breakage vs Gemma 4 token-type default; unrelated." + "reason": "ESM2 breakage and Gemma4 mm_token_type_ids defaults concern different models and code paths." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Position buffer read error vs performance regression report; unrelated." + "reason": "Buffer access on position_ids is unrelated to the reported tokenization slowdown after upgrade." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer correctness bug vs embedding-resize bug; different code paths." + "reason": "DeepSeek tokenizer output changes are not the same as resize_token_embeddings failing to update output embeddings." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Granite config loading vs Qwen vision-config field handling; unrelated." + "reason": "Both involve config handling, but they are different models and different strictness/unwrapping bugs." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "Embedding resize bug vs Whisper empty-transcription failure; unrelated." + "reason": "Embedding resizing is unrelated to Whisper empty-transcription generation after special-token alignment." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize bug vs tokenization-version behavior change; unrelated." + "reason": "A specific embedding resize bug does not match a broad version-dependent tokenization complaint." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch vs sys.modules access bug; unrelated." - }, - { - "left": "issue:45561", - "right": "issue:45563", - "accept": false, - "reason": "xdist file race vs stale generation warning; unrelated." + "reason": "Docs drift for a pipeline flag is unrelated to unsafe sys.modules access in modeling_utils." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Model loading failure vs protobuf-error masking; unrelated." - }, - { - "left": "issue:36246", - "right": "issue:43596", - "accept": false, - "reason": "Qwen import regression vs Bert/ZeRO3 indexing error; unrelated." + "reason": "Model loading failure and protobuf error masking are different tokenizer/loading bugs." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Generation-kwargs bug vs ANSI output bug; unrelated." + "reason": "Offline cache loading and Gemma4 multi-GPU OOM are entirely separate issues." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "BEiT label reduction bug vs sys.modules access bug; unrelated." + "reason": "Missing a config field under @strict and unwrapping text_config in from_config are different composite-config bugs." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Qwen config field issue vs from_config text_config unwrap bug; different fixes." + "reason": "Generation kwargs after sync_gpus has nothing to do with ANSI codes in loading_report." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Missing model_type for a repo vs sys.modules access bug; unrelated." + "reason": "Unrecognized model config and unsafe sys.modules access are unrelated code paths." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "Same SAM3 family, but dummy Conv2d vs wrong model-type warning are different bugs." + "reason": "Both mention SAM3, but one is about a dummy Conv2d and the other is a model-type warning." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen/DeepSpeed loading bug vs ZeRO3 deque error; different code paths." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is not the same as a ZeRO3 deque underflow." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample-rate defaults are unrelated to import-time slowdown." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Stale indexer cache vs Gemma token-type default; unrelated." + "reason": "A stale cache crash in GlmMoeDsa is unrelated to Gemma4 token-type defaults." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Audio chat-template sampling-rate bug vs import slowdown; unrelated." + "reason": "A tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are different issues." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 output-field bug vs Qwen3OmniMoe video-input error; unrelated." + "reason": "SAM3 video encoder output attr missing and Qwen3OmniMoe video input validation are separate bugs." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Device-dependent serialization vs T5Gemma embedding resize; different issues." + "reason": "Both touch embedding/tied-weight behavior, but one is serialization/device-dependent and the other is resize propagation." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBird tokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning in fine-tuning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "DeepSpeed ZeRO3 from_pretrained and a double optimizer-step bug are different failures." + }, + { + "left": "issue:45003", + "right": "issue:43901", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to a stale docs mention of return_all_scores." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale cache bug vs flash-attention s_aux handling; unrelated." + "reason": "GlmMoeDsa stale indexer cache and a flash_attention s_aux=None crash are different code paths." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-embeddings warning in Qwen3.5 is unrelated to a stale paged-generate warning." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and EOS-token config mismatch are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45759", "accept": false, - "reason": "Tokenizer special-token registration bug vs ESM2 model breakage; unrelated." + "reason": "Resize-token-embeddings behavior and from_config text_config unwrapping are different model-construction bugs." } ] }, @@ -10850,52 +10937,53 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 34, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:28282", "issue:30990", "issue:41628", "issue:42371", - "issue:42886", + "issue:42673", + "issue:42831", "issue:42994", "issue:43232", - "issue:43452", "issue:43475", "issue:43482", "issue:43525", "issue:43643", "issue:43646", "issue:43673", - "issue:43827", + "issue:43704", + "issue:43873", "issue:43931", "issue:44038", - "issue:44060", - "issue:44077", "issue:44162", + "issue:44188", + "issue:44222", "issue:44297", + "issue:44351", "issue:44361", "issue:44368", "issue:44623", - "issue:44734", + "issue:44661", "issue:44749", "issue:44869", "issue:44933", - "issue:44977", - "issue:45003", + "issue:44945", "issue:45081", "issue:45092", "issue:45103", "issue:45137", - "issue:45229", "issue:45230", + "issue:45278", "issue:45310", "issue:45356", "issue:45375", @@ -10903,280 +10991,282 @@ "issue:45397", "issue:45459", "issue:45478", - "issue:45561", - "issue:45563", "issue:45600", - "issue:45656" + "issue:45656", + "issue:45753" ], "soft_pairs": [ - "issue:42886|issue:45229", - "issue:44368|issue:45563", - "issue:44368|issue:44977", - "issue:45397|issue:45656", - "issue:44060|issue:44077", - "issue:45003|issue:45561", - "issue:43673|issue:44734", "issue:45137|issue:45600", "issue:43931|issue:44368", "issue:44933|issue:45459", "issue:44869|issue:45356", + "issue:43232|issue:43673", "issue:44297|issue:44623", + "issue:43673|issue:45278", "issue:43646|issue:44162", "issue:44361|issue:44749", - "issue:43232|issue:43673", - "issue:43452|issue:45003", - "issue:43673|issue:43827", "issue:44623|issue:45656", - "issue:28282|issue:30990", "issue:42994|issue:43482", + "issue:28282|issue:30990", "issue:44749|issue:45310", "issue:44749|issue:45656", "issue:43475|issue:43643", "issue:42371|issue:45092", "issue:43475|issue:45381", "issue:45230|issue:45397", - "issue:44038|issue:44623", "issue:41628|issue:44933", + "issue:44038|issue:44623", "issue:45081|issue:45103", "issue:45375|issue:45478", - "issue:42994|issue:43525" + "issue:42994|issue:43525", + "issue:43475|issue:44661", + "issue:42673|issue:43704", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44945|issue:45753" ], - "prepared_review_unit_hash": "4046ae5a2a2afd5ac3ab4846fa8b1db659cdd0b86baec027aee28a129e8643dd", + "prepared_review_unit_hash": "5ad8238f52d315ef5643341184bd6da4fc0e064351b684cf44ea07b9362b2439", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36322, - "estimated_input_tokens": 9081, - "estimated_eval_tokens": 18418 + "serialized_chars": 36135, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are separate Transformers regressions, model-specific loading bugs, or unrelated docs/testing issues rather than true duplicates. No soft pair looks safe to merge as one underlying bug/change.", - "confidence": 0.21, - "canonical_issue_reason": "No single issue cleanly represents a duplicate set here; the cluster spans many distinct code paths and model families.", + "summary": "This cluster is mostly a grab bag of unrelated regressions and import/model-loading bugs; nearly all soft links look like false positives. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak reports (42673/43704).", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it has an exact duplicate in 43704 and describes a concrete, reproducible Qwen3ForCausalLM VRAM leak with multiple dataloader threads.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest representative of the dominant theme (Transformers v5 breaking custom model initialization), but it is still not a reliable duplicate anchor for the rest of the cluster.", + "best_issue_reason": "issue:42673 is the strongest issue to anchor on: it is specific, actionable, and the duplicate relationship is unambiguous from the matching title and bug description.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42886", - "right": "issue:45229", - "accept": false, - "reason": "Tokenizer cache/offline loading failure vs multi-GPU inference CUDA OOM; different failure modes and code paths." - }, - { - "left": "issue:44368", - "right": "issue:45563", - "accept": false, - "reason": "A warning about tie_word_embeddings during Qwen3.5 LoRA fine-tuning is unrelated to a stale paging warning in generate()." - }, - { - "left": "issue:44368", - "right": "issue:44977", - "accept": false, - "reason": "Both mention Qwen3.5, but one is a config warning and the other is a flash-attention generation failure; not the same bug." - }, - { - "left": "issue:45397", - "right": "issue:45656", - "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained breakage is unrelated to deepspeed causing optimizer.step to run twice." - }, - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Qwen3-Next tied-weights warning and PatchTSMixer post_init policy are different API/validation issues." - }, - { - "left": "issue:45003", - "right": "issue:45561", - "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to a pytest-xdist race on captured_info.txt." - }, - { - "left": "issue:43673", - "right": "issue:44734", - "accept": false, - "reason": "GenerationMixin cache handling during chunked_prefill is a different path from serve KV-cache continuation tensor indexing." - }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to stale auto_mappings references to removed configs." + "reason": "Different failures: DeepSpeed ZeRO3 deque underflow vs a CI break from removed Sam3LiteText config references." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is a model-loading error, not the LoRA tie_word_embeddings warning." + "reason": "Unrelated bugs: Qwen3-VL-30B weight-shape mismatch vs a Qwen3.5 LoRA warning about tie_word_embeddings." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Missing import from image_utils is unrelated to tokenizer error masking when protobuf is absent." + "reason": "Both touch tokenizer/import paths, but one is a missing import from image_utils and the other is tokenizer error masking when protobuf is absent; different root causes." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi-K2.5 codec handling regression are different tokenizer/decoding bugs." - }, - { - "left": "issue:44297", - "right": "issue:44623", - "accept": false, - "reason": "tokenizer.save_pretrained writing the wrong class is not the same as processor.save_pretrained missing files." + "reason": "Different tokenizer/code paths and model families; one crashes on trailing replacement characters in Whisper decoding, the other is a Kimi-K2.5 codec/regression issue." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Generic custom model initialization breakage vs ESM2-specific failure impacting scientists; too broad and different root causes." + "reason": "Both are generation internals, but one is about sync_gpus/_update_model_kwargs_for_generation and the other is a missing GenerationMixin cache during chunked_prefill." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "MLukeTokenizer task AttributeError and a slowdown after upgrade are unrelated issues." + "reason": "Both are save_pretrained-related, but tokenizer metadata mismatch and processor file omission are distinct serialization bugs." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:43673", + "right": "issue:45278", "accept": false, - "reason": "Both are generation internals, but one is sync_gpus keyword update and the other is chunked_prefill cache missing; not the same bug." + "reason": "One is a specific generation cache bug; the other is a broad upgrade report about many import errors, not the same underlying issue." }, { - "left": "issue:43452", - "right": "issue:45003", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "gguf_file breaking AutoTokenizer/AutoModel loading is unrelated to unsafe sys.modules access." + "reason": "The titles point to different problems: missing fields from trust_remote_code config loading vs ESM2 breakage; no concrete shared code path is evident." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Generation cache bug and docs still referencing removed pipeline() are different kinds of changes." + "reason": "Different symptom and scope: MLukeTokenizer task AttributeError vs a performance regression after upgrading transformers." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "Missing files from processor.save_pretrained is unrelated to optimizer.step being called twice with deepspeed." + "reason": "Processor save_pretrained missing files is unrelated to DeepSpeed optimizer.step being called twice." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "PyTorch missing ImportError and Sentence Transformers hanging on load are not the same underlying issue." + "reason": "Saving quantized models and loading Qwen2.5-GGUF in transformers v5 are different bugs affecting different paths." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are opposite directions and distinct code paths." + "reason": "PyTorch-not-found ImportError and Sentence Transformers getting stuck loading are unrelated." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Data filtering slowdown after upgrade is unrelated to a Qwen3.5 Moe from_pretrained error." + "reason": "The first is a performance slowdown after upgrading; the second is a Qwen3.5 Moe from_pretrained error." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance regression in filtering and deepspeed optimizer duplication are unrelated." + "reason": "Performance regression after upgrade vs DeepSpeed double optimizer.step; no same bug here." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "SAM3 missing fpn_position_embeddings and trust_remote_code AutoConfig missing fields are different model/config problems." + "reason": "SAM 3 Video missing output attribute and AutoConfig trust_remote_code missing fields are different model/config failures." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings API guidance is unrelated to InternVL2 remote-code meta-init incompatibility." + "reason": "TF32 settings guidance is unrelated to old InternVL2 checkpoints failing meta initialization under transformers v5." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM3 video encoder attribute error and Qwen2.5-VL vision_position_ids bug are different model-specific failures." + "reason": "Different models and defects: SAM 3 Video missing fpn_position_embeddings vs Qwen2.5-VL video position IDs being wrong." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report provides no concrete overlap with Gemma-4 ZeRO3 from_pretrained failure." + "reason": "45230 is too generic to justify a duplicate merge with the specific gemma-4 zero3 from_pretrained issue." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Qwen3-VL-Moe v5 breakage and processor.save_pretrained missing files do not share a concrete code path." + "reason": "Both are import errors, but AutoImageProcessor missing import and a bad image_utils import are not the same concrete failure." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Cannot import AutoImageProcessor and nonexistent import from image_utils are similar in surface form only; different symbols/modules." + "reason": "Qwen3-VL-Moe on transformers 5 vs processor.save_pretrained missing files are unrelated." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Mistral regex patch crashing on tokenizer internals is unrelated to docstring processing with future annotations." + "reason": "Tokenizer regex patch crash and auto_docstring annotation handling crash are unrelated code paths." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Qwen3_5MoeVisionConfig missing a field due to @strict and a generic Qwen3.5 Moe from_pretrained error are too weakly connected to treat as the same bug." + "reason": "The former is a config-field omission in Qwen3_5MoeVisionConfig; the latter is a generic from_pretrained error. Similar family, but not clearly the same concrete bug." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated model/save vs config issues." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are different loading/saving issues." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video encoder output attribute error and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same bug and near-verbatim title: Qwen3ForCausalLM leaks VRAM when used in multiple dataloader threads." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related model family, but one is a generic Qwen3.5 Moe from_pretrained error while the other is a specific missing config field; not enough to prove the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and diverging attention kernels under torch.compile are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but AutoImageProcessor and HybridCache are different symbols with different root causes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation and FP8 save_pretrained problems are distinct issues." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and a Qwen3_5 infinite loop on a specific image are different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly duplicated pair is issue:42673 / issue:43704, which have identical titles and matching descriptions. The remaining soft-edge verdicts are conservative and based on visible title-level differences rather than overstated root-cause claims." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 35, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:30333", "issue:30990", @@ -11186,33 +11276,35 @@ "issue:41628", "issue:42175", "issue:42222", - "issue:42673", - "issue:42831", "issue:42898", "issue:42994", "issue:43232", "issue:43278", "issue:43377", - "issue:43475", - "issue:43704", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", "issue:43723", "issue:43784", "issue:43824", "issue:43874", - "issue:43901", + "issue:43976", "issue:44038", "issue:44060", + "issue:44079", "issue:44188", "issue:44222", "issue:44242", - "issue:44351", "issue:44373", "issue:44496", "issue:44568", "issue:44623", - "issue:44661", "issue:44734", + "issue:44779", "issue:44792", + "issue:44869", + "issue:44933", "issue:44964", "issue:45092", "issue:45103", @@ -11221,292 +11313,290 @@ "issue:45200", "issue:45310", "issue:45356", - "issue:45375", "issue:45561", - "issue:45600", "issue:45712", "issue:45812" ], "soft_pairs": [ - "issue:42673|issue:43704", - "issue:43475|issue:44661", - "issue:45310|issue:45375", - "issue:41628|issue:44351", - "issue:42831|issue:44222", "issue:42222|issue:45200", "issue:44222|issue:45310", "issue:42994|issue:43824", + "issue:43232|issue:44792", "issue:42175|issue:45712", "issue:36010|issue:41628", + "issue:43673|issue:44188", "issue:43377|issue:44242", "issue:44038|issue:45310", + "issue:43526|issue:45561", "issue:44496|issue:45561", + "issue:43504|issue:45561", "issue:44964|issue:45137", - "issue:45561|issue:45600", "issue:42898|issue:44568", - "issue:43901|issue:45561", - "issue:43232|issue:44792", + "issue:42175|issue:44933", + "issue:43479|issue:44869", "issue:30990|issue:35141", - "issue:43232|issue:44188", + "issue:43976|issue:44933", + "issue:43479|issue:44079", "issue:42898|issue:45812", - "issue:44188|issue:44373", "issue:43784|issue:43824", - "issue:44623|issue:45310", + "issue:44188|issue:44373", "issue:43278|issue:45137", + "issue:44623|issue:45310", "issue:44734|issue:45103", "issue:30333|issue:33290", "issue:43723|issue:44568", - "issue:42898|issue:45356", "issue:44060|issue:45125", + "issue:42898|issue:45356", + "issue:42898|issue:44779", "issue:43874|issue:45092" ], - "prepared_review_unit_hash": "57ed0a7806103e4d8b88608682f21780839d6b2d4cbf5f519420334548ff8b65", + "prepared_review_unit_hash": "7e66ce1e0a33d6e9ffbf69a3d07f2083629c39773d4a1235a77356ea6f0c1a5b", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37034, - "estimated_input_tokens": 9259, - "estimated_eval_tokens": 18774 + "serialized_chars": 37054, + "estimated_input_tokens": 9264, + "estimated_eval_tokens": 18784 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous and not a true duplicate group. I only accept one soft edge: the two identically titled Qwen3ForCausalLM VRAM-leak reports. All other pairs describe different code paths, models, or symptoms.", - "confidence": 0.89, - "canonical_issue_reason": "issue:42673 is the original report for the only clear duplicate pair (with issue:43704): same title, same Qwen3ForCausalLM multi-dataloader-thread VRAM leak symptom.", + "summary": "The cluster is heterogeneous: most items are unrelated regressions across tokenizers, multimodal models, packaging, generation, and test infra. The soft-similarity edges are mostly superficial (same model family or same v5 era) rather than the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items do not converge on one shared failure mode or code path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the broadest representative of the remaining loose Qwen3.5-MoE subtheme, but it is not a duplicate-safe representative for the whole cluster.", + "best_issue_reason": "No best representative issue: the cluster spans multiple unrelated bugs, so any single issue would be misleading as a canonical target.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same title and same underlying Qwen3ForCausalLM VRAM leak in multi-dataloader-thread use." - }, - { - "left": "issue:43475", - "right": "issue:44661", - "accept": false, - "reason": "Different bug classes: SAM 3 vision encoder attribute error vs tokenizer-mapping/config helper failure." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Same model family, but different concrete failures: from_pretrained/config loading error vs missing config field being dropped." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for unrelated symbols and code paths (AutoImageProcessor vs HybridCache)." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "Different FP8 issues: training accuracy regression vs save_pretrained/mode-saving failure." - }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Unrelated models and symptoms: broken vitpose models vs Gemma 4 mm_token_type_ids defaulting." + "reason": "Both are multimodal/model-related, but one is a VitPose breakage and the other is a Gemma 4 mm_token_type_ids defaulting issue; different bugs and code paths." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "One is FP8 save_pretrained for MoE, the other is a Qwen3.5-MoE from_pretrained/config error." + "reason": "Both mention MoE/Qwen and save/from_pretrained, but one is FP8 saving and the other is a from_pretrained load failure; not the same fix." }, { "left": "issue:42994", "right": "issue:43824", "accept": false, - "reason": "Quantized model saving failure and a separate import error for a multimodal class." + "reason": "Quantized model saving failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated problems." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to a janus image-generation test failure." }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Packaging/backend extra mismatch is unrelated to leftover dummy-class cleanup." + "reason": "Packaging/backend dependency selection is unrelated to leftover dummy class leakage in repo checks." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Different missing imports: GenerationMixin vs AutoImageProcessor." + "reason": "Both are import errors, but for different missing symbols and different subsystems; not one underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Chunked prefill cache handling and torch.compile attention divergence are separate generation/attention issues." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Different subsystems: MIMI padding-mask batching bug vs MoE load-balancing-loss gating." + "reason": "MIMI padding-mask batching bug and MoE load-balancing loss behavior are unrelated." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same broad Qwen area, but the reported failures are different and not mergeable into one fix." + "reason": "Same general Qwen/Moe family, but one is a transformers 5.0 compatibility issue and the other is a specific from_pretrained regression in 5.4.0." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BEiT label reduction bug and pytest-xdist file race are unrelated." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Model config loading error vs pytest-xdist file race; unrelated root causes." + "reason": "Unrecognized model config and captured_info.txt xdist race have no shared code path." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43504", + "right": "issue:45561", "accept": false, - "reason": "Model loading incompatibility and DeepSpeed ZeRO3 deque underflow are unrelated failures." + "reason": "Legacy field loading for BEiT segmentation is unrelated to the testing-utils file race." }, { - "left": "issue:45561", - "right": "issue:45600", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Testing race on captured_info.txt vs stale auto_mappings references; different files and bugs." + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are different failure modes." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both concern tokenizer behavior, but one is cleanup-space semantics and the other is add_special_tokens not emitting BOS/EOS." + "reason": "Both are tokenizer regressions in v5, but one concerns cleanup-space behavior and the other BOS/EOS insertion for mdeberta; distinct bugs." }, { - "left": "issue:43901", - "right": "issue:45561", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Docs mismatch for text classification pipeline vs a pytest-xdist race bug." + "reason": "TensorFlow backend packaging and a nonexistent image_utils import are unrelated." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "Generation kwargs/sync-gpus bug and a janus image-generation test failure are not the same code path." + "reason": "Phi4MultimodalConfig default handling does not match Whisper timestamp decode crashing." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence-transformers loading stall vs token-embedding reinitialization after resize; unrelated." + "reason": "Sentence-transformers loading hang and embedding reinitialization after resize are unrelated." }, { - "left": "issue:43232", - "right": "issue:44188", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Generation-kwargs update bug vs attention-kernel divergence under torch.compile are different issues." + "reason": "Python version compatibility and an import from image_utils are not the same bug." }, { - "left": "issue:42898", - "right": "issue:45812", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Tokenizer cleanup behavior change is separate from Granite token-ID regression." + "reason": "Config default initialization and ModelOutput None-key assignment are separate object-model issues." }, { - "left": "issue:44188", - "right": "issue:44373", + "left": "issue:42898", + "right": "issue:45812", "accept": false, - "reason": "Kernel branching bug vs a wrong docstring; no shared bug or fix." + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is Granite token ID corruption; different root causes." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Both are import-related, but they affect different packages/symbols and stem from different causes." + "reason": "Import errors in different packages/models; no evidence they share a single missing symbol or fix." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:44188", + "right": "issue:44373", "accept": false, - "reason": "Processor save_pretrained missing files is unrelated to Qwen3.5-MoE loading errors." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift during eval and a ZeRO3 deque IndexError are unrelated." + "reason": "Training/eval dtype drift and ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor.save_pretrained files and Qwen3.5 MoE loading failure are different operations and likely different fixes." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serve KV-cache indexing crash vs auto_docstring AttributeError under future annotations; different subsystems." + "reason": "KV cache continuation crash in serve is unrelated to auto_docstring annotation handling." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "MLflow reporting after failed training job vs DeepSpeed OOM during Adafactor are unrelated." + "reason": "MLflow status reporting and DeepSpeed OOM are unrelated training issues." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading regression in v5 and missing BOS/EOS with add_special_tokens are different failures." + "reason": "Tokenizer load failure and add_special_tokens BOS/EOS regression are distinct tokenizer problems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but tied-weights warnings and missing tensor-parallel plan are different code paths and fixes." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior vs Kimi codec/regex handling." + "reason": "Both are tokenizer regressions, but the Kimi codec/regex warning issue is different from clean_up_tokenization_spaces behavior." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Different Qwen3.5-MoE config bugs: incorrect tied-weights warning vs missing _tp_plan for tensor parallelism." + "reason": "DeepSeek token ID regression is model-specific and not the same underlying bug as clean_up_tokenization_spaces changes." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Multimodal image-patch counting bug and remote-code meta-init incompatibility are not the same issue." + "reason": "Missing image-patch count method and remote-code meta-init incompatibility are both multimodal-related but not the same defect." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The canonical duplicate pair (issue:42673 / issue:43704) is well supported by the packet: identical title and matching VRAM-leak symptom. The remaining soft-edge rejections are conservative and stay within the evidence shown in the issue titles/descriptions. The summary correctly characterizes the cluster as mostly heterogeneous and avoids overstating duplicate 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 }, { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 36, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ + "issue:22355", "issue:28282", "issue:30333", + "issue:30990", "issue:34689", "issue:35141", "issue:36331", + "issue:38175", + "issue:39401", "issue:41628", - "issue:42175", "issue:42757", "issue:42831", "issue:42898", @@ -11514,10 +11604,7 @@ "issue:43479", "issue:43644", "issue:43723", - "issue:43873", - "issue:43976", - "issue:44079", - "issue:44188", + "issue:43824", "issue:44206", "issue:44222", "issue:44261", @@ -11526,19 +11613,19 @@ "issue:44297", "issue:44360", "issue:44373", + "issue:44442", "issue:44448", "issue:44483", "issue:44484", "issue:44485", "issue:44514", + "issue:44568", "issue:44623", - "issue:44779", - "issue:44869", "issue:44871", + "issue:44913", "issue:44933", - "issue:44945", - "issue:44964", "issue:44977", + "issue:44991", "issue:45092", "issue:45103", "issue:45310", @@ -11550,280 +11637,287 @@ "issue:45834" ], "soft_pairs": [ - "issue:42898|issue:44779", "issue:45405|issue:45712", "issue:42898|issue:44448", - "issue:44188|issue:44964", "issue:44933|issue:45712", - "issue:43479|issue:44079", "issue:44295|issue:45656", - "issue:42175|issue:44933", "issue:44222|issue:44297", - "issue:43976|issue:44933", - "issue:43479|issue:44869", "issue:44297|issue:45656", + "issue:43479|issue:43644", "issue:44206|issue:45103", "issue:44222|issue:44623", "issue:42831|issue:44623", - "issue:41628|issue:42757", "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:41628|issue:42757", "issue:30333|issue:34689", "issue:43232|issue:45834", "issue:43723|issue:44977", - "issue:44222|issue:44484", - "issue:44297|issue:45310", "issue:28282|issue:30333", - "issue:43873|issue:44945", + "issue:44222|issue:44484", "issue:30333|issue:35141", + "issue:44297|issue:45310", "issue:44263|issue:45092", "issue:44263|issue:44360", "issue:44483|issue:45406", - "issue:44373|issue:44485", "issue:44514|issue:45103", + "issue:44373|issue:44485", "issue:44295|issue:44623", - "issue:43479|issue:43644", "issue:43723|issue:44871", "issue:45092|issue:45357", - "issue:44261|issue:45092" + "issue:43723|issue:44991", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:39401|issue:44568", + "issue:42831|issue:45310" ], - "prepared_review_unit_hash": "4f6a9ddb6b63efaaab7190afc3b8417dbd9ab1fd4216c19bee7bfe44c122c11c", + "prepared_review_unit_hash": "5f9ddc6f808e55b9d1d4901eb44b8d8089d765c68c264670e38726d8c5b1f97c", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38022, - "estimated_input_tokens": 9506, - "estimated_eval_tokens": 19268 + "soft_pair_count": 36, + "serialized_chars": 38258, + "estimated_input_tokens": 9565, + "estimated_eval_tokens": 19386 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a mixed set of unrelated issues rather than one duplicate cluster. None of the soft pairs look like the same underlying bug/change, so all are rejected. #43873 is the best issue anchor because it is an active, concrete bug report with multiple references, but the set overall is heterogeneous.", - "confidence": 0.79, - "canonical_issue_reason": "#43873 is the most active open bug report in the set, with the strongest inbound discussion signal and a concrete runtime-failure focus, so it is the best anchor among these mixed issues.", + "summary": "This cluster is mostly heterogeneous. There is a recurring Transformers v5 loading/tokenizer/import theme, but the soft pairs are still too model- or bug-specific to treat as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43723 is the broadest representative of the repeated loading/tokenizer regression theme in this set; it is the closest umbrella issue among mostly unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "#43873 has the broadest relevance and highest activity among the issues here; the rest are narrower, model- or component-specific regressions.", + "best_issue_reason": "issue:43723 is the best global representative because it captures the common v5 tokenizer-loading symptom seen across several nearby issues, even though the cluster is not truly cohesive.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42898", - "right": "issue:44779", - "accept": false, - "reason": "Both involve tokenizer behavior in v5, but one is about `clean_up_tokenization_spaces` semantics and the other is a DeepSeek tokenizer correctness regression." - }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "One is a dependency version bump (`MIN_PEFT_VERSION`), the other is cleanup of dummy torch objects; different problems and fixes." + "reason": "Unrelated: PEFT version pinning vs leftover dummy classes leaking into __dir__." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both are version-regression reports, but they target different behaviors: token cleanup vs Pegasus output drift." - }, - { - "left": "issue:44188", - "right": "issue:44964", - "accept": false, - "reason": "One is a torch.compile attention-kernel branching bug; the other is a Phi-4 multimodal loading failure. Unrelated code paths." + "reason": "Both mention output behavior changes, but one is tokenization cleanup semantics and the other is Pegasus output drift; different bugs/code paths." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Both mention imports, but one is a missing symbol from `image_utils` and the other is stray dummy classes leaking into `dir(transformers)`." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Both mention `None`, but one is multimodal config initialization and the other is `ModelOutput` key assignment. Different classes and failures." + "reason": "Different subsystems: missing image_utils import vs dummy PT classes cleanup." }, { "left": "issue:44295", "right": "issue:45656", "accept": false, - "reason": "One concerns reading a registered buffer; the other is double optimizer stepping under deepspeed. Not the same bug." + "reason": "Position_ids buffer read error is unrelated to Deepspeed optimizer step duplication." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Different import/package issues: backend extras missing TensorFlow vs a nonexistent image_utils import." + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer_class metadata mismatch." }, { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "One is FP8 save_pretrained for MoE models; the other is tokenizer config serialization. Same broad area only superficially." + "reason": "Tokenizer config metadata bug is unrelated to optimizer stepping behavior." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "A Python-version compatibility issue and a missing import are unrelated failures." + "reason": "Different initialization problems: default vision/audio config handling vs junk non-persistent buffers." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "One is generation-state handling after `sync_gpus`; the other is an OCR index error in Kosmos2.5. Different code paths." + "reason": "Unsupported center arg in a feature extractor is unrelated to auto_docstring annotation handling." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Both are model/tokenizer generation problems, but one is AutoTokenizer loading in v5 and the other is flash-attention generation behavior for Qwen3.5." + "reason": "Both touch save_pretrained, but one is FP8 MoE saving and the other is processor file export completeness." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "One is a feature extractor argument regression; the other is an auto_docstring crash from future annotations. Not the same underlying bug." + "reason": "Accuracy regression in FineGrainedFP8 is not the same as missing files from processor.save_pretrained." }, { - "left": "issue:44222", - "right": "issue:44623", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Both touch save_pretrained, but one is MoE FP8 serialization and the other is missing processor files." + "reason": "MLflow reporting on failed training jobs is unrelated to CustomTrainer.compute_loss signature breakage." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Accuracy drift from FineGrainedFP8 is unrelated to missing processor artifacts during save_pretrained." + "reason": "One is missing transformers.onnx, the other is missing PyTorch for AutoModel; both are import errors but different dependencies." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different modules and likely different fixes." - }, - { - "left": "issue:30333", - "right": "issue:36331", - "accept": false, - "reason": "Training-job reporting/MLflow tracking is unrelated to a Trainer API signature change." + "reason": "Missing AutoImageProcessor export and missing is_offline_mode export are different import regressions." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLflow reporting on failed jobs and model loading breakage in Transformers 4.46.2 are different issues." + "reason": "MLflow tracking issue is unrelated to model loading regression for Llama 3.2 Vision." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Same as above: generation kwargs syncing vs long-input OCR indexing are unrelated." + "reason": "Generation kwargs/sync_gpus bug is unrelated to Kosmos2.5 OCR index error." }, { "left": "issue:43723", - "right": "issue:44871", - "accept": false, - "reason": "Tokenizer loading in v5 versus an eos_token_id mismatch for Gemma-3 are different bugs." - }, - { - "left": "issue:44222", - "right": "issue:44484", - "accept": false, - "reason": "FP8 MoE save_pretrained and the default 50GB shard size are unrelated save_pretrained concerns." - }, - { - "left": "issue:44297", - "right": "issue:45310", + "right": "issue:44977", "accept": false, - "reason": "Tokenizer-class serialization and a Qwen3.5 MoE from_pretrained regression are different failure modes." + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation failure are different symptoms and code paths." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "A missing PyTorch dependency import error is unrelated to MLflow not reflecting failed training jobs." + "reason": "PyTorch import error is unrelated to MLflow job reporting after failure." }, { - "left": "issue:43873", - "right": "issue:44945", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to incorrect LLM output under pipeline parallelism." + "reason": "FP8 MoE save_pretrained bug is unrelated to max_shard_size behavior question." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Failed-job MLflow reporting and embedding reinitialization after resizing token embeddings are unrelated." + "reason": "Training-job reporting and token-embedding resize reinitialization are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "A torch.split return-value issue in an indexer is unrelated to meta-initialization incompatibility for old InternVL2 checkpoints." + "reason": "torch.split return-value issue in DSA indexer is unrelated to remote-code meta-initialization incompatibility." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "Both are DSA/indexer-related, but one is about split outputs and the other about a missing ReLU. Different concrete bugs." + "reason": "DSA indexer split behavior and missing ReLU are different implementation concerns." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "A chat/completions request handling issue and a Gemma4Processor missing `_tokenizer` attribute are unrelated." - }, - { - "left": "issue:44373", - "right": "issue:44485", - "accept": false, - "reason": "This is a docstring issue, while the other is a RoPE implementation bug. No shared fix." + "reason": "API request rejection at /v1/chat/completions is unrelated to Gemma4Processor missing _tokenizer." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "A batched chat-template crash and an auto_docstring AttributeError are unrelated." + "reason": "Batched apply_chat_template crash is unrelated to auto_docstring annotation parsing." }, { - "left": "issue:44295", - "right": "issue:44623", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "Buffer registration/readback and missing processor files are different save/load problems." + "reason": "Docstring mismatch for position_ids is unrelated to GLM-5 RoPE implementation behavior." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "Default config initialization for Phi-4 multimodal is unrelated to junk non-persistent buffers in v5.0.0." + "reason": "Position_ids buffer read error is not the same as missing processor save files." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Tokenizer loading regressions and an eos_token_id config mismatch are not the same bug." + "reason": "Tokenizer loading regression and eos_token_id config inconsistency are different bugs." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Meta-init incompatibility for old checkpoints and incorrect visual encoder keys in `save_pretrained` are distinct regressions." + "reason": "Remote-code meta-init incompatibility is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they are model-specific and not clearly the same underlying bug or code path." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "A missing `rms_norm_eps` in MLA q_a_layernorm causing precision error is unrelated to old InternVL2 meta-init incompatibility." + "reason": "MLA rms_norm_eps precision issue is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stall and SigLIP2 zero-probabilities are different model/runtime problems." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer loading failure and FastSpeech2ConformerTokenizer loading failure are separate model-specific issues." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor export and missing Qwen2_5_VLForConditionalGeneration export are distinct import problems." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config defaulting for multimodal vision/audio settings is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping bug and mdeberta add_special_tokens BOS/EOS regression are different tokenizer issues." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained failure." } ] }, @@ -11837,21 +11931,21 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 37, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:22355", - "issue:28282", + "issue:28218", + "issue:29127", "issue:30990", "issue:33357", - "issue:38175", "issue:39401", "issue:41628", "issue:42371", @@ -11861,17 +11955,16 @@ "issue:42907", "issue:42994", "issue:43066", + "issue:43116", "issue:43122", "issue:43232", "issue:43408", "issue:43475", - "issue:43479", "issue:43576", - "issue:43723", "issue:43756", "issue:43784", - "issue:43824", "issue:43937", + "issue:43976", "issue:44038", "issue:44060", "issue:44117", @@ -11879,302 +11972,314 @@ "issue:44263", "issue:44295", "issue:44297", + "issue:44360", "issue:44373", - "issue:44442", + "issue:44485", + "issue:44488", "issue:44514", - "issue:44568", + "issue:44521", + "issue:44625", "issue:44704", - "issue:44779", - "issue:44913", + "issue:44743", + "issue:44829", "issue:44945", - "issue:45245", + "issue:45200", "issue:45278", "issue:45290", - "issue:45310", "issue:45593", "issue:45600", "issue:45753" ], "soft_pairs": [ - "issue:30990|issue:38175", - "issue:41628|issue:43824", - "issue:43479|issue:44913", - "issue:39401|issue:44568", - "issue:22355|issue:28282", - "issue:42831|issue:45310", - "issue:44263|issue:44373", "issue:42886|issue:42994", - "issue:44945|issue:45753", + "issue:44263|issue:44373", + "issue:43756|issue:44060", "issue:42757|issue:45278", "issue:42831|issue:44038", + "issue:43232|issue:45593", "issue:43576|issue:43784", + "issue:42831|issue:45753", "issue:42886|issue:43066", - "issue:43232|issue:45593", + "issue:22355|issue:28218", "issue:42371|issue:44263", - "issue:43756|issue:44060", + "issue:43122|issue:44521", "issue:44117|issue:44704", "issue:30990|issue:33357", + "issue:43232|issue:44743", "issue:42907|issue:44945", + "issue:43976|issue:44945", "issue:44704|issue:45290", - "issue:43122|issue:44514", - "issue:44295|issue:44297", "issue:41628|issue:45278", - "issue:43723|issue:44779", - "issue:43723|issue:44442", + "issue:39401|issue:44488", + "issue:44295|issue:44297", "issue:43784|issue:45600", + "issue:43122|issue:44514", "issue:42907|issue:43937", - "issue:43232|issue:45245", + "issue:43408|issue:43475", "issue:44261|issue:44373", - "issue:43408|issue:43475" + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990" ], - "prepared_review_unit_hash": "c3ddf83cac4f5aa02788a580a1b214376fc0224cba0acff98899b032c2d11185", + "prepared_review_unit_hash": "078964e66a20dc5d992f43fbc5e7f2def0daac3096bc9d4c1d2ef07328a0b759", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35651, - "estimated_input_tokens": 8913, - "estimated_eval_tokens": 18082 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36540, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated closed issues that only share broad Transformers API/regression wording. The soft pairs are not close enough to be duplicates, so I would reject them all.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45278 is the best umbrella candidate because it broadly covers multiple import regressions after upgrading to v5.5.0 and is still open, making it the most natural central triage point among the listed issues.", + "summary": "The cluster is heterogeneous: it mixes unrelated tokenizer, import, multimodal, quantization, generation, and model-specific bugs. All soft edges should be rejected. If forced to choose a representative issue, 45278 is the broadest import-regression report, but it is only a loose umbrella fit.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella report in the cluster, covering the shared \"import errors after upgrade\" theme better than the narrower crash/failure reports; however, the cluster is still too mixed for a strong canonical match.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest representative issue for this cluster: it is broad, current, and framed as a generalized import-breakage report rather than a narrow model-specific symptom.", + "best_issue_reason": "Issue 45278 is the most general and representative of the repeated version-upgrade/import-regression pattern, making it the best available issue anchor for this noisy cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "Different failure modes: Sentence-Transformers loading hang vs zero-probabilities in SIGLIP2; no shared code-path implied." - }, - { - "left": "issue:41628", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but for different missing symbols/models (`AutoImageProcessor` vs `Qwen2_5_VLForConditionalGeneration`), so they are not the same bug." - }, - { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "One is config initialization with None for multimodal defaults; the other is a rotary_pct persistence/reload issue in GPTNeoXConfig." - }, - { - "left": "issue:39401", - "right": "issue:44568", - "accept": false, - "reason": "Tokenizer offset_mapping corruption and missing BOS/EOS insertion are distinct tokenizer behaviors and likely separate fixes." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "`transformers.onnx` missing module and PyTorch-not-found AutoModel import error are different dependency/import issues." - }, - { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8 accuracy concerns and a Qwen3.5-Moe from_pretrained error are unrelated at the code-path level." + "reason": "Offline tokenizer-cache failure vs quantized/dequantized model saving; different failure modes." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A torch.split return-value bug in GLM MoE indexing is not the same as a docstring correction for position_ids." - }, - { - "left": "issue:42886", - "right": "issue:42994", - "accept": false, - "reason": "Offline tokenizer cache loading failure and quantized model saving failure are separate subsystems." + "reason": "DSA indexer arithmetic bug vs docstring complaint; not the same underlying issue." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Pipeline-parallelism output corruption and Qwen3_5 infinite-loop behavior are different runtime bugs with no clear common fix." + "reason": "Smollm3 RoPE-layer mismatch vs Qwen3-Next tied-weights warning; different models and code paths." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "`is_offline_mode` import failure is a specific symbol-level breakage; 45278 is a broader umbrella of many import errors, not the same underlying bug." + "reason": "Specific `is_offline_mode` import error vs broad upgrade-time import failures; too general to be a duplicate." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Both mention model behavior regressions, but one is FP8 accuracy and the other is Qwen3-VL-Moe compatibility; not the same defect." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug; unrelated symptoms and subsystems." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs/sync bug vs D-FINE auxiliary-loss issue; unrelated functionality." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken `transformers env` CLI and a sentence-transformers import NameError are unrelated issues." + "reason": "`transformers env` command breakage vs sentence-transformers import NameError; different surfaces." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation vs Qwen3_5 image infinite loop; unrelated bugs." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and wrong tokenizer decoder type in v5 are different parts of the tokenizer stack." + "reason": "Offline cache loading problem vs tokenizer decoder-type mismatch in v5; distinct tokenizer regressions." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "Generation kwargs update after sync_gpus and D-FINE auxiliary loss handling are unrelated code paths." + "reason": "Missing `transformers.onnx` module vs added-space tokenizer behavior; not the same bug." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 settings warning and GLM MoE indexing bug do not describe the same problem." + "reason": "TF32 settings warning vs torch.split/indexer issue; unrelated." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning are model-specific configuration issues, not duplicates." + "reason": "Version-to-version tokenization differences vs multimodal assistant-mask bug; different code paths." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None and AutoProcessor not passing kwargs to cached_file are different loader bugs." + "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor kwargs passthrough; different API layers." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "A loading hang in Sentence Transformers and a MacOS bus error with a CLIP model are different symptoms and likely different root causes." + "reason": "Loading hang vs MacOS bus error; both are runtime failures but not the same underlying cause." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are separate functionality failures." + "reason": "Generation kwargs update bug vs recurrent-state reset in modular qwen3_5; different issues." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "AutoProcessor kwargs propagation and chat template crashes on tool-call assistant messages are unrelated." + "reason": "Quantized-save failure vs incorrect pipeline-parallel output; unrelated." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Tokenization drift across versions and batched chat-template crash with padding=False are different tokenizer/processor bugs." + "reason": "Python support/version issue vs pipeline-parallel output corruption; not a duplicate." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Reading a buffer-registered position_ids tensor and saving tokenizer_class mismatch are separate save/load issues." + "reason": "AutoProcessor kwargs forwarding vs chat-template crash with tool calls; different failure paths." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "`AutoImageProcessor` import failure is a specific missing export, while 45278 is a broad report of multiple import errors; not the same concrete bug." + "reason": "Single `AutoImageProcessor` import error vs broad many-import-errors report; only a loose thematic overlap." }, { - "left": "issue:43723", - "right": "issue:44779", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "AutoTokenizer loading failure in v5 and Deepseek tokenizer output regressions are both tokenizer-related but not the same failure mode." + "reason": "Qwen3 offset-mapping bug vs model load failure for `cjvt/sleng-bert`; unrelated tokenizer/model problems." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "AutoTokenizer load failure for FastSpeech2ConformerTokenizer and a specific tokenizer class loading issue are distinct incompatibilities." + "reason": "`position_ids` buffer access error vs tokenizer_class mismatch on save; separate serialization/runtime bugs." }, { "left": "issue:43784", "right": "issue:45600", "accept": false, - "reason": "Importing sentence-transformers with NameError and broken auto_mappings references to removed Sam3LiteText configs are unrelated import-time problems." + "reason": "Import NameError in sentence-transformers vs CI break from removed Sam3LiteText configs; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenization differences across versions vs batched chat_template crash with padding=False; different tokenizer paths." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Quantized model save failure and GLM-5 GenerationConfig validation are different bug classes." + "reason": "Quantized model save failure vs invalid GenerationConfig; unrelated." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Generation-state update bug and category-count limit runtime error are not the same underlying defect." + "reason": "Model-type mismatch warning vs missing attribute on SAM 3 video output; related family, but different concrete bug." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "A missing rms_norm_eps precision issue and a docstring error for position_ids are not duplicates." + "reason": "MLA q_a_layernorm precision issue vs docstring issue; not the same bug." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Wrong model type warning on sam3_tracker instantiation and missing fpn_position_embeddings attribute are separate SAM 3 video issues." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 2, - "component_count": 16, - "review_unit_index": 38, - "review_unit_count": 46, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "reason": "Missing ReLU in DSA indexer vs GLM-5 RoPE implementation discussion; different models/code paths." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 offset-mapping bug vs multimodal assistant-mask bug; different tokenizer behaviors." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs flash-attention-3 degenerate training; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting; different issues." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs sentence-transformers loading hang; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:22355", - "issue:28218", "issue:29127", - "issue:30990", + "issue:33453", "issue:36296", + "issue:38617", "issue:39401", "issue:42222", "issue:42371", + "issue:42673", "issue:42757", - "issue:42831", "issue:42907", + "issue:43064", "issue:43066", "issue:43116", "issue:43122", + "issue:43278", "issue:43441", "issue:43452", "issue:43493", + "issue:43673", "issue:43784", "issue:43824", "issue:43825", @@ -12188,571 +12293,590 @@ "issue:44295", "issue:44297", "issue:44351", - "issue:44360", "issue:44485", - "issue:44488", - "issue:44521", - "issue:44625", "issue:44704", "issue:44779", - "issue:44829", "issue:44936", + "issue:44945", "issue:44964", "issue:44977", + "issue:45072", "issue:45083", - "issue:45200", "issue:45216", + "issue:45278", "issue:45446", "issue:45478", + "issue:45563", "issue:45753" ], "soft_pairs": [ - "issue:44360|issue:44485", - "issue:43122|issue:44521", - "issue:44625|issue:44829", - "issue:43116|issue:45200", - "issue:29127|issue:30990", - "issue:42907|issue:44964", "issue:43122|issue:44779", + "issue:42907|issue:44964", "issue:44038|issue:44297", - "issue:42907|issue:43452", - "issue:39401|issue:44488", - "issue:43824|issue:44351", "issue:44038|issue:44295", + "issue:42907|issue:43452", "issue:36296|issue:43116", + "issue:43824|issue:44351", "issue:44038|issue:44222", - "issue:39401|issue:44521", "issue:42757|issue:44351", "issue:45216|issue:45478", "issue:43066|issue:44779", - "issue:22355|issue:28218", - "issue:42907|issue:44222", + "issue:43278|issue:44945", + "issue:43493|issue:45753", "issue:43122|issue:44977", + "issue:42907|issue:44222", "issue:43784|issue:45446", "issue:43992|issue:44704", + "issue:38617|issue:45278", + "issue:42673|issue:45072", "issue:43937|issue:44485", + "issue:22355|issue:29127", "issue:42222|issue:43441", + "issue:43064|issue:43673", "issue:42371|issue:43874", "issue:43976|issue:45446", - "issue:43493|issue:45753", + "issue:43116|issue:43493", "issue:44075|issue:44936", - "issue:42831|issue:45753", - "issue:43116|issue:43825", "issue:44038|issue:45478", + "issue:43116|issue:43825", "issue:44222|issue:45478", - "issue:43116|issue:43493", - "issue:45083|issue:45446" + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:33453|issue:39401" ], - "prepared_review_unit_hash": "f879cba6393c0337c1dcfc504b973f9cbae1e5ed555e3051064f93d518abccdb", + "prepared_review_unit_hash": "940067983cef60e7a999e1f4a70cf0a5c3c3f2f169ed066e735ca6eb4d4b4a2c", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37088, - "estimated_input_tokens": 9272, - "estimated_eval_tokens": 18800 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37380, + "estimated_input_tokens": 9345, + "estimated_eval_tokens": 18946 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue cluster. I only see two plausible duplicate families: tokenizer regressions around v5, and Qwen3.5 save/load regressions around 5.4.0. The rest of the soft pairs point to different subsystems or different failure modes and should stay separate.", - "confidence": 0.66, - "canonical_issue_reason": "issue:43122 is the best anchor for the clearest duplicate family: a broad tokenizer regression between v4.57.3 and v5.0, and it can plausibly subsume the Deepseek tokenizer regression in the accepted pair.", + "summary": "This cluster is mostly a mix of unrelated Transformers v5 regressions, import errors, tokenizer issues, and model-specific bugs. The soft pairs share broad subsystem/version themes, but none look like the same concrete defect. If an anchor is needed, issue 45278 is the broadest umbrella for the import/regression family.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-style report here (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d), so it is the best anchor for the cluster even though the others are not true duplicates of it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the strongest overall issue to keep as the representative anchor because it is open, user-facing, and describes a broad v5 tokenizer regression with a clear version comparison.", + "best_issue_reason": "issue:45278 best represents the shared v5 regression/import-breakage theme and is the most likely place to consolidate follow-up links.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44360", - "right": "issue:44485", - "accept": false, - "reason": "Different topics: DSA indexer/ReLU discussion vs GLM-5 RoPE implementation." - }, { "left": "issue:43122", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer regression vs multimodal assistant-mask bug; different code paths." - }, - { - "left": "issue:44625", - "right": "issue:44829", - "accept": false, - "reason": "Qwen3.5 num_labels propagation is unrelated to flash_attention_3 training degeneration." - }, - { - "left": "issue:43116", - "right": "issue:45200", - "accept": false, - "reason": "Example-script multi-label output issue vs Gemma 4 mm_token_type_ids defaulting." - }, - { - "left": "issue:29127", - "right": "issue:30990", + "right": "issue:44779", "accept": false, - "reason": "LayoutLMv3 error-message clarity and sentence-transformers loading are unrelated." + "reason": "Both are tokenizer regressions in v5, but they involve different models and different failure modes; not the same bug." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Different bugs: dequantized save_pretrained failure vs model loading failure for Phi-4 multimodal." + "reason": "One is save_pretrained for dequantized Ministral/Devstral models, the other is loading Phi-4 multimodal; different code paths and symptoms." }, { - "left": "issue:43122", - "right": "issue:44779", - "accept": true, - "reason": "Both describe a v5 tokenizer regression relative to v4 behavior; Deepseek looks like a specific instance of the same changed tokenization path." + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe breakage vs tokenizer_config save mismatch; only loosely related by serialization, not the same defect." }, { "left": "issue:44038", - "right": "issue:44297", + "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe failure vs tokenizer_config save_pretrained class mismatch; not the same bug." + "reason": "Different bugs: model loading/runtime issue vs reading a registered position_ids buffer." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Quantized save_pretrained failure and gguf_file from_pretrained breakage are different serialization/loading paths." + "reason": "Save/dequantization failure and gguf_file load failures are distinct problems." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Wrong offset_mapping for Qwen3 tokenizer is unrelated to loading cjvt/sleng-bert." + "reason": "Tensor-parallel training bug and example-script multi-label classification issue are unrelated." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Different missing imports for different symbols; not the same underlying issue." - }, - { - "left": "issue:44038", - "right": "issue:44295", - "accept": false, - "reason": "Qwen3-VL-Moe issue vs position_ids buffer read error; separate problems." - }, - { - "left": "issue:36296", - "right": "issue:43116", - "accept": false, - "reason": "Tensor-parallel training bug vs example-script multi-label classification bug." + "reason": "Both are import errors, but for different missing symbols and likely different root causes." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention MoE/FP8 contexts, but the concrete failures are different and not mergeable into one fix." - }, - { - "left": "issue:39401", - "right": "issue:44521", - "accept": false, - "reason": "Tokenizer offset_mapping regression is different from multimodal assistant_mask generation." + "reason": "Different Qwen/Moe-related issues: one is loading/model support, the other is FP8 save_pretrained behavior." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Import errors from different packages/symbols; unrelated." + "reason": "Both are import errors, but one is from huggingface_hub and the other is a transformers symbol; not the same bug." }, { "left": "issue:45216", "right": "issue:45478", - "accept": true, - "reason": "Both are Qwen3.5 save/load regressions around 5.4.0, and the save_pretrained corruption plausibly explains the from_pretrained failure." + "accept": false, + "reason": "Both mention Qwen3.5 and save/load regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type is a different tokenizer bug than general incorrect tokenization output." + "reason": "Both concern tokenizer behavior in v5, but one is decoder type selection and the other is incorrect tokenization outputs; not the same concrete issue." }, { - "left": "issue:22355", - "right": "issue:28218", + "left": "issue:43278", + "right": "issue:44945", "accept": false, - "reason": "Missing transformers.onnx module and extra-space-after-added-token are unrelated." + "reason": "Embedding dtype drift in eval and incorrect pipeline-parallel output are different training/inference bugs." }, { - "left": "issue:42907", - "right": "issue:44222", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Both involve save_pretrained, but one is dequantized Ministral/Devstral and the other is FP8 MoE; different bugs." + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop behavior are unrelated model-specific bugs." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer regression vs Qwen3.5 flash-attention generation failure; different failure modes." + "reason": "Tokenization regression vs flash-attention generation failure; too different to merge." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Save/dequantization failure and FP8 save_pretrained bug affect different models and mechanisms." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import NameError and flex_attention PyTorch version check are unrelated." + "reason": "Importing sentence-transformers with transformers vs a PyTorch version check in flex_attention are unrelated import/runtime issues." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embed_tokens.weight in UMT5Encoder is unrelated to AutoProcessor kwargs forwarding." + "reason": "Missing embed_tokens.weight during from_pretrained and cached_file kwargs propagation are different loader bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is an umbrella report about many import errors, but 38617 is one specific missing import; not enough evidence they are the same defect." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-dataloader threads and bfloat16 dtype mismatches are unrelated." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GenerationConfig invalid for GLM-5 is unrelated to GLM-5 RoPE implementation." + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation discussion are not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure for transformers.onnx and a LayoutLMv3 error-message clarification request are unrelated." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Broken vitpose models and Ministral-3 flash-attention failure are unrelated." + "reason": "VitPose model breakage and Ministral-3 flash-attention failure are different model-specific regressions." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT and missing GenerationMixin cache during chunked_prefill are distinct training vs generation bugs." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and missing get_number_of_image_patches are different issues." + "reason": "TF32 API guidance and a missing image-patch helper are unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility complaint vs incorrect PyTorch version check; not the same bug." + "reason": "Python version compatibility issue and a flex_attention import check bug are different problems." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "SigLIP2 implementation discrepancy and Qwen3_5 image-specific infinite loop are unrelated." + "reason": "Example-script multi-label classification failure and SigLIP2 implementation mismatch are unrelated." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer SGD args not used vs trainer.evaluate() after train() are different trainer/optimizer bugs." + "reason": "Unused SGD args and trainer.evaluate() failing after trainer.train() are different training bugs." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "FineGrainedFP8 accuracy issue is unrelated to the Qwen3_5 image infinite-loop bug." + "reason": "Both mention Qwen/Moe and from_pretrained, but they target different model variants and likely different failure points." }, { - "left": "issue:43116", - "right": "issue:43825", + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for moe models and Qwen3.5 from_pretrained loading error are not the same code-path problem." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extract length helper issue and a version-check import bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is Qwen3 offset mapping and the other is Deepseek tokenization output; different bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", "accept": false, - "reason": "Example-script multi-label output bug vs pipeline translation-task error-message issue are unrelated." + "reason": "Regression in tokenizer loading and Qwen3 wrong offset_mapping are related only at a high level; not the same concrete issue." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The two accepted soft pairs are the only ones that look plausibly mergeable into a single bugfix family, while the rejected pairs are described at a sufficiently high level and do not overclaim shared root cause. The summary also avoids overstating the cluster cohesion beyond the two noted families." - }, - "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 }, { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 39, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ - "issue:22355", - "issue:29127", - "issue:33453", "issue:38617", "issue:39401", "issue:41628", "issue:42175", "issue:42222", + "issue:42371", + "issue:42617", "issue:42673", + "issue:42831", "issue:43012", - "issue:43064", "issue:43066", "issue:43122", - "issue:43381", "issue:43408", "issue:43421", "issue:43450", "issue:43577", + "issue:43582", "issue:43673", "issue:43742", "issue:43827", + "issue:43906", "issue:43937", "issue:43986", "issue:44075", "issue:44117", + "issue:44220", + "issue:44261", "issue:44291", "issue:44410", "issue:44483", "issue:44484", "issue:44496", - "issue:44779", "issue:44829", - "issue:44945", - "issue:44964", + "issue:44933", "issue:44977", "issue:45071", - "issue:45072", "issue:45081", "issue:45216", "issue:45278", "issue:45310", + "issue:45341", "issue:45405", "issue:45446", "issue:45464", "issue:45542", - "issue:45563", + "issue:45561", "issue:45588", "issue:45656" ], "soft_pairs": [ - "issue:43064|issue:43673", - "issue:43937|issue:45563", - "issue:38617|issue:45278", - "issue:39401|issue:44779", - "issue:33453|issue:39401", - "issue:22355|issue:29127", "issue:44117|issue:45588", "issue:43827|issue:45446", - "issue:43381|issue:44945", "issue:43937|issue:44977", + "issue:42673|issue:43906", "issue:45405|issue:45446", + "issue:44291|issue:45071", "issue:43450|issue:43986", - "issue:42673|issue:45072", + "issue:45341|issue:45561", "issue:44117|issue:45081", "issue:38617|issue:41628", "issue:39401|issue:43421", "issue:44410|issue:45310", "issue:44829|issue:45216", - "issue:44291|issue:45071", + "issue:42673|issue:43582", "issue:44484|issue:45310", - "issue:42222|issue:45542", + "issue:42371|issue:44261", "issue:43408|issue:43742", - "issue:43937|issue:44496", + "issue:42222|issue:45542", + "issue:44933|issue:45278", + "issue:42617|issue:45341", + "issue:42673|issue:43577", "issue:42175|issue:42222", + "issue:43937|issue:44496", + "issue:38617|issue:44220", "issue:44075|issue:45656", "issue:44483|issue:45464", - "issue:44964|issue:45278", + "issue:42371|issue:42831", + "issue:43066|issue:43122", "issue:43012|issue:43577", - "issue:43066|issue:43122" + "issue:43673|issue:45341" ], - "prepared_review_unit_hash": "50d2aa60e5186173bb384f0093ea0b3f19bd4cc63a9888402710b72884edf344", + "prepared_review_unit_hash": "3c3b8861ebae699f4b447ff816455bd01e381a99f58712966bb5589f15370e4c", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36331, - "estimated_input_tokens": 9083, - "estimated_eval_tokens": 18422 + "soft_pair_count": 30, + "serialized_chars": 36485, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers bug reports; the only plausible umbrella issue is the broad import-regression report after upgrading to v5.5.0.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45278 is the broadest and most recent umbrella report, describing multiple import errors after upgrading to 5.5.0.", + "summary": "This cluster is heterogeneous: import/API regressions, tokenizer bugs, model-loading issues, flash-attention problems, and testing-utils failures. None of the soft pairs look like the same underlying bug/change, so they should stay separate; the broadest issue is only useful as an umbrella reference.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it explicitly covers multiple import failures after upgrading to v5.5.0, which is the closest match to the cluster\u2019s import/API regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global dedupe target because it is open, broadly scoped, and likely to attract related import-regression reports.", + "best_issue_reason": "issue:45278 best represents the cluster because it is the most general, latest, and user-facing issue about widespread breakage after a version bump, with room to subsume several import-related reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43064", - "right": "issue:43673", - "accept": false, - "reason": "Different subsystems and failure modes: optimizer state placement vs generation cache handling." - }, - { - "left": "issue:43937", - "right": "issue:45563", - "accept": false, - "reason": "Unrelated bugs: invalid GenerationConfig vs a stale warning about num_return_sequences." - }, - { - "left": "issue:38617", - "right": "issue:45278", - "accept": false, - "reason": "Both are import-related, but one is a specific missing symbol while the other is a broad upgrade report; not clearly the same concrete bug." - }, - { - "left": "issue:39401", - "right": "issue:44779", - "accept": false, - "reason": "Different model/tokenizer regressions with distinct symptoms and code paths." - }, - { - "left": "issue:33453", - "right": "issue:39401", - "accept": false, - "reason": "Both mention tokenizer issues, but loading regressions and offset_mapping bugs are not the same defect." - }, - { - "left": "issue:22355", - "right": "issue:29127", - "accept": false, - "reason": "Completely different areas: ONNX import failure vs LayoutLMv3 error-message clarity." - }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer-mapping fallback bug and flash-attention crash are unrelated." + "reason": "Both are runtime failures, but one is a tokenizer-mapping assumption bug and the other is a flash-attention crash on s_aux=None; different code paths and fixes." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs cleanup for removed pipelines is unrelated to a flex_attention version-check bug." + "reason": "Docs still referencing pipeline() and a flex_attention import version-check bug are unrelated changes in different subsystems." }, { - "left": "issue:43381", - "right": "issue:44945", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and pipeline-parallel output corruption are different problems." + "reason": "GLM-5 invalid GenerationConfig and Qwen3.5 flash-attention generation failure are distinct model/config issues, not the same bug." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Different models and failures: GLM generation config validation vs Qwen3.5 flash-attention generation issues." + "reason": "A VRAM leak in Qwen3ForCausalLM threads and an isolated reproduction of a different issue are not the same underlying defect." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "PEFT version pinning and PyTorch version gating for AuxRequest are unrelated." + "reason": "A PEFT version pin problem and a flex_attention PyTorch version check are unrelated dependency/version issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights and PreTrainedConfig type checking are separate v5 compatibility regressions." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video output shape bug is not the same as an AutoProcessor crash without torchvision." + "reason": "Video batch shape handling and a torchvision-missing crash in AutoProcessor affect different APIs and failure modes." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "VRAM leak in multi-threaded inference and bfloat16 dtype mismatches are different bugs." + "reason": "A testing_utils bug and an xdist race on captured_info.txt are related only by test infrastructure, not the same bug." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES returning None is unrelated to the Mistral regex patch crash." + "reason": "TOKENIZER_MAPPING_NAMES returning None and _patch_mistral_regex assuming backend_tokenizer are different tokenizer-layer bugs." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing APIs and likely different regressions." + "reason": "Both are import errors, but they involve different missing symbols ('layer_type_validation' vs AutoImageProcessor) and different modules." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Offset mapping correctness and runtime post-processor updates are distinct tokenizer behaviors." + "reason": "Qwen3 offset_mapping correctness and runtime post-processor updates for special tokens are distinct tokenizer behaviors." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Layer projection wiring in qwen3next is not the same as Qwen3.5 MoE loading failure." + "reason": "Missing projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained loading error are not the same code-path problem." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Degenerate training with flash_attention_3 and incorrect saved checkpoints are different failure modes." + "reason": "flash_attention_3 causing degenerate training and Qwen3.5 save_pretrained regression are separate flash-attn vs serialization issues." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:42673", + "right": "issue:43582", "accept": false, - "reason": "init_empty_weights argument handling and PretrainedConfig type checking are separate v5 regressions." + "reason": "A GPU VRAM leak and an Apple Silicon caching_allocator_warmup TypeError are unrelated runtime bugs." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "save_pretrained shard-size behavior is unrelated to the Qwen3.5 MoE from_pretrained error." + "reason": "Chat/completions request rejection in v5.3 and Qwen3.5 MoE from_pretrained failure are different API layers and symptoms." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "VitPose model breakage and missing TensorFlow backend due to tensorboard-only install are unrelated." + "reason": "TF32 configuration behavior and MLA q_a_layernorm epsilon precision are separate numerical/config issues." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A model-type warning for sam3 and a MobileLLM loading key error are different issues." + "reason": "A model-type mismatch warning for sam3_video/sam3_tracker and a key error when loading MobileLLM-125M are different loading problems." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Broken vitpose models and a TensorFlow backend/import packaging issue are unrelated subsystems." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing import from image_utils and a broad 'many import errors after update' report overlap thematically, but not enough to be the same concrete bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Failure to run 3d_parallel.py and a small testing_utils bug are not the same underlying issue." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leakage in threaded Qwen3 usage and Blip2 dtype fields staying float32 are completely different problems." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Missing TensorFlow backend when installing torch extras and broken vitpose models are separate package/backend and model issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "An invalid GenerationConfig and an unrecognized model/config.json problem are different model-loading failures." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "Wrong SGD argument usage is not the same as deepspeed calling optimizer.step twice." + "reason": "SGD arguments not being used and optimizer.step() being called twice under deepspeed are different optimizer bugs." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both hit chat/completions, but one is a general API rejection and the other is a streaming-inference failure for a specific model." + "reason": "A v5.3 chat/completions compatibility failure and Qwen3.5 streaming inference breakage are not the same request path." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy loss are distinct numerical-behavior issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", "accept": false, - "reason": "Model loading failure for Phi-4 multimodal is not the same as broad import errors after upgrading." + "reason": "Wrong tokenizer decoder type in v5 and changed tokenization output between versions are related to tokenizers, but they describe different defects and fixes." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A compiler warning about bfloat16 precision is not the same as model dtype fields remaining float32 on load." + "reason": "A bfloat16 PyTorch warning during compilation and Blip2 dtype staying float32 are different dtype-handling issues." }, { - "left": "issue:43066", - "right": "issue:43122", + "left": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Tokenizer decoder-type mismatch and changed tokenization output are related at a high level but not clearly the same concrete bug." + "reason": "Generation cache missing during chunked_prefill and a testing_utils bug are unrelated code paths." } ] }, @@ -12766,39 +12890,41 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 40, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:38617", "issue:41628", "issue:42222", - "issue:42371", - "issue:42673", "issue:42757", - "issue:42831", "issue:43012", "issue:43064", + "issue:43066", "issue:43097", "issue:43335", "issue:43408", "issue:43441", "issue:43452", + "issue:43502", + "issue:43531", + "issue:43824", + "issue:43873", "issue:43874", "issue:43906", "issue:43931", "issue:43976", "issue:43986", + "issue:43992", "issue:44038", "issue:44062", "issue:44117", - "issue:44220", "issue:44261", "issue:44263", "issue:44315", @@ -12810,15 +12936,13 @@ "issue:44493", "issue:44704", "issue:44829", - "issue:44945", - "issue:44964", - "issue:44977", "issue:44987", + "issue:45003", "issue:45071", "issue:45103", - "issue:45200", "issue:45245", "issue:45341", + "issue:45372", "issue:45375", "issue:45459", "issue:45478", @@ -12826,8 +12950,6 @@ "issue:45588" ], "soft_pairs": [ - "issue:42371|issue:44261", - "issue:38617|issue:44220", "issue:44410|issue:45478", "issue:44484|issue:45478", "issue:43874|issue:44261", @@ -12835,285 +12957,276 @@ "issue:44263|issue:44485", "issue:42222|issue:45459", "issue:43012|issue:43408", - "issue:43441|issue:44829", "issue:41628|issue:45071", - "issue:42673|issue:44977", + "issue:43441|issue:44829", "issue:45071|issue:45542", - "issue:42371|issue:42831", - "issue:42673|issue:43906", - "issue:43931|issue:44038", + "issue:43931|issue:44410", + "issue:45003|issue:45341", "issue:44117|issue:44987", + "issue:43931|issue:44038", "issue:43097|issue:43452", "issue:43335|issue:45071", - "issue:43976|issue:44945", + "issue:43986|issue:45341", "issue:43408|issue:44368", "issue:43986|issue:44484", "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:43531|issue:45341", "issue:44829|issue:45245", + "issue:43986|issue:45372", "issue:38617|issue:42757", + "issue:44261|issue:44485", "issue:43064|issue:44315", "issue:44410|issue:45375", "issue:38617|issue:44351", - "issue:43097|issue:45588", "issue:44062|issue:44117", - "issue:42673|issue:45200", + "issue:43097|issue:45588", "issue:44038|issue:44410", - "issue:44964|issue:45071", "issue:44704|issue:45103", - "issue:44261|issue:44485", - "issue:43931|issue:44410", - "issue:44964|issue:45341" + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:43066|issue:43906" ], - "prepared_review_unit_hash": "110c070d644d40a58a8cd8e90ed5b92f5d5f702c2843e47158133970386f4cef", + "prepared_review_unit_hash": "79cc97d8bdb92d87bc4f854fbefd7b81317b3037e1248b2a0ee82c7db64f5d01", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38745, - "estimated_input_tokens": 9687, - "estimated_eval_tokens": 19630 + "soft_pair_count": 38, + "serialized_chars": 39089, + "estimated_input_tokens": 9773, + "estimated_eval_tokens": 19802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are separate Transformers regressions, import errors, or model-specific bugs rather than duplicates. I would keep one broad API-regression issue as the cluster anchor, but I do not see any soft-edge pair that should be merged as the same underlying defect.", - "confidence": 0.29, - "canonical_issue_reason": "issue:43097 is the broadest, most central regression-style report in this set and has downstream references; it is the best anchor if one issue must represent the cluster.", + "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions, import errors, and model-specific loading bugs. The only clear pattern is broad v5 breakage, but the individual issues are not duplicates of one another.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43097 is the broadest user-facing regression in the set and best captures the v5 breakage theme; it is more representative than the narrower model- or component-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the most generally phrased user-facing breakage report and the strongest candidate to keep as the representative issue for triage.", + "best_issue_reason": "issue:43097 is a strong global representative because it describes an explicit v5 API/behavior regression affecting downstream code broadly.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42371", - "right": "issue:44261", - "accept": false, - "reason": "TF32 API-setting guidance vs a multimodal precision bug in MLA layernorm; different symptoms and code paths." - }, - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "Different import failure and audio feature extraction bug; no shared underlying defect." - }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Separate Qwen-family model issues: missing projections vs from_pretrained loading error." + "reason": "Both involve Qwen/GLM-style model issues, but one is missing projections in qwen3next while the other is a Qwen3.5-MoE from_pretrained failure; different code paths and symptoms." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Shard-size question is unrelated to the Qwen3.5 MoE loading failure." + "reason": "Unrelated problems: save_pretrained shard sizing versus Qwen3.5-MoE loading failure." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Image processor missing method vs MLA precision/config issue; unrelated subsystems." + "reason": "Different model families and bugs: missing image-processor method versus MLA rms_norm_eps precision/config issue." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Embedding-tying regression is unrelated to unexpected position-id keys." + "reason": "Both are broad v5 complaints, but one is a removed config flag and the other is unexpected position-id keys; not the same underlying bug." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "GLM indexer split behavior and GLM-5 RoPE implementation are different bugs." + "reason": "Same GLM naming, but one is a torch.split/indexer bug and the other is a RoPE implementation discussion; not one fixable issue." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "VitPose breakage vs tokenizer protobuf-error masking; different failure modes and fixes." + "reason": "Different subsystems: vitpose model breakage versus tokenizer protobuf error masking." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "bfloat16 precision warning and SAM3 model-type warning are distinct issues." - }, - { - "left": "issue:43441", - "right": "issue:44829", - "accept": false, - "reason": "Both involve flash attention, but different models and outcomes: load failure vs degenerate training." + "reason": "Both are warning-type reports, but one is bfloat16 precision warnings and the other is a SAM3 model-type mismatch warning." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "Missing AutoImageProcessor import and PretrainedConfig type-checking regression are unrelated." + "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type-checking breakage." }, { - "left": "issue:42673", - "right": "issue:44977", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "VRAM leak in multi-threaded loading vs flash-attention generation issue; different code paths." + "reason": "Both mention flash attention, but one is a model-specific Ministral-3 compatibility failure and the other is training degradation in sequence classification." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type checking regression is unrelated to TensorFlow backend detection when only tensorboard is installed." + "reason": "Type-checking regression is unrelated to the tensorboard-without-TF backend issue." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "TF32 configuration warning is unrelated to FineGrainedFP8 accuracy problems." + "reason": "Both are Qwen model-loading issues, but one is a weight-shape mismatch and the other is missing projections in a different model family." }, { - "left": "issue:42673", - "right": "issue:43906", + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "VRAM leak report is not the same as the isolated reproduction of a different referenced issue." + "reason": "Unsafe sys.modules access and a testing_utils bug are separate code paths with no shared underlying defect." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:44117", + "right": "issue:44987", "accept": false, - "reason": "Model weight-shape mismatch and Qwen3-VL-Moe loading issue are distinct model-loading problems." + "reason": "Tokenizer mapping None and a physical-intelligence/fast loading failure are not shown to be the same bug." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "Tokenizer mapping None bug and a specific model load failure are not the same defect." + "reason": "Both involve Qwen3-VL, but one is a weight mismatch and the other is a Qwen3-VL-Moe compatibility issue; too different to merge." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Embedding-tie API removal and gguf_file loading breakage are separate regressions." + "reason": "Config flag removal versus gguf_file loading breakage are distinct failures." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer bug is unrelated to PretrainedConfig type checking." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Python-version support issue and pipeline-parallelism output corruption are different problems." + "reason": "Video-model torchvision dependency crash and a testing_utils bug do not share a concrete code-path problem." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "SAM3 config warning and Qwen3.5 LoRA tie-word-embeddings warning are unrelated warnings." + "reason": "SAM3 tracker warning and Qwen3.5 tie_word_embeddings warning are unrelated model-specific warnings." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor/torchvision crash and save_pretrained shard-size behavior are unrelated." + "reason": "Missing torchvision and shard-size behavior are unrelated." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Missing image-patch method and torch.split return-value issue affect different model components." + "reason": "Different GLM issues: image-processor capability bug versus torch.split return handling." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version compatibility and config type checking are separate concerns." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and testing_utils bug are unrelated." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "FlashAttention training degeneration is unrelated to categorical-cardinality RuntimeError." + "reason": "FlashAttention-3 training regression and categorical feature cardinality limit are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video-model torchvision crash and ReasoningEffort import failure affect different loading paths and dependencies." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Two separate import errors from different modules and symbols; not the same missing API." + "reason": "Both are import errors, but they are for different missing symbols from different packages and are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm eps handling and GLM-5 RoPE implementation are separate model issues." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2 optimizer-state corruption and Liger Kernel not applied with model_init are different training-path bugs." + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing Qwen3Next projections and missing deepstack_visual_indexes field are unrelated config/model-definition issues." + "reason": "Missing qwen3next projections and missing deepstack_visual_indexes are different config/model bugs." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing exports from transformers; no evidence they share one underlying breakage." - }, - { - "left": "issue:43097", - "right": "issue:45588", - "accept": false, - "reason": "Embedding tying regression is unrelated to flash_attention.py crashing on sink-less models." + "reason": "These are different missing imports from different APIs; same symptom, not the same underlying issue." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken argument collision and tokenizer mapping None are separate tokenizer bugs." + "reason": "Tokenizer AddedToken argument collision and TOKENIZER_MAPPING_NAMES returning None are separate tokenizer code-path failures." }, { - "left": "issue:42673", - "right": "issue:45200", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "VRAM leak in dataloader threads is unrelated to mm_token_type_ids defaults for text-only fine-tuning." + "reason": "A v5 config removal is unrelated to quantization offloading behavior." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen-family model failures: Qwen3-VL-Moe load issue vs Qwen3Next missing projections." - }, - { - "left": "issue:44964", - "right": "issue:45071", - "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to PretrainedConfig type checking." + "reason": "Qwen3-VL-Moe compatibility and qwen3next missing projections are different model-specific failures." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "cached_file kwargs forwarding bug and auto-docstring annotations crash are separate utilities issues." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "MLA rms_norm_eps precision bug and GLM-5 RoPE implementation issue are not the same code-path problem." + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are separate utility-layer bugs." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3Next missing attention projections are different model regressions." + "reason": "Local-files-only network leakage and UMT5Encoder missing embed_tokens.weight are unrelated loading issues." }, { - "left": "issue:44964", - "right": "issue:45341", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Model loading failure and a testing_utils bug are unrelated." + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not enough to establish the same concrete bug." } ] }, @@ -13127,19 +13240,19 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 41, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ + "issue:36010", "issue:36683", "issue:38617", - "issue:42617", "issue:42757", "issue:42886", "issue:42907", @@ -13150,635 +13263,663 @@ "issue:43097", "issue:43208", "issue:43299", + "issue:43352", "issue:43381", "issue:43475", "issue:43502", "issue:43526", "issue:43550", + "issue:43582", "issue:43618", + "issue:43756", "issue:43761", "issue:43824", "issue:43825", "issue:43867", - "issue:43873", "issue:43901", - "issue:43906", - "issue:43986", + "issue:43937", + "issue:43976", "issue:43992", "issue:44038", - "issue:44117", + "issue:44077", + "issue:44220", "issue:44230", "issue:44368", "issue:44380", "issue:44483", "issue:44484", + "issue:44485", "issue:44514", "issue:44655", "issue:44683", + "issue:44938", "issue:45216", "issue:45290", - "issue:45341", - "issue:45372", "issue:45381", - "issue:45561", - "issue:45588", - "issue:45753", - "issue:45859" + "issue:45479", + "issue:45753" ], "soft_pairs": [ - "issue:43502|issue:43992", - "issue:45341|issue:45859", - "issue:43986|issue:44117", - "issue:43097|issue:43873", - "issue:43066|issue:43906", - "issue:43986|issue:45290", - "issue:45341|issue:45561", - "issue:43986|issue:45372", "issue:43097|issue:43901", - "issue:42617|issue:45341", - "issue:43986|issue:45341", "issue:43825|issue:44655", - "issue:45341|issue:45588", "issue:43992|issue:44484", - "issue:43012|issue:43550", + "issue:43352|issue:44380", "issue:43208|issue:43550", + "issue:43012|issue:43550", "issue:43012|issue:44368", "issue:42886|issue:43381", "issue:42907|issue:45753", "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", "issue:43208|issue:43526", + "issue:36683|issue:43582", "issue:44483|issue:44514", "issue:43012|issue:44683", + "issue:43618|issue:44380", + "issue:43618|issue:43761", "issue:42757|issue:43824", "issue:38617|issue:43502", - "issue:44483|issue:45290", "issue:44038|issue:44230", - "issue:43618|issue:43761", - "issue:43064|issue:44380", + "issue:43756|issue:44485", + "issue:44483|issue:45290", "issue:43299|issue:43867", "issue:44483|issue:45381", + "issue:43299|issue:45753", "issue:43901|issue:44655", "issue:36683|issue:43475", + "issue:42994|issue:44655", "issue:43867|issue:45216", - "issue:42994|issue:44655" + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:43066|issue:45381", + "issue:36683|issue:44077", + "issue:44220|issue:44655", + "issue:43976|issue:44938" ], - "prepared_review_unit_hash": "16cc998b10556187579de00a0084a93b8b55690705e42711faa2abed4075651f", + "prepared_review_unit_hash": "e0b89f74bf1422b73d0d98caaf7e1b7ae2344551c75cba9c4d1e65fff84a4493", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37413, - "estimated_input_tokens": 9354, - "estimated_eval_tokens": 18964 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38793, + "estimated_input_tokens": 9699, + "estimated_eval_tokens": 19654 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab-bag of unrelated Transformers issues. The only plausible duplicate pair is the CLIP vision v5 regression around missing optional outputs; everything else appears to target different code paths.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43761 is the strongest representative of the only real duplicate cluster here: a CLIPVisionModel v5 regression with a clear symptom, reproduction context, and broader discussion.", + "summary": "All suggested soft links are false positives. The items span unrelated import errors, model-specific regressions, tokenizer/chat-template bugs, saving/loading issues, and environment compatibility problems; none appear to be the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No safe canonical issue: the cluster is a heterogeneous mix of unrelated regressions across different models, APIs, and runtime environments.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43761 is the most actionable and representative issue in the set, and it best captures the shared CLIP output regression theme.", + "best_issue_reason": "No single issue is a good global representative because the cluster does not cohere around one concrete code-path problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43502", - "right": "issue:43992", + "left": "issue:43097", + "right": "issue:43901", "accept": false, - "reason": "Different failure modes: one is hub/API fetches despite local_files_only, the other is a UMT5 encoder checkpoint weight-loading omission." + "reason": "Different problems: removed tie_embeddings API vs documentation drift for return_all_scores." }, { - "left": "issue:45341", - "right": "issue:45859", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Unrelated components: patched testing utils race vs Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility." + "reason": "Pipeline error messaging vs saving Pipeline objects are separate code paths." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Both concern loading, but one is AutoProcessor/torchvision availability and the other is a tokenizer mapping None-handling bug." + "reason": "Missing embed_tokens.weight in UMT5 loading is unrelated to save_pretrained shard-size behavior." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Different subsystems: removed tie_embeddings API vs quantization/offloading not behaving as expected." + "reason": "FlashAttention support for Nemotron is not the same as GPT2 attention scaling being ignored under SDPA/FA." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Insufficient evidence of the same bug; one is a tokenizer decoder-type regression, the other is only a reproduction of a separate linked issue." + "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are different model-specific issues." }, { - "left": "issue:43986", - "right": "issue:45290", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "Distinct bugs: processor loading without torchvision vs chat-template handling of tool-call assistant messages." + "reason": "One is a bf16 warning during compile; the other is a Bamba SDPA compile failure." }, { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Testing-utils file race and pytest-xdist worker capture are different issues, not the same underlying defect." + "reason": "Both mention warnings, but the triggers and fixes are different and model-specific." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:42886", + "right": "issue:43381", "accept": false, - "reason": "Different import/loading problems with different missing dependencies and code paths." + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated behaviors." }, { - "left": "issue:43097", - "right": "issue:43901", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "API removal versus docs/behavior mismatch in a text classification pipeline." + "reason": "Quantized/dequantized save failure is unrelated to a Qwen3.5 image-generation infinite loop." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to the testing_utils bug." + "reason": "Both involve saving, but one is quantized model persistence and the other is Pipeline.save_pretrained." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Processor-loading crash and testing-utils race are unrelated." + "reason": "GPT2 attention scaling under SDPA/FA and zero-loss sequence classification are different bugs." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Pipeline task-message behavior issue and pipeline save_pretrained serialization issue are different bugs." + "reason": "Model FlashAttention support issue vs Python-version compatibility failure are unrelated." }, { - "left": "issue:45341", - "right": "issue:45588", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Testing-utils race is unrelated to flash_attention crashing on sink-less models." + "reason": "FSDP2 optimizer-state corruption is not the same as GPT2 attention scaling being ignored." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Checkpoint weight loading problem vs save_pretrained shard-size question; not the same defect." + "reason": "xLSTM training regressions and BeitImageProcessorFast label reduction are unrelated." }, { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:36683", + "right": "issue:43582", "accept": false, - "reason": "A PyTorch warning during bfloat16 compilation is not the same as an SDPA torch.compile failure." + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError share no concrete code path." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:44483", + "right": "issue:44514", "accept": false, - "reason": "xLSTM training blockers and Bamba SDPA compile failure are different model-specific bugs." + "reason": "Chat/completions request rejection and batched apply_chat_template crashes are different layers and failures." }, { "left": "issue:43012", - "right": "issue:44368", + "right": "issue:44683", "accept": false, - "reason": "Both mention warnings, but they stem from different causes and different model/config paths." + "reason": "A bf16 compile warning is not the same as a torch>=2.9 flex_attention compilation failure." }, { - "left": "issue:42886", - "right": "issue:43381", + "left": "issue:43618", + "right": "issue:44380", "accept": false, - "reason": "Offline tokenizer caching and gradient-checkpointing eval-mode behavior are unrelated." + "reason": "CLIP attentions missing and GPT2 attention scaling are unrelated model-output vs attention-backend bugs." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Quantized save failure and Qwen3_5 infinite-loop generation are different problems." + "reason": "Both are CLIP-related, but one drops attentions and the other returns hidden_states=None; different regressions." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are distinct save paths with different failures." + "reason": "Import errors from huggingface_hub vs a missing Qwen2_5_VL symbol are separate dependency/model issues." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "xLSTM training bugs do not match the BeitImageProcessorFast reduce_labels bug." + "reason": "Missing layer_type_validation import and unwanted API calls under local_files_only are unrelated." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Both involve chat/completions behavior, but one is an API acceptance regression and the other is a chat-template batching crash." + "reason": "Qwen3-VL-Moe loading bug and FP8 inference support request are not the same underlying change." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Different attention/compile warnings and failures; no shared concrete bug path." + "reason": "Smollm3 RoPE-layer dropping and GLM-5 RoPE discussion are different model-specific matters." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "Separate import errors from different packages/classes." + "reason": "Chat API request validation and tool-call chat-template crashes do not share the same failing path." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Configuration-utils import error is unrelated to local_files_only network requests." + "reason": "Qwen3-VL-Moe loading failure and sorted-state_dict load error are distinct checkpoint bugs." }, { "left": "issue:44483", - "right": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Different layers: /v1/chat/completions request handling vs apply_chat_template tokenization crash." + "reason": "Chat/completions request acceptance and Qwen2.5-VL vision_position_ids are unrelated." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43299", + "right": "issue:45753", "accept": false, - "reason": "Both mention Qwen3 VL/Moe, but one is a model-loading regression and the other is fp8 inference support." + "reason": "A Qwen3-VL-Moe loading regression is unrelated to a Qwen3.5 image infinite loop." }, { - "left": "issue:43618", - "right": "issue:43761", - "accept": true, - "reason": "Same underlying CLIP vision v5 regression: optional outputs are being dropped from CLIPVisionModel/CLIPOutput in the forward path." + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for a pipeline arg and pipeline save_pretrained failure are different issues." }, { - "left": "issue:43064", + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and missing SAM3 fpn_position_embeddings are separate attribute errors." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and saving Pipeline objects are not the same save path." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A sorted-state_dict load error and a Qwen3.5 save_pretrained regression are different checkpoint issues." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Unsupported FlashAttention for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "FSDP2/PEFT optimizer-state mismatch is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "patchtsmixer post_init policy and GPT2 attention scaling are not the same bug." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Qwen3VL-Moe loading regression and sorted-state_dict load failure are different model-loading issues." + "reason": "Two different import errors from different packages/modules; no shared code path." }, { - "left": "issue:42994", + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Wrong tokenizer decoder type and Qwen2.5-VL video position IDs are unrelated regressions." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init restrictions are different model issues." + }, + { + "left": "issue:44220", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and pipeline object serialization are different save_pretrained paths." + "reason": "Audio feature extraction bug and Pipeline.save_pretrained failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version related, but one is a 5.1.0 compatibility claim and the other is a Python 3.14 load failure; not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: most pairs are clearly unrelated, and the only accepted edge (issue:43618 \u2194 issue:43761) is well supported by the shared CLIP vision v5 optional-output regression. I don\u2019t see overstatement beyond what the issue titles and descriptions justify." - }, - "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 }, { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 42, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:28282", "issue:33453", - "issue:36010", "issue:36296", "issue:36683", "issue:41669", - "issue:42757", "issue:42890", + "issue:43010", "issue:43064", - "issue:43066", - "issue:43097", - "issue:43299", "issue:43352", - "issue:43441", + "issue:43502", "issue:43525", "issue:43575", "issue:43618", - "issue:43756", "issue:43867", - "issue:43881", - "issue:43906", - "issue:43937", + "issue:43931", "issue:43976", "issue:43992", + "issue:44062", "issue:44077", - "issue:44117", - "issue:44220", + "issue:44112", + "issue:44188", "issue:44242", "issue:44246", "issue:44263", "issue:44355", "issue:44360", "issue:44380", - "issue:44485", + "issue:44484", "issue:44492", - "issue:44655", "issue:44855", + "issue:44857", "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", "issue:45216", + "issue:45278", "issue:45310", "issue:45357", "issue:45375", "issue:45381", "issue:45440", "issue:45478", - "issue:45479", "issue:45561", - "issue:45753" + "issue:45593", + "issue:45600", + "issue:45850" ], "soft_pairs": [ - "issue:43352|issue:43937", - "issue:36010|issue:42757", - "issue:43066|issue:45381", - "issue:43756|issue:44485", - "issue:44220|issue:44655", "issue:44263|issue:45440", "issue:36683|issue:43525", + "issue:43352|issue:45593", "issue:43618|issue:45216", - "issue:43906|issue:45753", + "issue:44188|issue:44380", + "issue:43064|issue:44492", "issue:36683|issue:44242", - "issue:43299|issue:45753", - "issue:36683|issue:43881", - "issue:43352|issue:43976", - "issue:43441|issue:44380", + "issue:43352|issue:43931", + "issue:43010|issue:45278", "issue:43992|issue:45310", - "issue:43352|issue:44380", "issue:43867|issue:45375", - "issue:44380|issue:45479", "issue:41669|issue:44246", - "issue:43352|issue:45478", - "issue:43618|issue:44380", "issue:44355|issue:44855", - "issue:43064|issue:44492", - "issue:36683|issue:44117", + "issue:36683|issue:43064", "issue:42890|issue:45561", - "issue:43097|issue:43352", + "issue:44938|issue:45071", "issue:43867|issue:45357", - "issue:43976|issue:44938", + "issue:43010|issue:45850", "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", "issue:44360|issue:45440", - "issue:43064|issue:44655", "issue:36296|issue:43575", - "issue:44077|issue:44380", - "issue:28282|issue:33453" + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44977", + "issue:43618|issue:44857", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062" ], - "prepared_review_unit_hash": "d689830de7829b4778a88b8a71a54832f6a4e21ab0bcaab7f579b11fa020b9ac", + "prepared_review_unit_hash": "9a9bb8fa1e0e538d5641e40ee0b20ec36c35d47cb5479e36c8d16d4acbd4760e", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37429, - "estimated_input_tokens": 9358, - "estimated_eval_tokens": 18972 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36295, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy: the items share broad Transformers/v5 regression language, but they describe distinct bugs, models, and failure modes rather than true duplicates. I reject all soft-edge matches.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a clear duplicate hub; the set spans unrelated loading, config, attention, training, and test failures.", + "summary": "Loose cluster of mostly unrelated Transformers bug reports: config attribute errors, model-loading/saving regressions, import-time failures, backend-specific attention issues, and a few training/test flakes. The soft-similarity pairs are mostly title-level overlap rather than the same underlying defect.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest and most central report here, covering widespread breakage after upgrading Transformers and naturally umbrellaing several import/load regressions.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue stands out as a representative duplicate target because the underlying bugs are heterogeneous.", + "best_issue_reason": "issue:45278 is the best representative issue because it is concrete, high-level, and actionable, while still reflecting the broader post-upgrade regression theme in the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "FlashAttention unsupported for NemotronHForCausalLM is unrelated to GLM-5 generation config validity." + "reason": "Different bugs and code paths: one is a torch.split return/value issue in a specific indexer, the other is a model implementation divergence in DeepseekV3MoE." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:36683", + "right": "issue:43525", "accept": false, - "reason": "GenerationMixin import failure and is_offline_mode import failure are different missing-symbol regressions." + "reason": "Both are missing-attribute errors, but they hit different configs and different missing fields; not the same underlying bug." }, { - "left": "issue:43066", - "right": "issue:45381", + "left": "issue:43352", + "right": "issue:45593", "accept": false, - "reason": "Tokenizer decoder type regression is unrelated to Qwen2.5-VL vision_position_ids correctness." + "reason": "Unrelated model-specific failures: flash-attention support gating versus auxiliary-loss handling when denoising is off." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43618", + "right": "issue:45216", "accept": false, - "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE implementation are different model-specific bugs." + "reason": "One is a CLIP output field regression, the other is a Qwen3.5 save_pretrained serialization bug; different subsystems." }, { - "left": "issue:44220", - "right": "issue:44655", + "left": "issue:44188", + "right": "issue:44380", "accept": false, - "reason": "Torch fbank feature extraction and Pipeline save_pretrained are unrelated code paths." + "reason": "Both involve attention/backends, but one is a torch.compile branching divergence and the other is ignored scaling config in SDPA/FlashAttention." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "GlmMoeDsaIndexer torch.split behavior and DeepseekV3MoE divergence are different model implementations." + "reason": "Completely unrelated: distributed optimizer-state corruption versus a typo in cache strategy naming." }, { "left": "issue:36683", - "right": "issue:43525", - "accept": false, - "reason": "Gemma3Config missing vocab_size and Llama4Config missing pad_token_id are separate config-attribute bugs." - }, - { - "left": "issue:43618", - "right": "issue:45216", + "right": "issue:44242", "accept": false, - "reason": "CLIPOutput attentions assignment and Qwen3.5 save_pretrained checkpoint corruption are unrelated." + "reason": "Different failures: missing Gemma3Config attribute versus MoE load-balancing loss not being added under a specific flag." }, { - "left": "issue:43906", - "right": "issue:45753", + "left": "issue:43352", + "right": "issue:43931", "accept": false, - "reason": "An isolated reproduction of issue 38071 is not the same bug as a Qwen3_5 image infinite loop." + "reason": "Different model-loading failures: unsupported FA2 for one model versus tensor shape mismatch for another." }, { - "left": "issue:36683", - "right": "issue:44242", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "Missing vocab_size in Gemma3Config is unrelated to load-balancing loss handling when output_router_logits=False." + "reason": "One is about decorating cache update methods with no_grad; the other is broad import-time breakage after version changes." }, { - "left": "issue:43299", - "right": "issue:45753", + "left": "issue:43992", + "right": "issue:45310", "accept": false, - "reason": "Qwen3VL MoE loading failure and Qwen3_5 image looping are different symptoms and likely different causes." + "reason": "Both are from model loading, but one misses embed_tokens.weight in UMT5Encoder while the other is a Qwen3.5 MoE from_pretrained regression." }, { - "left": "issue:36683", - "right": "issue:43881", + "left": "issue:43867", + "right": "issue:45375", "accept": false, - "reason": "Gemma3Config vocab_size absence does not match glm-4v-9b loading failure." + "reason": "Different root causes: state_dict ordering/load error versus a missing config field silently dropped by strict parsing." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:41669", + "right": "issue:44246", "accept": false, - "reason": "FlashAttention support in Nemotron is unrelated to Python version support in Transformers 5.1.0." + "reason": "Both mention import performance, but one is a proposal to remove import * usage and the other is a general slow-import report; not the same concrete bug." }, { - "left": "issue:43441", - "right": "issue:44380", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Ministral-3 FlashAttention failure and GPT2 attention scaling ignored are distinct attention-path bugs." + "reason": "Both are import/compile-time failures, but they stem from different Python/version/parser issues and different modules." }, { - "left": "issue:43992", - "right": "issue:45310", + "left": "issue:36683", + "right": "issue:43064", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different loading issues." + "reason": "Different problem classes entirely: config attribute missing versus distributed training optimizer-state mismatch." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Unsupported FlashAttention for Nemotron is not the same as GPT2 scaling being ignored in backend attention implementations." + "reason": "Both are test flakes, but one is missing set_seed in a model integration test and the other is an xdist race in captured_info.txt handling." }, { - "left": "issue:43867", - "right": "issue:45375", + "left": "issue:44938", + "right": "issue:45071", "accept": false, - "reason": "State-dict ordering load error and missing deepstack_visual_indexes are unrelated checkpoint/config problems." + "reason": "Version-related breakages, but one is Python 3.14 import failure and the other is PretrainedConfig type-checking regression." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Attention scaling bug and degenerate zero-loss classification bug are unrelated." + "reason": "One is a load failure caused by state_dict ordering, the other is an incorrect save_pretrained key mapping for Qwen3.5 visual encoders." }, { - "left": "issue:41669", - "right": "issue:44246", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "Removing import * from models and intermittent import slowdown are different concerns." + "reason": "Too broad to merge: a no_grad decorator change for cache updates versus a vague complaint that many models break in 5.x." }, { - "left": "issue:43352", + "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Nemotron FlashAttention unsupported is different from Qwen3.5 MoE from_pretrained failure." + "reason": "Different Qwen-related loading issues with different symptoms and likely different fixes; not the same bug." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Missing CLIPOutput attentions assignment is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "A cache no_grad decoration issue is unrelated to Python-version compatibility for Transformers 5.1.0." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:44938", + "right": "issue:45381", "accept": false, - "reason": "Compiled Python file errors and DebertaV2Model import IndentationError are not the same defect." + "reason": "Both mention compatibility/regression, but one is Python 3.14 import failure and the other is wrong vision_position_ids in qwen2.5-vl video input." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:43618", + "right": "issue:44077", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug and a cache-strategies typo are unrelated." + "reason": "Different behaviors: missing attentions assignment in CLIPOutput versus a validation rule around optional post_init in patchtsmixer." }, { - "left": "issue:36683", - "right": "issue:44117", + "left": "issue:44360", + "right": "issue:45440", "accept": false, - "reason": "Gemma3Config vocab_size absence and TOKENIZER_MAPPING_NAMES returning None are separate metadata bugs." + "reason": "Completely different model logic issues: missing ReLU in a DSA indexer versus divergence from remote DeepSeekV3 implementation." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:36296", + "right": "issue:43575", "accept": false, - "reason": "Missing set_seed in integration tests and xdist race on captured_info.txt are different test flakiness causes." + "reason": "Both involve tensor parallelism, but one is a training bug and the other is an OOM during loading a large Qwen2 model." }, { - "left": "issue:43097", - "right": "issue:43352", + "left": "issue:28282", + "right": "issue:33453", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder API and FlashAttention support failure are unrelated breakages." + "reason": "Different loader regressions: missing PyTorch dependency error versus tokenizer-loading regression." }, { "left": "issue:43867", - "right": "issue:45357", - "accept": false, - "reason": "Sorted state_dict load failure and incorrect visual encoder keys on save_pretrained are different serialization bugs." - }, - { - "left": "issue:43976", - "right": "issue:44938", + "right": "issue:44484", "accept": false, - "reason": "Python 3.9/3.10 compatibility and Python 3.14 load failure are not the same issue." + "reason": "Load error from sorted state_dict is unrelated to the save_pretrained shard-size default question." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight is unrelated to Qwen3.5 MoE from_pretrained errors." + "reason": "Different model-specific issues: CLIP attentions regression versus Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43618", + "right": "issue:44857", "accept": false, - "reason": "DSA indexer ReLU discussion and DeepseekV3MoE divergence are different model internals." + "reason": "No shared underlying defect: CLIP output field regression versus an AMP/CUDA crash in LwDetrImageLoss." }, { - "left": "issue:43064", - "right": "issue:44655", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Trainer/FSDP2 optimizer-state bug and pipeline save_pretrained issue do not share a code path." + "reason": "Unrelated failures: a flaky SAM-HQ test and an inability to load a specific multimodal model in latest Transformers." }, { - "left": "issue:36296", - "right": "issue:43575", + "left": "issue:42890", + "right": "issue:44112", "accept": false, - "reason": "Tensor-parallel training bug and tp-induced OOM while loading Qwen2-57B-A14B-Instruct are related broadly only by TP, not by the same bug." + "reason": "One is a missing seed in a test suite; the other is a CI-only stale device override failure in GraniteSpeech." }, { - "left": "issue:44077", - "right": "issue:44380", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "patchtsmixer post_init policy and GPT2 attention scaling are unrelated." + "reason": "Different CI failures with different causes: missing set_seed in a test and stale autogenerated mappings referencing removed configs." }, { - "left": "issue:28282", - "right": "issue:33453", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "AutoModel PyTorch ImportError and tokenizer loading regression are different failure modes." + "reason": "Different bugs: local_files_only still making network requests versus AddedToken receiving duplicated special keyword arguments." } ] }, @@ -13792,15 +13933,15 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 43, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:30333", "issue:30990", @@ -13808,76 +13949,66 @@ "issue:33453", "issue:34689", "issue:36296", + "issue:38617", + "issue:41628", "issue:42548", + "issue:42757", "issue:42831", "issue:42890", "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", "issue:43502", - "issue:43618", + "issue:43526", + "issue:43576", + "issue:43673", "issue:43723", + "issue:43824", "issue:43827", - "issue:43867", "issue:43874", "issue:43901", - "issue:44062", "issue:44075", - "issue:44112", "issue:44222", "issue:44230", "issue:44315", "issue:44351", "issue:44355", "issue:44360", - "issue:44368", "issue:44387", - "issue:44484", "issue:44485", + "issue:44492", "issue:44556", "issue:44655", "issue:44749", - "issue:44857", + "issue:44908", "issue:44938", "issue:44961", - "issue:44964", - "issue:44977", "issue:45071", "issue:45125", - "issue:45278", "issue:45341", "issue:45375", - "issue:45478", - "issue:45588", - "issue:45600", - "issue:45850" + "issue:45468", + "issue:45478" ], "soft_pairs": [ - "issue:43867|issue:44484", - "issue:43618|issue:44857", - "issue:43618|issue:44977", - "issue:43618|issue:45588", - "issue:43901|issue:44938", - "issue:44655|issue:44938", - "issue:42890|issue:44964", - "issue:42890|issue:44112", - "issue:42890|issue:45600", - "issue:43502|issue:44062", - "issue:43010|issue:44075", + "issue:43723|issue:44556", "issue:42548|issue:44351", - "issue:42890|issue:45341", + "issue:43010|issue:44075", + "issue:44387|issue:44556", "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:43010|issue:43065", "issue:43502|issue:44485", "issue:44355|issue:44749", "issue:45125|issue:45478", "issue:30990|issue:31795", + "issue:43010|issue:43232", "issue:45125|issue:45375", - "issue:44387|issue:44556", "issue:30333|issue:33453", - "issue:43010|issue:45278", - "issue:43723|issue:44556", "issue:43502|issue:44222", - "issue:43010|issue:44368", + "issue:43299|issue:44556", "issue:44315|issue:44360", - "issue:43010|issue:45850", "issue:43502|issue:44961", "issue:42831|issue:43874", "issue:30333|issue:36296", @@ -13885,335 +14016,362 @@ "issue:44222|issue:44230", "issue:44355|issue:44655", "issue:43827|issue:44961", - "issue:33453|issue:34689" + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:41628|issue:42548", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:43673|issue:44492", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526" ], - "prepared_review_unit_hash": "5dec308bae44c3fd77443a7652868a99c486b2aa5733778b3fc6d8a6afda6d39", + "prepared_review_unit_hash": "6e7c1648d2b5a2990a5c0dd45290eb2a47112f8484596240ab9e5b2ed0c0e84b", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37058, - "estimated_input_tokens": 9265, - "estimated_eval_tokens": 18786 + "soft_pair_count": 40, + "serialized_chars": 38438, + "estimated_input_tokens": 9610, + "estimated_eval_tokens": 19476 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: it mixes broad v5 upgrade/import regressions with unrelated model, FP8, test, and docs issues. No soft pair is clearly the same underlying bug; the best anchor is the broad import-regression report for upgraded installs.", - "confidence": 0.57, - "canonical_issue_reason": "issue:45278 is the broadest and most representative user-facing report here: it describes many import errors after upgrading from 4.57.0 to 5.5.0, which best matches the loose cluster theme of v5 breakages.", + "summary": "This cluster is mostly noisy: several unrelated import/loading/docs/regression issues are grouped together. The only clear duplicate-looking pair is the Qwen3.5 MoE loading/tensor-parallel regression; most other soft pairs are different bugs in the same broad subsystem, not the same underlying change.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45125 is the most specific root-cause report in the only clear duplicate pair: missing `_tp_plan` for `Qwen3_5MoeForConditionalGeneration`, which plausibly explains the later `from_pretrained` failure report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best overall issue to anchor this cluster because it captures the widest breakage scope, while the others are mostly narrower or unrelated symptoms.", + "best_issue_reason": "issue:45125 is the best representative issue because it names the concrete failing code path and likely root cause, making it the best canonical duplicate target in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43867", - "right": "issue:44484", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "Both involve model loading/saving, but one is a state_dict loading error and the other is a save_pretrained shard-size question; different bugs." + "reason": "Both are loading-related, but one is tokenizer loading and the other is checkpoint reload after v4.57\u2192v5.x; not the same concrete bug." }, { - "left": "issue:43618", - "right": "issue:44857", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "CLIP attentions assignment and an AMP/CUDA loss crash are unrelated code paths and symptoms." + "reason": "Different missing top-level imports (`PreTrainedModel` vs `HybridCache`), so these are separate export regressions." }, { - "left": "issue:43618", - "right": "issue:44977", + "left": "issue:43010", + "right": "issue:44075", "accept": false, - "reason": "Different model families and failures; this is not the same underlying bug." + "reason": "Cache update `@torch.no_grad` and SGD argument handling are unrelated bugs." }, { - "left": "issue:43618", - "right": "issue:45588", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "Both touch attention code, but one is about CLIPOutput fields and the other is a flash_attention AttributeError for sink-less models." + "reason": "Int4 OOM/reserved-memory regression is not the same as checkpoint reload failure after upgrade." }, { - "left": "issue:43901", - "right": "issue:44938", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Docs wording for return_all_scores versus a Python 3.14 import/load failure are unrelated." + "reason": "Both involve MoE/fp8, but one is `save_pretrained` behavior and the other is tensor-parallel model loading; different code paths." }, { - "left": "issue:44655", - "right": "issue:44938", + "left": "issue:42890", + "right": "issue:45341", "accept": false, - "reason": "Saving Pipeline objects and Python 3.14 load failures are different problems." + "reason": "Test flakiness from missing `set_seed()` is not the same as a generic testing_utils bug." }, { - "left": "issue:42890", - "right": "issue:44964", + "left": "issue:43010", + "right": "issue:43065", "accept": false, - "reason": "A flaky SAM HQ integration test is not the same as a Phi-4 multimodal model-loading regression." + "reason": "Different cache-related issues: `no_grad` on cache updates vs a dummy `Conv2d` in `Sam3PixelDecoder`." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43502", + "right": "issue:44485", "accept": false, - "reason": "Both are CI/test failures, but they affect different tests with different root causes." + "reason": "`local_files_only=True` network leakage and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:42890", - "right": "issue:45600", + "left": "issue:44355", + "right": "issue:44749", "accept": false, - "reason": "Different test/model breakages; no clear shared underlying bug." + "reason": "Running compiled Python files failing is unrelated to a slowdown after upgrading Transformers." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying Qwen3.5 MoE loading regression: 45125 identifies the missing `_tp_plan`, and 45478 reports the resulting `from_pretrained` failure in v5.4.0." + }, + { + "left": "issue:30990", + "right": "issue:31795", "accept": false, - "reason": "local_files_only network leakage and AddedToken argument duplication are distinct behaviors." + "reason": "A loading hang for Sentence Transformers is not the same as documentation confusion about `input_ids` and `past_key_values`." }, { "left": "issue:43010", - "right": "issue:44075", + "right": "issue:43232", "accept": false, - "reason": "Cache update semantics and SGD optimizer args are unrelated." + "reason": "Both touch generation/cache internals, but they target different methods and failure modes." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and are not clearly the same fix." + "reason": "Missing `_tp_plan` for Qwen3.5 MoE and missing `deepstack_visual_indexes` in a config are different defects." }, { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Both mention tests, but they are different test cases with different failures." + "reason": "MLflow reporting on failed training jobs and tokenizer loading regression are unrelated." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43502", + "right": "issue:44222", "accept": false, - "reason": "FP8 save_pretrained/moe support and tensor-parallel plan support are different code paths." + "reason": "Unexpected API access with `local_files_only=True` is unrelated to FP8 MoE save/load behavior." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE model loading and a v4.57\u2192v5.2/5.3 checkpoint reload regression are different model/version issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in `model_init` and a DSA indexer/ReLU discussion are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a missing `get_number_of_image_patches` method are different multimodal/quantization bugs." + }, + { + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "API requests despite local_files_only and GLM-5 RoPE implementation are unrelated." + "reason": "MLflow reporting failure during training is not the same as a tensor-parallel training bug." }, { "left": "issue:44355", - "right": "issue:44749", + "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors and a post-upgrade slowdown are not the same bug." + "reason": "Compiled-file execution errors and `PretrainedConfig` type-checking breakage are distinct regressions." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is a missing tensor-parallel plan and the other is a generic from_pretrained regression; not enough to treat as the same bug." + "reason": "Both are FP8/MoE-related, but one is `save_pretrained` and the other is inference support for Qwen3-VL/Qwen3.5; not the same bug." }, { - "left": "issue:30990", - "right": "issue:31795", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "Sentence Transformers loading stall versus a forward-docs clarification are unrelated." + "reason": "Compiled Python file errors are unrelated to saving pipeline objects." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:43827", + "right": "issue:44961", "accept": false, - "reason": "Tensor-parallel support and a missing config field in Qwen3_5MoeVisionConfig are different issues." + "reason": "Docs still referencing `pipeline()` and the placeholder `racoon` issue are not the same underlying change." }, { - "left": "issue:44387", - "right": "issue:44556", + "left": "issue:33453", + "right": "issue:34689", "accept": false, - "reason": "Memory/OOM behavior under int4 quantization and checkpoint reload compatibility after upgrade are different regressions." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are different loading failures." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:42757", + "right": "issue:43576", "accept": false, - "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer loading regression." + "reason": "An import error from `huggingface_hub` and a broken `transformers env` command are separate issues." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "Cache update no_grad semantics and broad import errors after upgrade are unrelated." + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:43576", + "right": "issue:45071", "accept": false, - "reason": "Tokenizer loading failure and checkpoint reload failure are both loading-related, but not clearly the same concrete bug." + "reason": "CLI/env-command breakage and `PretrainedConfig` type-checking are different problems." }, { - "left": "issue:43502", - "right": "issue:44222", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "Network access despite local_files_only and FP8 MoE save_pretrained are unrelated." + "reason": "Broken `transformers env` and failing `AutoTokenizer` import for Qwen2.5 VL are unrelated." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "Cache update decoration and a tie_word_embeddings warning in LoRA fine-tuning are unrelated." + "reason": "Different missing imports (`AutoImageProcessor` vs `PreTrainedModel`)." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Liger Kernel application in model_init and a DSA indexer activation missing ReLU are different subsystems." + "reason": "Documentation confusion in `model.forward` and an import error for `layer_type_validation` are unrelated." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "A specific cache-update bug is not the same as a broad complaint that v5 breaks too many models." + "reason": "The placeholder title `racoon` provides no evidence of the Gemma-4 audio positional encoding bug." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:38617", + "right": "issue:43576", "accept": false, - "reason": "local_files_only network leakage has nothing to do with the unrelated 'racoon' issue." + "reason": "Import error for `layer_type_validation` and broken `transformers env` command are different regressions." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "FineGrainedFP8 accuracy and a missing image-processor method are unrelated." + "reason": "Missing cache during chunked prefill and a cache strategy typo are not the same code-path problem." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:43576", + "right": "issue:44938", "accept": false, - "reason": "MLflow failure reporting and tensor parallel training are different bugs." + "reason": "Broken `transformers env` and Python 3.14 loading failure are different failures." }, { - "left": "issue:44355", - "right": "issue:45071", + "left": "issue:44908", + "right": "issue:44961", "accept": false, - "reason": "Compiled-file execution errors and PretrainedConfig type-checking regressions are different issues." + "reason": "Scheduler kwargs bug and the placeholder `racoon` issue are unrelated." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:44485", + "right": "issue:44961", "accept": false, - "reason": "Both mention FP8 and MoE, but one is about save_pretrained and the other about inference support; not the same bug." + "reason": "GLM-5 RoPE implementation and the placeholder `racoon` issue are unrelated." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:36296", + "right": "issue:43901", "accept": false, - "reason": "Compiled Python file errors and pipeline save_pretrained support are unrelated." + "reason": "Tensor-parallel training bug and stale docs mentioning `return_all_scores` are different issues." }, { - "left": "issue:43827", - "right": "issue:44961", + "left": "issue:41628", + "right": "issue:44355", "accept": false, - "reason": "Docs still referencing pipeline() and an unrelated issue titled 'racoon' are not duplicates." + "reason": "Missing `AutoImageProcessor` import and compiled Python file errors are unrelated." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 vision model loading breakage are both loading issues, but not the same concrete failure." + "reason": "Tensor-parallel training bug and `reduce_labels` returning one label are different defects." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The Qwen3.5 MoE pair (45125/45478) is the only clearly supported duplicate-like match, and the other soft-edge rejections 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 }, { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 44, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:31795", "issue:33453", - "issue:36296", - "issue:38617", - "issue:41628", "issue:41669", - "issue:42548", - "issue:42757", + "issue:42371", "issue:42890", - "issue:43010", - "issue:43299", "issue:43352", "issue:43408", "issue:43525", - "issue:43526", "issue:43572", "issue:43576", "issue:43673", - "issue:43824", - "issue:43901", + "issue:43827", + "issue:43874", "issue:43976", "issue:44038", + "issue:44077", "issue:44246", "issue:44261", "issue:44273", + "issue:44295", "issue:44297", "issue:44315", "issue:44351", - "issue:44355", "issue:44360", - "issue:44373", "issue:44393", + "issue:44492", "issue:44556", "issue:44623", + "issue:44655", "issue:44704", + "issue:44829", + "issue:44861", "issue:44908", - "issue:44961", + "issue:44945", "issue:45003", "issue:45071", "issue:45092", "issue:45125", "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", "issue:45362", "issue:45468", + "issue:45478", "issue:45542", - "issue:45656", "issue:45753", "issue:45850" ], "soft_pairs": [ - "issue:42757|issue:43576", - "issue:43299|issue:44556", - "issue:43010|issue:45656", - "issue:33453|issue:36296", - "issue:43576|issue:45071", - "issue:43576|issue:43824", - "issue:44961|issue:45468", - "issue:31795|issue:38617", - "issue:41628|issue:42548", - "issue:38617|issue:43576", - "issue:43010|issue:43976", - "issue:43576|issue:44351", - "issue:44908|issue:44961", - "issue:36296|issue:43901", - "issue:41628|issue:44355", - "issue:36296|issue:43526", + "issue:45362|issue:45850", "issue:44261|issue:44360", "issue:44623|issue:45230", "issue:44273|issue:45542", @@ -14222,291 +14380,313 @@ "issue:43576|issue:44556", "issue:44038|issue:45125", "issue:44393|issue:45071", - "issue:43525|issue:45850", "issue:44556|issue:45092", + "issue:43525|issue:45850", "issue:41669|issue:43673", - "issue:44373|issue:44961", + "issue:44492|issue:45850", "issue:43572|issue:45850", - "issue:45362|issue:45850", - "issue:44704|issue:44908", + "issue:42371|issue:44492", "issue:42890|issue:44908", - "issue:44246|issue:44273", + "issue:45278|issue:45850", + "issue:44704|issue:44908", "issue:43408|issue:44315", + "issue:44246|issue:44273", "issue:43976|issue:44393", "issue:43352|issue:44393", "issue:43576|issue:44908", - "issue:44908|issue:45071", "issue:44297|issue:45230", - "issue:41669|issue:44351" + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:44295|issue:45230", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:44393|issue:45478", + "issue:43874|issue:45850", + "issue:44315|issue:44829", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310" ], - "prepared_review_unit_hash": "2507ad7f6c38cf1687e2322fc80894294d5c7c61d8e0d8d4d4c878b7c9dacf34", + "prepared_review_unit_hash": "4c6bb5dde6c8da10d9197d5b3d915e808d0d7001623479203229dd9aa6659eb6", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 40, - "serialized_chars": 38932, - "estimated_input_tokens": 9733, - "estimated_eval_tokens": 19722 + "soft_pair_count": 41, + "serialized_chars": 39361, + "estimated_input_tokens": 9841, + "estimated_eval_tokens": 19938 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous mix of Transformers v5 regressions, import/export failures, and model-specific bugs; the soft pairs are thematically similar in places but not the same concrete underlying issue. I would not merge any of the candidate pairs as duplicates.", - "confidence": 0.32, - "canonical_issue_reason": "issue:45850 is the broadest umbrella for the overall cluster theme (v5 breaks many models), so it best represents the set even though it is vague.", + "summary": "This cluster is mostly heterogeneous: many are unrelated model-specific, import, config, or docs regressions. There is no strong duplicate set; at best, a broad v5 upgrade/import-regression umbrella exists.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45278 is the broadest concrete umbrella in the set (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d), so it is the best single issue to represent the general v5 breakage theme, though most other items are not true duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45850 is the closest global anchor for the cluster, but it is still too generic to serve as a precise duplicate target.", + "best_issue_reason": "issue:45278 best captures the widest shared regression theme in this cluster without being as vague as the generic reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:45362", + "right": "issue:45850", "accept": false, - "reason": "Different failures: a missing huggingface_hub symbol vs a broken transformers env command." + "reason": "Different symptoms and scope: one is a Qwen3.5 chat crash, the other is a broad claim that many models break in v5." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:44261", + "right": "issue:44360", "accept": false, - "reason": "Both are v5 regressions, but they describe different model-loading breakages and code paths." + "reason": "Unrelated bugs in different subsystems: MLA normalization precision vs DSA indexer activation behavior." }, { - "left": "issue:43010", - "right": "issue:45656", + "left": "issue:44623", + "right": "issue:45230", "accept": false, - "reason": "Cache update no_grad semantics and deepspeed double optimizer step are unrelated bugs." + "reason": "45230 is too generic to tie to the specific processor.save_pretrained missing-files issue." }, { - "left": "issue:33453", - "right": "issue:36296", + "left": "issue:44273", + "right": "issue:45542", "accept": false, - "reason": "Tokenizer loading regression is unrelated to tensor-parallel training behavior." + "reason": "Lazy loading failure and TensorFlow backend detection are different issues." }, { - "left": "issue:43576", - "right": "issue:45071", + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading not working is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44393", + "right": "issue:45753", "accept": false, - "reason": "Broken env CLI and PretrainedConfig type-checking are separate issues." + "reason": "Both involve Qwen vision models, but the reported failures are different (2D box output vs infinite loop on a specific image)." }, { "left": "issue:43576", - "right": "issue:43824", + "right": "issue:44556", "accept": false, - "reason": "CLI breakage is not the same as a missing top-level model import." + "reason": "Environment command breakage and checkpoint reload incompatibility are distinct v5 regressions." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:44038", + "right": "issue:45125", "accept": false, - "reason": "No clear overlap; one is a vague placeholder and the other is a Gemma audio encoding bug." + "reason": "Different model families and failure modes: Qwen3-VL-Moe bug vs missing tensor-parallel plan on Qwen3_5Moe." }, { - "left": "issue:31795", - "right": "issue:38617", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "Doc confusion about forward args does not match an import error for configuration_utils." + "reason": "A Qwen3-VL output bug is not the same as a PretrainedConfig type-checking regression." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44556", + "right": "issue:45092", "accept": false, - "reason": "Both are import errors, but they concern different symbols and likely different missing exports." + "reason": "Both are upgrade/loading problems, but one is checkpoint reload after version upgrade and the other is remote-code/meta-init incompatibility; not the same bug." }, { - "left": "issue:38617", - "right": "issue:43576", + "left": "issue:43525", + "right": "issue:45850", "accept": false, - "reason": "ImportError for a config helper is unrelated to the env command regression." + "reason": "Specific Llama4Config attribute error vs a vague broad claim about many models breaking." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:41669", + "right": "issue:43673", "accept": false, - "reason": "No_grad decoration on cache updates is unrelated to Python-version compatibility." + "reason": "Import-star slowdown and missing GenerationMixin cache are different code paths." }, { - "left": "issue:43576", - "right": "issue:44351", + "left": "issue:44492", + "right": "issue:45850", "accept": false, - "reason": "Broken CLI and missing HybridCache import are different concrete problems." + "reason": "A typo in cache strategy docs/code is unrelated to the broad v5 model-breakage report." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:43572", + "right": "issue:45850", "accept": false, - "reason": "Scheduler kwargs bug is unrelated to the placeholder issue." + "reason": "StableLmConfig pad_token_idx regression is too specific to match the generic v5 breakage report." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:42371", + "right": "issue:44492", "accept": false, - "reason": "Tensor-parallel training bug and docs mismatch for pipeline output are unrelated." + "reason": "TF32 API guidance and cache-strategy typo are unrelated." }, { - "left": "issue:41628", - "right": "issue:44355", + "left": "issue:42890", + "right": "issue:44908", "accept": false, - "reason": "Top-level import missing and compiled-file runtime errors are not the same bug." + "reason": "Test flakiness from missing seeds is unrelated to inverse_sqrt scheduler kwargs handling." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:45278", + "right": "issue:45850", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast label reduction are unrelated." + "reason": "Related broadly to v5 regressions, but 45278 is specifically import errors after upgrade while 45850 is an unspecific claim about many models." }, { - "left": "issue:44261", - "right": "issue:44360", + "left": "issue:44704", + "right": "issue:44908", "accept": false, - "reason": "LayerNorm epsilon precision issue does not match a missing ReLU in the DSA indexer." + "reason": "AutoProcessor kwargs passing and scheduler kwargs handling are separate argument-forwarding bugs." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:43408", + "right": "issue:44315", "accept": false, - "reason": "Missing files on save_pretrained is unrelated to a generic bug report." + "reason": "Wrong model class warning and Liger Kernel not applied with model_init are unrelated." }, { - "left": "issue:44273", - "right": "issue:45542", + "left": "issue:44246", + "right": "issue:44273", "accept": false, - "reason": "Lazy loading failure and undefined tf backend error are different code paths." + "reason": "Import slowness does not imply the same underlying lazy-loading failure." }, { - "left": "issue:44273", - "right": "issue:45003", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Both touch import mechanics, but one is lazy loading and the other is unsafe sys.modules access." + "reason": "Python-version compatibility and Qwen3-VL output errors are unrelated." }, { - "left": "issue:44393", - "right": "issue:45753", + "left": "issue:43352", + "right": "issue:44393", "accept": false, - "reason": "Different Qwen model symptoms: 2D box hallucination vs infinite loop on a specific image." + "reason": "Flash Attention 2 unsupported for Nemotron is a different model/backend issue." }, { "left": "issue:43576", - "right": "issue:44556", + "right": "issue:44908", "accept": false, - "reason": "General CLI breakage and checkpoint reload incompatibility are not the same underlying bug." + "reason": "Broken env command and scheduler kwargs omission do not share the same code path." }, { - "left": "issue:44038", - "right": "issue:45125", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "Related Qwen3-MoE family, but one is a broader model-loading issue and the other is missing tensor-parallel plan support." + "reason": "Tokenizer class metadata mismatch is not the same as an unspecified bug report." }, { - "left": "issue:44393", + "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Model-specific output errors are unrelated to PretrainedConfig type checking." + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are unrelated." }, { - "left": "issue:43525", - "right": "issue:45850", + "left": "issue:41669", + "right": "issue:44351", "accept": false, - "reason": "Missing pad_token_id in Llama4Config is a specific config bug, not the generic v5-breaks-many-models report." + "reason": "Removing import * for lazy-loading performance is not the same as a missing HybridCache export." }, { - "left": "issue:44556", - "right": "issue:45092", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "Both are upgrade incompatibilities, but they affect different models and different initialization paths." + "reason": "Position_ids buffer access error is too specific to match the generic bug report." }, { "left": "issue:41669", - "right": "issue:43673", + "right": "issue:45341", "accept": false, - "reason": "Import-star performance issue and missing GenerationMixin cache are separate problems." + "reason": "Import-performance regression and a testing_utils bug are unrelated." }, { - "left": "issue:44373", - "right": "issue:44961", + "left": "issue:44492", + "right": "issue:44945", "accept": false, - "reason": "Wrong docstring for position_ids is unrelated to the placeholder issue." + "reason": "Cache-strategy typo and incorrect pipeline-parallelism output are distinct problems." }, { - "left": "issue:43572", - "right": "issue:45850", + "left": "issue:44393", + "right": "issue:45478", "accept": false, - "reason": "Specific missing pad_token_idx bug is not the same as the broad v5 regression complaint." + "reason": "Different Qwen3.5 issues: one is a vision hallucination/output error, the other is a from_pretrained error on Qwen3.5 MoE." }, { - "left": "issue:45362", + "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "Qwen3.5 chat crash is a specific model/runtime failure, not the generic complaint." + "reason": "GLM46V image-patch counting bug is specific and not the same as the broad v5 breakage report." }, { - "left": "issue:44704", - "right": "issue:44908", + "left": "issue:44315", + "right": "issue:44829", "accept": false, - "reason": "Passing kwargs to cached_file and scheduler kwargs are unrelated API bugs." + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different failures." }, { - "left": "issue:42890", - "right": "issue:44908", + "left": "issue:44077", + "right": "issue:44861", "accept": false, - "reason": "Flaky integration tests due to missing seed do not match scheduler kwargs handling." + "reason": "Optional post_init allowance and tied-weight-key attribute handling are unrelated." }, { - "left": "issue:44246", - "right": "issue:44273", + "left": "issue:43827", + "right": "issue:44908", "accept": false, - "reason": "Slow import sometimes and lazy loading not working are related only at a high level, not the same concrete bug." + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." }, { - "left": "issue:43408", - "right": "issue:44315", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "sam3 tracker/model-type warning is unrelated to Liger Kernel not being applied in model_init." + "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." }, { - "left": "issue:43976", - "right": "issue:44393", + "left": "issue:41669", + "right": "issue:44908", "accept": false, - "reason": "Python-version support regression is unrelated to Qwen3-VL bounding-box output errors." + "reason": "Import-star/lazy-loading performance and inverse_sqrt scheduler kwargs are different issues." }, { - "left": "issue:43352", - "right": "issue:44393", + "left": "issue:43576", + "right": "issue:44273", "accept": false, - "reason": "Flash Attention support error for Nemotron and Qwen3-VL output issues are different bugs." + "reason": "Environment command breakage and lazy loading failure are not the same bug." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "Broken env CLI and inverse_sqrt scheduler kwargs are unrelated." + "reason": "Saving Pipeline objects and tied-weight-key crashes are unrelated." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:44360", + "right": "issue:45468", "accept": false, - "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are unrelated." + "reason": "DSA indexer ReLU complaint and Gemma-4 audio positional encoding bug are different subsystems." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44273", + "right": "issue:44908", "accept": false, - "reason": "Tokenizer_class mismatch in save_pretrained is unrelated to a generic bug report." + "reason": "Lazy loading failure and scheduler kwargs omission do not match." }, { - "left": "issue:41669", - "right": "issue:44351", + "left": "issue:45230", + "right": "issue:45310", "accept": false, - "reason": "Import-star performance issue is unrelated to missing HybridCache import." + "reason": "Generic bug report vs a concrete Qwen3.5 Moe from_pretrained error is not a duplicate pair." } ] }, @@ -14520,15 +14700,15 @@ { "label": "issue", "component_index": 2, - "component_count": 16, + "component_count": 17, "review_unit_index": 45, - "review_unit_count": 46, + "review_unit_count": 45, "status": "reviewed", "reason": null, "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", + "cluster_id": "cluster-15354-393", "nodes": [ "issue:30333", "issue:31515", @@ -14542,71 +14722,40 @@ "issue:42371", "issue:42913", "issue:43066", + "issue:43298", "issue:43502", "issue:43519", "issue:43525", "issue:43572", - "issue:43576", "issue:43606", - "issue:43673", + "issue:43618", "issue:43704", - "issue:43827", - "issue:43874", - "issue:44077", "issue:44230", "issue:44261", "issue:44263", - "issue:44273", - "issue:44295", "issue:44315", - "issue:44360", - "issue:44393", "issue:44485", "issue:44492", "issue:44623", - "issue:44655", - "issue:44829", "issue:44861", "issue:44908", "issue:44998", "issue:45092", - "issue:45230", - "issue:45278", "issue:45290", "issue:45310", "issue:45341", "issue:45468", - "issue:45478", "issue:45850" ], "soft_pairs": [ - "issue:44295|issue:45230", - "issue:41669|issue:45341", - "issue:43673|issue:44492", - "issue:45278|issue:45850", - "issue:44393|issue:45478", - "issue:43874|issue:45850", - "issue:41669|issue:44492", - "issue:44315|issue:44829", - "issue:43827|issue:44908", - "issue:44077|issue:44861", - "issue:31795|issue:33453", - "issue:41669|issue:44908", - "issue:42371|issue:44492", - "issue:43576|issue:44273", - "issue:44655|issue:44861", - "issue:44360|issue:45468", - "issue:44492|issue:45850", - "issue:44273|issue:44908", - "issue:45230|issue:45310", "issue:43519|issue:44485", - "issue:41669|issue:43704", "issue:43519|issue:44908", + "issue:41669|issue:43704", "issue:31795|issue:34689", "issue:31795|issue:37428", "issue:44315|issue:45092", - "issue:43704|issue:44485", "issue:44485|issue:45468", + "issue:43704|issue:44485", "issue:42371|issue:43704", "issue:43502|issue:43519", "issue:43519|issue:44623", @@ -14614,421 +14763,251 @@ "issue:44263|issue:45468", "issue:43606|issue:45468", "issue:44261|issue:45468", - "issue:43704|issue:45341", "issue:42913|issue:43066", + "issue:43704|issue:45341", "issue:44908|issue:44998", "issue:44861|issue:45290", - "issue:43704|issue:44998", - "issue:41669|issue:44998", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", "issue:43525|issue:44861", - "issue:43066|issue:44998", "issue:43572|issue:44861", "issue:31515|issue:38617", - "issue:44360|issue:44998", "issue:44230|issue:44623", "issue:30333|issue:31515", "issue:31515|issue:36296", "issue:31515|issue:31795", "issue:44230|issue:45310", - "issue:31515|issue:33453" + "issue:31515|issue:33453", + "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "9d5f0a504e00a7b272480ee3e8a98c95a69f7523819e6acc0adf89e39f3ee21d", + "prepared_review_unit_hash": "e510d3b3f055d0a51d8c6a458737baae6961937de6cedb2464884406ba94ad8e", "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 51, - "serialized_chars": 42295, - "estimated_input_tokens": 10574, - "estimated_eval_tokens": 21404 + "node_count": 36, + "item_count": 36, + "soft_pair_count": 33, + "serialized_chars": 30099, + "estimated_input_tokens": 7525, + "estimated_eval_tokens": 15306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a loose collection of Transformers-related issues, mostly v5 migration regressions and a few unrelated model-specific bugs. I did not find any soft pair that clearly describes the same concrete bug/change, so all soft edges are rejected. The most representative issue is the broad v5 upgrade regression report.", - "confidence": 0.71, - "canonical_issue_reason": "issue:45278 is the best representative issue because it clearly captures the broad v5 upgrade regression theme (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d) that several other items orbit, while still being concrete enough to anchor the cluster.", + "summary": "Loose regression bucket around Transformers v5/model-loading/tokenizer issues, but the individual reports are mostly distinct and should not be deduped.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella report in the set (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the overall cluster theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most suitable global issue choice: it is specific, actionable, and broadly representative of the upgrade-related breakage pattern in this set.", + "best_issue_reason": "45850 is the best representative anchor for this loose cluster because it captures the general v5 breakage pattern rather than one model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44295", - "right": "issue:45230", - "accept": false, - "reason": "Specific position_ids buffer error vs generic bug report; no evidence of the same underlying defect." - }, - { - "left": "issue:41669", - "right": "issue:45341", - "accept": false, - "reason": "Import-* performance/refactor issue vs a testing_utils bug; different code paths and symptoms." - }, - { - "left": "issue:43673", - "right": "issue:44492", - "accept": false, - "reason": "Chunked_prefill cache-missing bug vs a typo in cache strategies; not the same bug." - }, - { - "left": "issue:45278", - "right": "issue:45850", - "accept": false, - "reason": "Both are broad v5 breakage complaints, but they are too umbrella-level to be the same concrete issue." - }, - { - "left": "issue:44393", - "right": "issue:45478", - "accept": false, - "reason": "Qwen3-VL bbox output problem vs Qwen3.5 MoE from_pretrained error; unrelated failures." - }, - { - "left": "issue:43874", - "right": "issue:45850", - "accept": false, - "reason": "Missing image-processor method in GLM46V vs a generic \u201ctoo many models break\u201d report; not one bug." - }, - { - "left": "issue:41669", - "right": "issue:44492", - "accept": false, - "reason": "Import-* removal/performance issue vs cache-strategy typo; no shared failure." - }, - { - "left": "issue:44315", - "right": "issue:44829", - "accept": false, - "reason": "model_init/Liger Kernel application bug vs flash_attention_3 degenerate training; distinct code paths." - }, - { - "left": "issue:43827", - "right": "issue:44908", - "accept": false, - "reason": "Docs still referencing pipeline() vs scheduler kwargs handling; completely different fixes." - }, - { - "left": "issue:44077", - "right": "issue:44861", - "accept": false, - "reason": "Optional post_init restriction vs tied-weight-key AttributeError; unrelated model internals." - }, - { - "left": "issue:31795", - "right": "issue:33453", - "accept": false, - "reason": "Documentation confusion in model.forward vs tokenizer loading regression; not the same underlying problem." - }, - { - "left": "issue:41669", - "right": "issue:44908", - "accept": false, - "reason": "Import-* cleanup/perf issue vs inverse_sqrt scheduler kwargs bug; no overlap." - }, - { - "left": "issue:42371", - "right": "issue:44492", - "accept": false, - "reason": "TF32 API guidance vs cache-strategy typo; unrelated." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "Broken `transformers env` command vs lazy-loading regression; different CLI/runtime paths." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Pipeline save_pretrained failure vs tied_weight_keys crash; different serialization bugs." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer ReLU issue vs Gemma4Audio positional encoding bug; unrelated components." - }, - { - "left": "issue:44492", - "right": "issue:45850", - "accept": false, - "reason": "A typo issue vs a broad v5 breakage complaint; not the same defect." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy-loading regression vs inverse_sqrt scheduler kwargs bug; no common code path." - }, - { - "left": "issue:45230", - "right": "issue:45310", + "left": "issue:43519", + "right": "issue:44485", "accept": false, - "reason": "Generic bug report placeholder vs specific Qwen3.5 MoE from_pretrained error; insufficient overlap." + "reason": "Different model-specific bugs: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." }, { "left": "issue:43519", - "right": "issue:44485", + "right": "issue:44908", "accept": false, - "reason": "Incorrect timestamp calculation in Qwen3VL processor vs GLM-5 RoPE implementation; different model subsystems." + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated code paths." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-* removal/performance issue vs VRAM leak across dataloader threads; unrelated." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Qwen3VL timestamp bug vs scheduler kwargs bug; different areas." + "reason": "Import-star cleanup and a VRAM leak are unrelated changes/failures." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion vs model loading breakage for Llama 3.2; not the same bug." + "reason": "Documentation confusion is not the same as a model-loading regression." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Docs issue vs ImportError for flash attention util; different problem statements." + "reason": "Doc issue vs import error for flash attention util; different problems." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger Kernel application bug with model_init vs old InternVL2 remote-code/meta-init incompatibility; separate load-time issues." + "reason": "Both involve model creation/loading, but one is Liger Kernel application and the other is remote-code/meta-init incompatibility." }, { - "left": "issue:43704", - "right": "issue:44485", + "left": "issue:44485", + "right": "issue:45468", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading vs RoPE implementation discussion; unrelated." + "reason": "Different models and failures: GLM-5 RoPE vs Gemma-4 audio positional encoding." }, { - "left": "issue:44485", - "right": "issue:45468", + "left": "issue:43704", + "right": "issue:44485", "accept": false, - "reason": "GLM-5 RoPE implementation vs Gemma4Audio positional encoding; different models and failures." + "reason": "VRAM leak in Qwen3ForCausalLM is not the same as a RoPE implementation issue." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 behavior API guidance vs VRAM leak; no shared defect." + "reason": "TF32 settings guidance is unrelated to a Qwen3 VRAM leak." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only still making requests vs Qwen3VL timestamp calculation; unrelated." + "reason": "Local-files-only network leakage and timestamp computation are different bugs." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Qwen3VL timestamp bug vs missing processor.save_pretrained files; different components." + "reason": "Processor timestamp math and missing save_pretrained files are unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Timestamp calculation bug vs VRAM leak in dataloader threads; not the same bug." + "reason": "Different symptoms and components: timestamp calculation vs memory leak." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-values issue in DSA indexer vs Gemma4Audio positional encoding; unrelated." + "reason": "torch.split return values in one model are unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch vs Gemma4Audio positional encoding; different failures." + "reason": "CPU offload device mismatch is a different failure than audio positional encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA q_a_layernorm vs Gemma4Audio positional encoding; separate issues." + "reason": "RMS norm epsilon config omission is a distinct bug from Gemma-4 audio encoding." }, { - "left": "issue:43704", - "right": "issue:45341", + "left": "issue:42913", + "right": "issue:43066", "accept": false, - "reason": "VRAM leak vs testing_utils bug; no common code path." + "reason": "Both concern tokenizer v5 behavior, but one is broad behavior change and the other is a specific decoder-type bug." }, { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:43704", + "right": "issue:45341", "accept": false, - "reason": "Both mention tokenizer behavior in v5, but one is a broad regression and the other a specific decoder-type mismatch; not clearly the same bug." + "reason": "VRAM leak in model inference is unrelated to a testing_utils bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs unrelated placeholder issue title; clearly different." + "reason": "Scheduler kwargs handling is unrelated to the placeholder/unemployment issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "tied_weight_keys AttributeError vs chat-template crash with tool calls; different code paths." + "reason": "Tied-weight-key handling and chat template tool-call crashes are different code paths." }, { - "left": "issue:43704", + "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "VRAM leak vs unrelated placeholder title; no overlap." + "reason": "A cache-strategy typo is unrelated to the placeholder issue." }, { - "left": "issue:41669", + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Placeholder issue is not a real duplicate of the broad v5 regression report." + }, + { + "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "Import-* refactor issue vs unrelated placeholder title; not a duplicate." + "reason": "CLIP attentions regression is unrelated to the placeholder issue." }, { - "left": "issue:43525", - "right": "issue:44861", + "left": "issue:44998", + "right": "issue:45341", "accept": false, - "reason": "Missing pad_token_id on Llama4Config vs tied_weight_keys crash; different config/serialization bugs." + "reason": "Placeholder issue and testing_utils bug are unrelated." }, { - "left": "issue:43066", - "right": "issue:44998", + "left": "issue:43525", + "right": "issue:44861", "accept": false, - "reason": "Wrong tokenizer decoder type vs unrelated placeholder title; no match." + "reason": "Missing pad_token_id and tied-weight-key AttributeError are different config/model-init bugs." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig vs tied_weight_keys crash; unrelated." + "reason": "StableLm pad_token_idx regression is unrelated to tied-weight-key crashes." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading vs ImportError for layer_type_validation; different symptoms and subsystems." - }, - { - "left": "issue:44360", - "right": "issue:44998", - "accept": false, - "reason": "DSA indexer bug vs unrelated placeholder title; no shared bug." + "reason": "Slow checkpoint loading and an import error for configuration_utils are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "fp8 inference support request vs processor.save_pretrained missing files; separate topics." + "reason": "FP8 support for Qwen3-VL/Qwen3.5 MoE is unrelated to missing processor save files." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLFlow training-job reporting bug vs slow from_pretrained checkpoint loading; unrelated." + "reason": "MLflow failure reporting and slow from_pretrained checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", - "accept": false, - "reason": "Slow checkpoint loading vs tensor parallel training bug; different issues." - }, - { - "left": "issue:31515", - "right": "issue:31795", - "accept": false, - "reason": "Slow loading vs documentation confusion; not the same underlying problem." - }, - { - "left": "issue:44230", - "right": "issue:45310", - "accept": false, - "reason": "fp8 support request vs Qwen3.5 MoE from_pretrained error; request vs bug, and different code paths." - }, - { - "left": "issue:31515", - "right": "issue:33453", - "accept": false, - "reason": "Slow checkpoint loading vs tokenizer loading regression; different failures." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, - "error_kind": null, - "error_message": null - }, - { - "label": "issue", - "component_index": 2, - "component_count": 16, - "review_unit_index": 46, - "review_unit_count": 46, - "status": "reviewed", - "reason": null, - "source": "llm", - "cache_hit": false, - "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-392", - "nodes": [ - "issue:43298", - "issue:44230" - ], - "soft_pairs": [ - "issue:43298|issue:44230" - ], - "prepared_review_unit_hash": "f4b8d4e582d421f4989132f9f9b25da59169bb9c2a138bc5d9f29d2bbb7cdc11", - "component_budget": { - "node_count": 392, - "item_count": 392, - "soft_pair_count": 1480, - "serialized_chars": 761406, - "estimated_input_tokens": 190352, - "estimated_eval_tokens": 380960 - }, - "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 1467, - "estimated_input_tokens": 367, - "estimated_eval_tokens": 990 - }, - "overflow_policy": "truncate_then_skip", - "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "The two issues are about different problems: audio continuous batching support vs. FP8 inference support for Qwen/VL/MoE models. They should not be deduplicated.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": "issue:43298 is the better representative issue because it is open and describes a concrete support gap, while issue:44230 is a separate, already-closed FP8-specific request.", - "best_pr_reason": null, - "soft_edge_verdicts": [ + "accept": false, + "reason": "Checkpoint loading slowness and tensor-parallel training bug are different issues." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading performance and documentation confusion are not the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but FP8 inference support and from_pretrained errors are not the same concrete defect." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint load and tokenizer loading regression are different failure modes." + }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Different underlying feature/bug requests with no concrete overlap: one is about continuous batching for audio models, the other about FP8 inference support for specific Qwen models." + "reason": "Continuous batching audio-model support and Qwen3 FP8 support are unrelated model-feature gaps." } ] }, @@ -15042,7 +15021,7 @@ { "label": "issue", "component_index": 3, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15058,7 +15037,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "3dcd761064374f19c980d4f34926fa32ed40df64045a28aac96ec6507e2e229a", + "prepared_review_unit_hash": "91131dfa5272590040388e3d34a8563db3c19db59f69d30f267fa11b52fd4486", "component_budget": { "node_count": 2, "item_count": 2, @@ -15080,18 +15059,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both broad community-contribution feature requests, but they target different capabilities: Flash Attention 2 support vs GGUF support. They are not the same underlying issue.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These are not duplicates: both are community contribution requests about expanding architecture support, but one is for Flash Attention 2 and the other is for GGUF, which are different features and code paths.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue for this pair; they request different functionality (Flash Attention 2 vs GGUF) despite similar wording.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a strong cluster representative because the underlying requests are unrelated feature additions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested features and code paths; one is about Flash Attention 2 architecture support, the other about GGUF architecture support. Similar framing does not make them duplicates." + "reason": "Different feature requests with different implementation targets; shared phrasing about architecture support is too broad to treat as the same issue." } ] }, @@ -15105,7 +15084,7 @@ { "label": "issue", "component_index": 4, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15128,12 +15107,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "d645ab4a25de4ffb69c96ff12779684dc2f22ddf05070fa69bfef5a6342d87ba", + "prepared_review_unit_hash": "c78a6a7f85504e1c2b350a05b8f210b767db1038d0f8d6ffb2c60dffcb3cbcee", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, + "serialized_chars": 4454, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -15141,7 +15120,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, + "serialized_chars": 4454, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -15150,48 +15129,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are translation-docs requests, but they are not the same underlying issue: one is specifically Turkish, while the others are generic placeholder-language requests. No soft duplicate edges should be merged.", - "confidence": 0.91, - "canonical_issue_reason": "issue:27088 is the only concrete, language-specific request; the others read like generic template entries rather than the same bug report.", + "summary": "These are documentation translation tracker issues, not duplicates of the same underlying task. One is specific to Turkish, while the others are generic template-like translation issues for different languages/placeholders.", + "confidence": 0.96, + "canonical_issue_reason": "issue:27088 is the only concrete, language-specific issue (Turkish) and is the oldest real instance; the others are generic placeholder variants rather than the same task.", "canonical_pr_reason": null, - "best_issue_reason": "issue:27088 is the best representative because it is specific, actionable, and not just a placeholder title.", + "best_issue_reason": "issue:27088 is the most actionable and specific issue in the cluster; the others read like template examples or generic translation placeholders.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different language requests; same broad translation theme, but not the same underlying issue." + "reason": "Same translation-request template, but no evidence they target the same language or task; different language-specific placeholders imply separate translation efforts." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Generic placeholder request versus specific Turkish request; not duplicates." + "reason": "Generic translation template vs a concrete Turkish translation issue; not the same underlying change." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "One is Turkish-specific, the other is a generic language placeholder; distinct requests." + "reason": "One is specifically Turkish, the other is a generic language placeholder; these are distinct translation tasks." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are generic translation placeholders, but they still do not identify the same concrete language or task." + "reason": "Both are placeholder-style translation issues, but they do not identify the same concrete language or doc set." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Near-identical template wording is not enough; no evidence they target the same exact translation change." + "reason": "Placeholder titles only; no evidence they are the same translation task or language." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Both are generic placeholders, but they appear to represent separate language translation tasks." + "reason": "Both are generic translation templates, but the available text does not show the same concrete target language or work item." } ] }, @@ -15205,7 +15184,7 @@ { "label": "issue", "component_index": 5, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15258,242 +15237,236 @@ "issue:43671|issue:45027", "issue:43671|issue:45177", "issue:43671|issue:44121", - "issue:43837|issue:45322", + "issue:43671|issue:43909", "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", "issue:43909|issue:44205", - "issue:43671|issue:43909", "issue:44121|issue:45322", - "issue:43837|issue:44121", "issue:43837|issue:45027", "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "0f5f3ef2a29172c8f084119bc408a4990292ffea434c456134cccd8a08027603", + "prepared_review_unit_hash": "a4b382c5787b457b5c62d4e2ab5e23e5fa2bda57fbc362f0769ccfd997fa4da7", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20704, - "estimated_input_tokens": 5176, - "estimated_eval_tokens": 10608 + "serialized_chars": 20711, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20704, - "estimated_input_tokens": 5176, - "estimated_eval_tokens": 10608 + "serialized_chars": 20711, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "A loose cluster of model-add requests across different models/modalities; they are related in theme but not duplicates of the same concrete change.", - "confidence": 0.74, - "canonical_issue_reason": "issue:43671 is the most central and discussion-rich request in the cluster, so it best serves as the representative issue, though it does not subsume the others.", + "summary": "This cluster is mostly a bundle of similar-looking but distinct model-support requests. The only loose thematic overlap is around BERT-like variants, but the issues target different concrete models or different modalities (audio/TTS/ASR, OCR, vision, sparse transformer), so they should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "issue:42738 is the broadest umbrella-style request in the set, but the cluster spans many unrelated models, so it is only a representative issue rather than a true duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43671 is the best single representative of the cluster\u2019s common pattern of model-support requests, with the strongest connectivity among the listed issues.", + "best_issue_reason": "issue:42738 is the best representative because it generalizes over the BERT-like subset while still standing apart from the unrelated audio/vision/OCR requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Both are model-add requests, but for different models; no evidence they are the same underlying change." + "reason": "Different model requests: EuroBert config vs DEIMv2." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "Different model requests (EuroBert vs Qwen3-TTS); related theme only, not the same bug/change." + "reason": "One is a BERT-family config request; the other is Qwen3 TTS support." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "Distinct model requests (EuroBert vs RF-DETR), not a duplicate fix or merged implementation." + "reason": "Different concrete models: EuroBert vs RF-DETR." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "Different models and likely different code paths; similarity is only at the request level." + "reason": "RF-DETR and DEIMv2 are separate model additions." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR and LFM2.5 Audio are unrelated concrete model integrations." + "reason": "RF-DETR is a vision detector request; LFM2.5 Audio is an audio model request." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "Object-detection model request versus weight-sparse transformer request; not the same change." + "reason": "Different model families and modalities: detection vs sparse transformer." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR and Qwen3-ASR target different models/modalities, so they should not be merged." + "reason": "RF-DETR and Qwen3-ASR are unrelated model support requests." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vs Qwen3-TTS are different integrations with no shared concrete bug." + "reason": "RF-DETR is unrelated to Qwen3-TTS support." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are separate model requests, not one underlying defect." + "reason": "NeoBERT and Qwen3-ASR are different model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT versus circuit-sparse transformer support are different implementation targets." + "reason": "NeoBERT vs OpenAI weight-sparse transformer; not the same change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "Different requested models; no sign of the same code-path problem." - }, - { - "left": "issue:36879", - "right": "issue:37015", - "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions, not duplicates." + "reason": "NeoBERT is a text model request; LFM2.5 Audio is an audio model request." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are distinct BERT-family model requests, not the same change." + "reason": "NeoBERT and ModernVBERT are different model additions." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model integrations." + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and circuit-sparse transformer requests differ in model and implementation scope." + "reason": "MiniCPM3 and the sparse transformer request target different code paths." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 architecture and ModernVBERT models are separate requests." + "reason": "MiniCPM3 vs ModernVBERT: different models, not a duplicate." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different model families and code paths." + "reason": "MiniCPM3 and Voxtral TTS are different modality/model requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated concrete model requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are separate integrations, despite both being model-support requests." + "reason": "ModernVBERT and Qwen3-ASR are different models and modalities." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT models and Qwen3-TTS are different model additions, not one merged fix." + "reason": "ModernVBERT is a BERT-like text model; Qwen3-TTS is audio generation." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "Both mention BERT-like models, but they are not the same specific model or implementation task." + "reason": "Both are BERT-like in spirit, but one is ModernVBERT and the other is a generic RoPE-themed request; not the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "RoPE BERT-like model support and Voxtral TTS support are different requests." + "reason": "BERT-like models with RoPE is unrelated to Voxtral TTS support." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are closely related, but they are still different concrete model supports and should not be merged." + "reason": "TTS support vs ASR support are distinct requests." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral-4B-TTS are different TTS model requests, not the same code change." + "reason": "Both are audio-related but one is Qwen3 TTS and the other is Voxtral TTS; different concrete models." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model integrations." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Speech-model support versus weight-sparse transformer support are different changes." + "reason": "TTS support and sparse-transformer support are unrelated." }, { - "left": "issue:43837", - "right": "issue:45322", + "left": "issue:43671", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated model requests." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models, not the same change." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are different concrete models and not the same change." + "reason": "ASR support and LFM2.5 Audio support are different model requests." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "Audio model support and SAM3-LiteText are different model requests with no shared concrete bug." + "reason": "Qwen3-ASR and EUPE are unrelated model additions." }, { - "left": "issue:43671", - "right": "issue:43909", + "left": "issue:43837", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are distinct model integrations." + "reason": "ASR support and weight-sparse transformer support are different code paths." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "Circuit-sparse transformer support and EUPE are separate model requests." + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." }, { - "left": "issue:43837", - "right": "issue:44121", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and weight-sparse transformer support are not the same underlying change." + "reason": "Sparse transformer support vs EUPE are unrelated requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different speech-model integrations." + "reason": "Qwen3-ASR and Voxtral TTS are both audio-oriented but different concrete models." }, { "left": "issue:37015", @@ -15505,7 +15478,7 @@ "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families and code paths." + "reason": "ASR support and DeepSeek-OCR2 are different modalities and models." } ] }, @@ -15519,7 +15492,7 @@ { "label": "issue", "component_index": 6, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15546,12 +15519,12 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "bd1f75549e7e948c4a2059ec3226f3950867ed854b63f64d6768a1548de5ee07", + "prepared_review_unit_hash": "97f21f81170e032d65484881909248062bc504213667abc6e95f23d3e54e5b0c", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6291, + "serialized_chars": 6290, "estimated_input_tokens": 1573, "estimated_eval_tokens": 3402 }, @@ -15559,7 +15532,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6291, + "serialized_chars": 6290, "estimated_input_tokens": 1573, "estimated_eval_tokens": 3402 }, @@ -15568,8 +15541,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only loosely text-similar; they describe unrelated bugs across different models/components, so none of the soft duplicate links should be accepted.", - "confidence": 0.93, + "summary": "These issues are not duplicates of one another; they cover unrelated bugs and a typo/doc-type issue across different models and code paths. The soft similarities are only superficial wording overlap.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -15579,49 +15552,49 @@ "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different problems in different model configs: Llama4TextL2Norm/RMS norm question vs ModernBERT norm_eps type hint." + "reason": "Different models and symptoms: Llama4 normalization behavior vs ModernBERT config type hint." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value handling is unrelated to kwargs not being forwarded to a loss function." + "reason": "Mask2Former ignore_value handling is a model-specific loss argument bug, while the other is a generic kwargs plumbing issue." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former ignore_value bug is unrelated to a tokenizer regex warning after 4.57.3." + "reason": "Unrelated bugs: missing ignore_value usage vs tokenizer regex warning after a version change." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Different subsystems and bug types: Mask2Former loss masking vs a quantization attribute typo." + "reason": "Different code areas and fixes: model loss handling vs a typo in a quantization attribute name." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Unrelated model/config issues: Mask2Former ignore_value usage vs ModernBERT norm_eps typing." + "reason": "No shared bug path; one is ignore_value logic, the other is an incorrect type hint in config." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding bug is not the same as a config type-hint error." + "reason": "Generic loss kwargs forwarding does not match a ModernBERT config annotation issue." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERT norm_eps typing and tokenizer regex warnings are distinct issues in different code paths." + "reason": "Different failure modes: config typing bug vs tokenizer regex warning regression." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint fix for ModernBERT is unrelated to a quantization typo." + "reason": "A config type hint error is unrelated to the quantization-operation typo." } ] }, @@ -15635,7 +15608,7 @@ { "label": "issue", "component_index": 7, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15651,12 +15624,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "41e626aafccdbb62551b5b352c4ca3cff4285dd58326f3ee7bec4533316257ec", + "prepared_review_unit_hash": "69d2a59271b639d5aa9fb22d8f4b18cefaa1a9689f1bd7278c843983464c339d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -15664,7 +15637,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -15673,18 +15646,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are not duplicates: one asks for Set Block Decoding, the other requests DeepSeek v3.2 support. They describe different product areas and different underlying changes.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical issue: 41084 and 43037 are unrelated topics rather than the same bug or request.", + "summary": "The two issues are not duplicates: one is about a decoding behavior change, the other requests support for a specific model version. They describe different underlying problems and should remain separate.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a good cluster representative because there is no duplicate relationship to unify.", + "best_issue_reason": "Neither issue is a clear duplicate candidate for the other; if forced to pick the more actionable standalone tracker, #43037 is more specific and easier to route to implementation work.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: block decoding behavior vs adding support for a specific model version." + "reason": "Different topics and failure modes: block decoding behavior vs model support request. No evidence they refer to the same underlying bug or change." } ] }, @@ -15698,7 +15671,7 @@ { "label": "issue", "component_index": 8, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15714,7 +15687,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "5ed04dc788aaa13b7e27d1b9d2e2bd41f89674a2154719adef789f318415912a", + "prepared_review_unit_hash": "9be16f73ef3216fcc2256e4429ef2528b4ca0ec95ebe09e73a1a69cea16efb7b", "component_budget": { "node_count": 2, "item_count": 2, @@ -15736,18 +15709,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both issues concern Trainer behavior with custom trainers, but they address different code paths: column removal vs FLOPs estimation. They are related in theme, not the same underlying bug or change, so I would not merge them as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "Issue #43598 is the more general customization concern around Trainer internals, so it is the better representative if a single issue must stand in for the cluster.", + "summary": "These two issues are both about Trainer extensibility, but they describe different problems in different code paths: one is about `remove_unused_column` customization, the other about FLOPs estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": "No clear duplicate pair here; if forced to pick, #43598 is the more specific Trainer customization issue, but it does not subsume the FLOPs-estimation complaint in #43600.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the strongest cluster representative because it directly targets a Trainer default that can block custom behavior and is phrased as a reusable design concern.", + "best_issue_reason": "#43598 is the more concrete, narrowly scoped issue about a specific Trainer behavior (`remove_unused_column`).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "They share the broad topic of custom trainers, but one is about `remove_unused_column` handling and the other is about FLOPs estimation. These are distinct behaviors and would not plausibly be merged into one issue." + "reason": "Shared theme of custom trainers is too broad; one issue is about input-column removal customization, the other about FLOPs counting. They are not the same underlying bug or change." } ] }, @@ -15761,7 +15734,7 @@ { "label": "issue", "component_index": 9, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15777,7 +15750,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "dcf8b463403553c418d1f6b2f3301478bf13e80d26680564f14e37ad94269668", + "prepared_review_unit_hash": "cade7ccf5fcc990dd61cb407a6fbcc796abca6d8be82e10d01038ab4511910ba", "component_budget": { "node_count": 2, "item_count": 2, @@ -15799,18 +15772,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are thematically related but distinct feature requests: one asks for Qwen3-Omni auto-class registration, the other for AutoModelForSequenceClassification support for Qwen3.5. They share the same broad area (AutoModel support for Qwen variants) but do not describe the same underlying bug/change.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43684 is the broader representative of the cluster because it concerns auto-registration for Qwen3-Omni across core auto classes, while 44405 is a narrower, different task for sequence classification on Qwen3.5.", + "summary": "The two issues are about different Qwen model families and different AutoModel registrations, so they do not look like duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43684 is the best issue to represent the cluster theme of missing Qwen auto-model registration support; 44405 is related but targets a different model family and task head.", + "best_issue_reason": "Issue #43684 is the broader and clearer request, but the cluster does not contain a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Both are about adding Qwen-related AutoModel support, but they target different model families and different auto classes/tasks (Qwen3-Omni registration vs Qwen3.5 sequence classification). They are not the same change and should not be merged as duplicates." + "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. They target different model configs and different auto-class code paths." } ] }, @@ -15824,7 +15797,7 @@ { "label": "issue", "component_index": 10, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15847,84 +15820,87 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "add8c6290d13a32cccd798ca3a7d3fc49f86a9addee45f16b695be20b6f4f5b4", + "prepared_review_unit_hash": "746c4bfa62a69e39e3bb17ce325baae3085937df78279e3a08cda4220f2e294e", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4265, - "estimated_input_tokens": 1067, - "estimated_eval_tokens": 2390 + "serialized_chars": 4264, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly near-empty issues; three share the same generic title, but there isn\u2019t enough content to confirm a true duplicate beyond superficial similarity. The first huggingface issue is the best representative only by age.", - "confidence": 0.41, - "canonical_issue_reason": "issue:43845 is the earliest of the three identical 'huggingface ' issues, so it is the best placeholder canonical issue for that apparent duplicate set.", + "summary": "The two 43845/43846 issues look like the strongest duplicate pair because they share the same exact title, the same body length, and were opened within seconds. 43859 has the same title but less supporting evidence, so I would treat it as a weaker possible duplicate rather than an automatic match. 43835 appears unrelated.", + "confidence": 0.63, + "canonical_issue_reason": "43845 is the best anchor because it is the earliest of the near-identical \"huggingface \" reports and has the strongest similarity to the only clearly close pair in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43845 is the best overall issue because it is one of the repeated-title reports and is the oldest among them; the 'Fett' issue looks unrelated by title.", + "best_issue_reason": "43845 is the best representative issue: it is earliest among the repeated-title reports and the closest duplicate evidence is centered on it.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no body/details to show the same underlying issue; similarity is too weak to merge." + "reason": "The titles are unrelated and there is no concrete evidence that these describe the same bug or request." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no concrete problem description; cannot confirm a duplicate." + "reason": "Different title and no technical overlap is shown in the packet, so this is not enough to treat them as duplicates." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no evidence they describe the same bug or request." + "reason": "No meaningful overlap beyond being closed issues; the visible metadata does not support a shared underlying problem." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Identical generic titles, but the issues are empty enough that I can\u2019t verify they are the same underlying report." + "accept": true, + "reason": "These are the strongest match in the cluster: same exact title, same body length, and very close creation times, which is consistent with a duplicate report." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Same broad title only; no substantive description or linkage proving a duplicate." + "reason": "Same title, but the later creation time and different body length make the evidence too thin to confidently accept this as the same issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Same broad title only; insufficient evidence to treat them as the same issue." + "reason": "Same-title similarity alone is not enough here; the differing body length and lack of concrete shared details make this too uncertain." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the soft-edge verdicts are a bit too strong for the evidence provided. The packet only shows repeated titles, body lengths, and soft_similarity; it does not expose body text or any concrete technical overlap. In particular, saying the huggingface pairs are duplicates is plausible, but not enough to confidently accept all three pairwise matches, and 43859 is not created seconds apart from the others. Please keep the verdicts more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 11, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15951,88 +15927,88 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "fcf4f4b03494c3aec8fc43a0ead5fb6279d7479ecd1c53ce95528e97496a0fe5", + "prepared_review_unit_hash": "dfc2648379629122ef44e3ddda42ce1729135564b4edacf992cc87de6fa36f8a", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All candidates are extremely low-information or spam-like issues, with no concrete bug report, code path, or change description to support duplicate merging.", - "confidence": 0.08, - "canonical_issue_reason": null, + "summary": "This cluster is mostly low-information spam-like issues with no clear shared bug or change. The only semi-descriptive item is the documentation enhancement suggestion, but it does not match the spam-titled issues or the Google LLC post.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44418 is the only non-spam, somewhat descriptive issue title, so it is the least-bad anchor for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the only non-\"\" item, but it is still far too generic to serve as a reliable canonical representative.", + "best_issue_reason": "Issue 44418 is the most suitable issue overall because it is the only one that looks like a real, discussable topic rather than spam text.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are just spam placeholders; identical low-information titles are not enough to confirm the same underlying issue." + "reason": "Both are titled '', but there is no evidence they describe the same underlying issue; identical spam labels alone are not enough." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders with no concrete description, so duplicate status cannot be established." + "reason": "Both are titled '', but the cluster lacks any real bug/change details to confirm duplication." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "Spam placeholder vs. generic documentation suggestion; no shared technical problem is evident." + "reason": "Spam placeholder vs. documentation enhancement request; clearly different topics." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and an unrelated titled issue; no same underlying bug or change." + "reason": "Spam placeholder vs. unrelated 'Check out \"Google LLC\"' post; no shared underlying issue." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion vs. spam placeholder; no concrete overlap to justify a duplicate merge." + "reason": "Documentation enhancement request does not match a spam-titled issue and there is no shared concrete problem." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion vs. spam placeholder; insufficient evidence of the same issue." + "reason": "Documentation enhancement request vs. spam placeholder; not the same change or bug." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Both are spam placeholders, but there is no substantive report to confirm they are the same issue." + "reason": "Same spam-style title, but insufficient evidence of a real duplicate issue; reject on lack of concrete shared problem." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated title; no shared bug/change can be inferred." + "reason": "Spam placeholder vs. unrelated Google LLC post; no basis for duplication." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder vs. unrelated title; no evidence they describe the same underlying issue." + "reason": "Spam placeholder vs. unrelated Google LLC post; no basis for duplication." } ] }, @@ -16046,7 +16022,7 @@ { "label": "issue", "component_index": 12, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16062,12 +16038,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "482033f6495dbe4d573dc439c5da58257a381a80400e5ee72a5526f27595179c", + "prepared_review_unit_hash": "8c8de585d652cb22611b4431e3d7e03393c795c4069c94d1a8cada8548f8c55e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16075,7 +16051,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, + "serialized_chars": 1646, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -16084,24 +16060,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are strong duplicate candidates: they share the exact title and have a soft-similarity signal, so #45145 is the best canonical anchor because it also has an inbound reference. The evidence is suggestive rather than conclusive from the packet alone, so the wording should stay conservative.", - "confidence": 0.78, - "canonical_issue_reason": "#45145 is the better canonical issue because it has the exact same title as #45151 and an inbound reference, making it the more natural deduplication anchor.", + "summary": "These two closed issues are likely duplicates: they have the same title, very similar metadata/body length, and no distinguishing links or filenames. Since we do not have the full body text, this should be treated as a tentative duplicate call rather than a definitive one.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the slightly better canonical issue because it was created first and already has an inbound reference, making it the more natural anchor if these are the same report.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best single issue to keep as the primary thread because it has the same title as #45151 and slightly more anchoring evidence via one inbound reference.", + "best_issue_reason": "#45145 is the best issue candidate for the same reason: earlier creation time plus an inbound reference make it the most suitable discussion thread, assuming this is a duplicate pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "The issues have identical titles and a soft-similarity signal, which is enough to treat them as likely duplicates; the packet does not justify stronger claims about the bodies being identical." + "reason": "Likely duplicate: identical title and closely matching metadata, with no distinguishing links or files. Without the body text, this is a cautious acceptance rather than a strong certainty." } ] }, "evaluator_result": { "accept": false, - "feedback": "Rejecting because the analyst overstates the evidence. The packet supports that these two issues have identical titles, similar body lengths, and a soft-similarity signal, so a tentative duplicate/canonicalization choice is reasonable. But it does not ground stronger claims like \u201cequivalent,\u201d \u201csame underlying issue/proposal,\u201d or \u201cnear-identical content,\u201d since the actual bodies are not provided here. The canonical choice based on the inbound reference is plausible, but the explanation should stay conservative and avoid asserting equivalence beyond the available evidence." + "feedback": "The linkage is plausible, but the conclusion is a bit stronger than the packet supports. We only have identical titles, similar body lengths, and no distinguishing links/files; we do not have the body text to justify claims like \"near-identical scope/body\" or \"no evidence of distinct underlying problems.\" Please soften this to a tentative likely-duplicate assessment rather than a definitive duplicate verdict." }, "evaluator_used": true, "retried": true, @@ -16112,7 +16088,7 @@ { "label": "issue", "component_index": 13, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16166,7 +16142,7 @@ { "label": "issue", "component_index": 14, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16182,40 +16158,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "12e0cb68395e80eb51dc8c0d6d32e173e24e6f651f04db123fad82d559359831", + "prepared_review_unit_hash": "2e6759b153cd765337e18b208a5a9e416740d6a7541c900274322d4e54a34a33", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1667, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1667, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different 4-bit inference bugs in different code paths: one Gemma4/audio-module dtype failure, and one BitsAndBytesConfig skip-module regression that drops the default lm_head exclusion.", - "confidence": 0.97, - "canonical_issue_reason": "No canonical duplicate here: 45672 is a model-/audio-module-specific torch.finfo(uint8) failure, while 45674 is a separate BitsAndBytesConfig behavior bug around llm_int8_skip_modules and lm_head exclusion.", + "summary": "These are both 4-bit inference bugs, but they affect different code paths: one is a Gemma4/audio-module torch.finfo TypeError on uint8 weights, the other is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. They are related in theme, not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45674 is the better representative of the cluster because it describes a broader BitsAndBytesConfig regression with clearer general applicability, whereas 45672 is model/module-specific and targets a different failure path.", "canonical_pr_reason": null, - "best_issue_reason": "If a single representative is needed, 45674 is the better anchor because it describes a broader configuration regression in the 4-bit inference path rather than a Gemma4-specific symptom.", + "best_issue_reason": "If one issue must stand in for the cluster, 45674 is the stronger canonical candidate due to its more general 4-bit inference impact and clearer configuration-level trigger.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Different underlying bugs and code paths; they share only the broad setting of 4-bit inference, not the same failure mechanism." + "reason": "Different underlying bugs: 45672 is a torch.finfo TypeError in Gemma4 audio modules with uint8 weights, while 45674 is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion. Same broad subsystem, but not the same fixable code-path problem." } ] }, @@ -16229,7 +16205,7 @@ { "label": "issue", "component_index": 15, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16245,7 +16221,7 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "09ef3629fe4bf4008508129d84ee78175a2ac4742b404487c56d7a68b150b2be", + "prepared_review_unit_hash": "ea43e4c925d654efae8b31e52008ceb41199b4888759177f6091736d7355c78d", "component_budget": { "node_count": 2, "item_count": 2, @@ -16267,18 +16243,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two closed issues are just person-name/date strings with no body or technical context. They do not appear to describe the same underlying bug or request, so the soft duplicate edge should be rejected.", - "confidence": 0.99, - "canonical_issue_reason": "No clear canonical issue: both issues lack any technical description or evidence of representing the same problem.", + "summary": "The two closed issues are not duplicates of the same bug; they are unrelated, name-and-date-only entries that look like stray/spam issues. No PRs are present.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the titles refer to different people and dates, with no shared problem statement or code-related context.", "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong representative; if forced, issue:45762 is not meaningfully better than issue:45763 because both are empty and unrelated.", + "best_issue_reason": "Issue 45762 is only marginally preferable as a representative because it was created slightly earlier, but neither issue is a meaningful cluster canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "The titles are different personal names with different dates, and both issues have no body or shared technical context; they do not look like the same underlying bug or change." + "reason": "Different names and different dates; there is no indication they describe the same underlying issue." } ] }, @@ -16292,7 +16268,7 @@ { "label": "issue", "component_index": 16, - "component_count": 16, + "component_count": 17, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16308,30 +16284,30 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "ecacae9277ea9df8d501f10c11ffd3866b6f7fc70f0cac599b06e1db8d821e00", + "prepared_review_unit_hash": "2c5268ab3f3b595eb4904cd30d316c74ae810db8719cc8878a035deb4c560926", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster contains two closed issues with unrelated name/date-style titles and no bodies or links. There is no evidence they describe the same bug, request, or change.", - "confidence": 0.98, + "summary": "The pair does not look like duplicate triage candidates; both are closed issues with only personal-name/date titles and no shared technical context. There is no PR data in this cluster.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -16341,7 +16317,7 @@ "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles appear to be unrelated personal records with different names and dates; there is no shared technical problem, code path, or issue context." + "reason": "Reject: the titles are unrelated names/dates and there is no evidence of a shared bug, request, code path, or issue target." } ] }, @@ -16352,6 +16328,124 @@ "error_kind": null, "error_message": null }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "b52714ffbe5c2907ff5e1063430b5113fc21b81d143dece8f875b95a62d5d7f1", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two clear duplicate pairs stand out: 45870/45871 are the same example issue, and 45872/45873 are the same DataForge service issue. 45869 is related to financial data but describes a different artifact and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "Use 45870 as the representative for the identical 'Example: Financial time series prediction with DataForge' pair because it is the earliest of the duplicate issues; 45872 is the representative for the separate identical 'DataForge: Financial time series + scraping service' pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue to keep among the example duplicates because it is an exact match with 45871 and was created first. It is not a universal canonical for 45869 or the 45872/45873 pair, which are separate topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same general financial-data theme, but 45869 is a dataset bundle request while 45870 is an example/tutorial issue; not the same underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different scope: dataset bundle vs example issue. Similar wording is not enough to treat them as duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and matching body size; these look like duplicate reports of the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "They mention related financial time-series/DataForge concepts, but one is an example issue and the other is a scraping-service topic; not the same concrete issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: related theme, but different underlying request and not mergeable as one issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "These are distinct issue types and scopes; they share only a broad financial/DataForge context." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related subject matter, but not the same underlying bug/change or request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and matching body size; these appear to be duplicate reports of the same DataForge service issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays conservative. The two exact-title/body-length pairs (45870/45871 and 45872/45873) are reasonably treated as duplicates, and 45869 is appropriately kept separate based on its distinct title/scope. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, { "label": "pull_request", "component_index": 1, @@ -16360,8 +16454,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-39895-13", "nodes": [ @@ -16563,8 +16657,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40546-2", "nodes": [ @@ -16626,8 +16720,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-40755-2", "nodes": [ @@ -16752,8 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#45081 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45561-3", + "canonical_pr_number": 45645, + "duplicate_pr_numbers": [ + 45639 + ], + "target_issue_number": 45561, + "reason": "PRs in cluster-45561-3 are treated as duplicates because they converge on issue #45561 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-45647-3", + "canonical_pr_number": 45738, + "duplicate_pr_numbers": [ + 45737 + ], + "target_issue_number": 45647, + "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260511T000025Z/analysis-runs/hybrid-model-20260511t000025z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260511T000025Z/analysis-runs/hybrid-model-20260511t000025z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..a200c4d74115629c0151048a97502086921b57c3 --- /dev/null +++ b/snapshots/20260511T000025Z/analysis-runs/hybrid-model-20260511t000025z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19178 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260511T000025Z", + "generated_at": "2026-05-11T00:06:49Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "2f339112622e1a820b13dc9c8f2f66d8aff0cbeb8de1171b999dcb914837e825", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2479, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "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 issues do not look like true duplicates. Two are model-loading related by wording, but one is about private-model authentication/error messaging and the other is about a specific public model failing to load; the Tapas tokenization issue is unrelated.", + "confidence": 0.74, + "canonical_issue_reason": "Issue #16618 is the broadest and most central-looking report in the set, with the highest discussion activity and a generic model-loading failure title.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best single issue to keep as the representative because it is the most general user-facing failure among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch is a different problem from failing to load bert-base-uncased; no shared code-path is evident from the titles alone." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model downloads/loading, but #15980 is specifically about private-model auth and bad messaging, while #16618 concerns a public model load failure; these are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45823", + "issue:45874" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:44805|issue:45823", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43039|issue:45161", + "issue:43975|issue:44457", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43541|issue:43716", + "issue:43716|issue:45685", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290" + ], + "prepared_review_unit_hash": "f22b973a85cc4b498654d4ca06138c045e4ebeebe47fc5e6e48cba0b749f97f5", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 69, + "serialized_chars": 48327, + "estimated_input_tokens": 12082, + "estimated_eval_tokens": 24420 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous issue reports. The only soft edge that looks like the same underlying bug is the pair about DeepSpeed ZeRO-3 with BertModel causing an index-out-of-bounds error; all other candidate pairs should be rejected.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43596 is the best canonical because it is the earlier, clearer report for the only true duplicate pair: both 43596 and 43638 describe the same DeepSpeed ZeRO-3/BertModel initialization bug that triggers an index-0 out-of-bounds error.", + "canonical_pr_reason": null, + "best_issue_reason": "43596 is the best representative issue in this set because it matches the only accepted duplicate edge and has the broader, cleaner description of the bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures: one is a missing config attribute, the other is a streaming chat/completions failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different models and causes: AMD GPU failure for GPT-OSS-20B vs an MPS histogram kernel limitation for MoE." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to GPT-OSS-20B AMD GPU failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS AMD GPU issues." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific problems: GPT-OSS AMD GPU failure vs GraniteMoEHybrid invalid-method call." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen3-8B-NVFP4 runtime error is not the same as GPT-OSS-20B failing on AMD GPUs." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different model/export issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export failure and Qwen3 auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanup, but they cover different removed CLI/pipeline references and are not the same bug/change." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT ONNX export has nothing to do with the GenerationMixin import failure." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask shape mismatch during indexing is unrelated to Gemma4 PLE device placement mismatch." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are IndexError-style reports, but one is ZeRO-3/BertModel init and the other is a mask/tensor length mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel index error is a different failure from the mask-shape mismatch report." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different symptoms and code paths: mask indexing error vs Qwen3.5 embeddings unpacking in TRL SFT trainer." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Jamba-v01 collective mismatch is unrelated to the BertModel ZeRO-3 index error." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same underlying bug: DeepSpeed ZeRO-3/BertModel initialization hits an index-0 out-of-bounds error; the titles differ only in framing and specificity." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and GPT-OSS MoE tensor-parallel failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization and LoRA merge/reload output mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen3-8B-NVFP4 runtime failure is unrelated to LoRA weight merge/save inconsistency." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "FSDP activation-checkpoint recomputation mismatch is a different bug than the mask/tensor length error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the reported failures are different: 2-D weight runtime error vs collective mismatch on ranks." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "BertModel ZeRO-3 init error is unrelated to GPT-OSS MoE tensor-parallel breakage." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation checkpointing/FSDP mismatch and CustomTrainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel index error is unrelated to GPT-OSS MoE TP failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid-method call are different problems." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern/vLLM and Mistral tokenizer regex patching are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Both are Gemma4-related, but one is a device-map forward mismatch and the other is an expensive reverse-embedding lookup; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch-version incompatibility is not the same as the Qwen3-8B-NVFP4 runtime error." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map CUDA assert are different failures." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 input-embedding/TRl trainer issue is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm tracing error is unrelated to the Mistral-3 dtype mismatch." + }, + { + "left": "issue:43716", + "right": "issue:45685", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to the MPS histogram kernel limitation." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and failure modes: autocast dtype mismatch vs NVFP4 runtime error." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy behavior and Phi-tiny-MoE autocast mismatch are unrelated." + }, + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Qwen3.5 config attribute error and chat/completions streaming failure are distinct issues." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat-ish behavior, but one is a crash in transformers chat and the other is a streaming API failure on a different model size." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head weight-tying bug and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7 test loading problem and NemotronH checkpoint loading problem are different model-specific failures." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs regressions: return_all_scores in TextClassificationPipeline vs removed transformers run command." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding_window_pattern issue and Qwen3 CUDA assert are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility and PretrainedConfig pydantic-field breakage are different problems." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel init error is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper-large-v2 loading failure and PretrainedConfig pydantic regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Chat crash and streaming inference failure are different Qwen3.5 bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Mistral3 lm_head tying bug and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Both are load failures, but for different models and with different likely causes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 test load issue is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding_window, but the models and bugs differ: Gemma3 config attribute vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask-length mismatch and ZeRO-3 BertModel index-out-of-bounds are different errors." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility is unrelated to the pydantic PretrainedConfig field regression." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "DeepSpeed ZeRO-3 BertModel init bug is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model loading failure and PretrainedConfig pydantic issue are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 chat/streaming failures with different symptoms and models." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Different models and error types." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and checkpoint-loading logic bug are not the same underlying issue." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Test loading failure for GLM-4.7 and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Unrelated model/runtime failures despite both being recent inference bugs." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 embedding unpacking issue is unrelated to GPT-OSS MoE tensor-parallel failure." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral torch-dynamo tracing failure and Phi-tiny-MoE autocast mismatch are different bugs." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and error mechanisms." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call path is unrelated to the tensor mask shape mismatch." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 zero-3 loading failure and BertModel zero-3 index error are different model-specific bugs." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues for v5 removals, but they reference different removed behaviors and should not be merged." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3-vl StopIteration on video embedding." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to the MPS histogram kernel error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3-vl video StopIteration and MPS histogram kernel failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy routing is unrelated to Phi-tiny-MoE autocast mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch and Trainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing issue and GenerationMixin import failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft edge is well-supported by the packet: 43596 and 43638 have nearly identical DeepSpeed ZeRO-3 / BertModel index-out-of-bounds reports. The rest of the soft edges are appropriately rejected as unrelated or at most loosely similar. No mergeability concerns since this is an issue-only cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:39186", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45542", + "issue:45632", + "issue:45698", + "issue:45800", + "issue:45823" + ], + "soft_pairs": [ + "issue:44841|issue:45084", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:45020|issue:45800", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:40990|issue:44960", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054" + ], + "prepared_review_unit_hash": "834dbbf656f28dee7ab7880cd7308af40fb4f15ff87b18b13ca9fd86656ce448", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37492, + "estimated_input_tokens": 9373, + "estimated_eval_tokens": 19002 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers issues grouped by superficial lexical similarity. The only clear duplicate subcluster is the v5 non-persistent-buffer corruption regression (`from_pretrained()` / `register_buffer(persistent=False)`), where the reports describe the same underlying bug from different angles.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43950 is the clearest and most complete statement of the shared non-persistent-buffer regression, and it subsumes the shorter v5 reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative because it precisely describes the bug, names the regression scope, and is broad enough to cover the related duplicate reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Different failures: processor/model loading bug vs torch compile error on non-template nodes; no shared code-path bug." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "A version incompatibility report is not the same bug as a Gemma4 device-map forward mismatch." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but they occur in different contexts/models and point to different underlying causes." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GPT-OSS GGUF architecture support are unrelated issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing `pad_token_idx` after v5 update is not the same as the pydantic `PretrainedConfig` field regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "int4 quantization OOM and tied-weights issues are different regressions." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different model families and different failures: grouped_mm tracing error vs TP support on GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to streaming chat/completions failures on Qwen3.5." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "`init_empty_weights` constructor argument error is unrelated to the `PretrainedConfig` pydantic field regression." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code model breakage and torch/transformers compatibility are different problem classes." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GPT-OSS GGUF support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to the pydantic config regression." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing error and missing Float8 storage are distinct runtime failures." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Similar IndexError wording, but the affected path/model differs and the reports do not describe the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 text embedding quality and SigLIP2 AutoModel/pipeline nonsense outputs are related domain-wise but not the same concrete defect." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "Undefined TensorFlow backend error and torch/transformers incompatibility are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a generic GLM5 issue are not the same underlying bug." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image preprocessor dtype mismatch and Qwen3.5 embedding unpacking fail are different code paths." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight error and Qwen3.5 SFT embedding unpacking are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote-code/custom modules, but one is a cache-path collision and the other is loading the wrong module after save/load; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they target different models and different failure modes; too broad to merge." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook custom model initialization regression is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weight regressions." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA indexer discussion and a docs typo are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied weights in translation models are different issues." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to tied-weight regressions." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo and a removed-run-command docs issue are separate documentation problems." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and NVFP4 runtime errors are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same v5 regression where non-persistent buffers are corrupted/fill with junk during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "`43644` and `43950` are the same non-persistent-buffer corruption bug, with `43950` providing the broader `from_pretrained()` framing." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime errors and GraniteMoEHybrid invalid-method calls are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 documentation errors and SigLIP2 text-embedding quality regressions are not the same defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet, and the only accepted duplicate subcluster is well supported by the issue titles/descriptions around the v5 non-persistent-buffer corruption bug. The remaining soft-edge rejections are conservative and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44910", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43881|issue:43883", + "issue:41762|issue:42915", + "issue:42491|issue:44368", + "issue:43782|issue:44960", + "issue:43975|issue:44451", + "issue:45685|issue:45823", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:43404|issue:43950", + "issue:43742|issue:45399" + ], + "prepared_review_unit_hash": "ae7b69b56eb4cddbf0520f02f0e14769dd55e6c5acb22e9bf55d6ed777be2137", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37385, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated issue reports. The only clear duplicate pair is the docs cleanup around removed v5 pipeline tasks; no PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 44509 is the broadest and most explicit tracker for the docs problem about stale v5 pipeline-task references; 43827 is a narrower duplicate of the same documentation gap.", + "canonical_pr_reason": null, + "best_issue_reason": "44509 is the best single issue to keep because it cleanly captures the underlying docs cleanup and is more comprehensive than the overlapping ticket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both involve Qwen3.5 attention/position-id problems, but one is an autocast dtype mismatch and the other is a FlashAttention/SDPA numerical failure; not the same bug." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Both are runtime errors, but one is a custom Trainer signature mismatch and the other is a model-loading index error for Gemma3; different code paths." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "An import error for AutoImageProcessor is unrelated to a torch/transformers version incompatibility causing model loading issues." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption for Ovis2 is not the same as generic loading noise; different artifacts and failure modes." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are dependency/storage-related TypeErrors, but one is bitsandbytes Int8Params and the other is a missing Float8 storage type; different underlying incompatibilities." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality regression and broad tokenization changes are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "A bad AutoTokenizer error for Voxtral and a missing all_tied_weights_keys attribute on Molmo are unrelated model-loading bugs." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2, but one reports zero probabilities while the other reports weaker text embeddings; too different to merge." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5 and position/rotary logic, but one is a FlashAttention crash from 3D position_ids and the other is CPU offload incompatibility; separate fixes." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer loading and glm-4v-9b loading are different model-specific failures." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing/PEFT behavior is unrelated to int4 quantization memory growth." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2 discrepancies, but one is a user-facing embedding-quality complaint and the other is an HF-vs-JAX implementation mismatch; not clearly the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic transformer-loading noise and inability to load a specific model are too broad to treat as duplicates." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Missing fields in AutoConfig with trust_remote_code and general remote_code breakage overlap conceptually, but they are not the same specific failure." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "A detokenization regression for DeepSeek Coder is unrelated to a flash_attn import KeyError on Python 3.13." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "DeepSeek detokenization and AMD GPU support for GPT-OSS are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they involve different models and different failure conditions." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing and Qwen3 MoE memory usage are different training-path issues." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are load-time errors, but one is a glm-4v-9b failure and the other is a missing attribute on Molmo; unrelated." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading and Qwen3 MoE fine-grained FP8 failures are distinct model/runtime interactions." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A Qwen3 MoE LoRA compatibility issue is not the same as a warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 are unrelated model-specific issues." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "DeepSeek Coder detokenization and inability to load ScandiBERT are unrelated regressions." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "A MoE MPS histogram error and a Gemma4 device-map mismatch are separate backend/device bugs." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "An import error for Qwen2.5-VL and a bitsandbytes Int8Params TypeError do not share the same code path." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code breakage and Gemma4 PLE device mismatch are different regressions." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "A tokenizer-mapping edge case in add-new-model-like is not the same as broad remote_code breakage." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and flash-attn fallback logic are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3.5 autocast dtype mismatch and Gemma4 device mismatch are different model/backend failures." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote_code regressions and Kimi-K2.5 tokenizer regression are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral regex patch crash and flash-attn fallback gating are different issues." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both report stale docs still referencing removed v5 pipeline tasks; 44509 is the broader duplicate tracker." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "LM-head weight tying in Mistral3 and non-persistent buffer corruption on from_pretrained are unrelated state-initialization bugs." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading failure and flash-attn fallback blocking are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is conservative and grounded in the packet. The only accepted duplicate pair (43827 vs 44509) is clearly aligned by title, and the remaining soft-edge verdicts stay on the safe side by distinguishing different model/error paths. No PRs are present, so the PR note is also consistent." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43792", + "issue:43824", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:43957", + "issue:44155", + "issue:44220", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44805", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45538", + "issue:45584", + "issue:45588", + "issue:45663", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:43792|issue:44220", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43638|issue:45823", + "issue:43872|issue:44291", + "issue:43940|issue:45313", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:43257|issue:45305", + "issue:36331|issue:41093", + "issue:44928|issue:45588", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43824|issue:43957", + "issue:43645|issue:43646", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:44560|issue:44918", + "issue:43950|issue:45325", + "issue:36010|issue:42915" + ], + "prepared_review_unit_hash": "e066287aa8a3c89e68e491680c31fad38cfa2451d452ab3020086f2c706fa3b9", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37386, + "estimated_input_tokens": 9347, + "estimated_eval_tokens": 18950 + }, + "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 reports, especially model-loading / init / remote-code issues in v5.x, plus several unrelated model-specific bugs. Only a few soft pairs look like true duplicates.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella for the recurring theme in this set: recent Transformers versions breaking model loading and remote_code-based models. The rest of the items are mostly narrower manifestations or separate bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the most reusable triage anchor because it covers the widest share of the loading-regression reports, while the other candidates are more specific to one model family or one exact failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-related, but one is a generic Whisper runtime failure and the other is a specific fbank extraction issue; not enough evidence of the same bug." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Both mention recent-model regressions, but one is a Qwen3-MoE FP8 failure and the other is a broad remote_code loading regression; different concrete problems." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different model families and different failure modes: Qwen3 MoE weight conversion vs a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "ZeRO-3 training on a non-pretrained BERT model and a Gemma4 device-mismatch forward error are unrelated." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Both describe the same `_is_hf_initialized` incompatibility during model loading / init, just surfaced through bitsandbytes vs init_empty_weights." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 weight-loading failures, but they target different Qwen generations and the titles do not establish the same root cause." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3-MoE FP8 behavior and a bitsandbytes `_is_hf_initialized` incompatibility are different bugs." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading reports, but they concern different models and different symptoms." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash load issues and NemotronH checkpoint-loading failures are unrelated model-specific bugs." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "One is Qwen3 MoE weight conversion under accelerate+deepspeed; the other is gradient averaging with GAS and DeepSpeed." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different training-path errors: a Trainer API signature mismatch vs a tensor mask shape mismatch." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Both involve attention behavior, but one is a Qwen3.5 SDPA/position_ids regression and the other is a flash_attention crash on sink-less models." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Bitsandbytes constructor incompatibility and CLIPTokenizer max-length handling are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "These are the same generic mask-vs-indexed-tensor shape-mismatch error pattern and appear to be duplicate reports of the same underlying indexing bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both mention loading problems, but one is a bad error message for Voxtral and the other is a model-loading failure for sleng-bert." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3.5 linear_attention/paged-attention failure and NemotronH checkpoint loading are different issues." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both point to the same Qwen3/Qwen3.5 video-input regression in Transformers 5.3.0, with 44560 being a specific manifestation." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-shape error and void segmentation-map processing are unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and a Phi-tiny-MoE autocast dtype mismatch are not the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states handling and a device_map auto device mismatch are separate Gemma4 problems." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Whisper empty-transcription generation failure are different audio bugs." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3-MoE sliding_window behavior do not match." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption in from_pretrained and a long-OCR index error in Kosmos2.5 are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "These are different attention-path crashes: torch.compile+SDPA on Bamba vs 3D position_ids misread as packed sequence on Qwen3.5." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "A missing Qwen2.5-VL import and a meta-device loading regression are related only at a very broad loading level, not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These are effectively the same custom-model initialization regression in Transformers 5.0.0; 43645 is just the Jupyter-specific report." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF gpt-oss support and missing Float8 storage are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 failure and meta-device loading regressions are different concrete issues." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen3-family inputs, but video StopIteration and SFT embedding unpacking are different code paths and symptoms." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Buffer restoration regression and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3-MoE FP8 failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering summary is grounded in the packet and stays mostly conservative. The broad anchor on 45020 is defensible, and the accepted soft pairs all have strong title-level or root-cause overlap (_is_hf_initialized, identical mask-shape IndexError, the v5.3.0 Qwen3 video regression, and the custom-model init regression). The rejected pairs also avoid overclaiming similarity. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44075", + "issue:44387", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45030", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45812", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:44877|issue:45030", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:38175|issue:39692", + "issue:44960|issue:44977", + "issue:45488|issue:45812", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:41720|issue:42915", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:42491|issue:43931", + "issue:43856|issue:43873", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:36010|issue:39404", + "issue:45276|issue:45335" + ], + "prepared_review_unit_hash": "fe6c9c2766dd778e68ef53685144e643f0a33c4ed6f9cfaf435a42fd7a633520", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37487, + "estimated_input_tokens": 9372, + "estimated_eval_tokens": 19000 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous mix of Transformers bugs. Only a few soft pairs look like true duplicates, especially the non-persistent-buffer regression and a couple of repeated model-output/token embedding regressions; most other pairs are only superficially similar.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 44534 is the best representative because it states the core bug broadly and clearly, and it has an exact duplicate in 43644 about the same non-persistent-buffer corruption regression in v5.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44534 is the strongest single issue to anchor on: it is generic, reproducible, and closest to a clean one-bug/one-fix report among the items here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: tokenizer-mapping model registration failure vs Gemma4 device-mismatch during forward." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 base model regression where inference gives wrong/near-zero outputs with AutoModel/pipeline." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated failures: _is_hf_initialized / v5 initialization flag issue vs Kosmos2.5 long-ocr index error." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different concrete failures: Qwen3-VL video StopIteration vs a mask/tensor shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but they are different model/config failures with no clear same underlying bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero3/BertModel indexing bug is unrelated to the tokenizer-mapping registration failure." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different code paths and symptoms: Zero3 init BertModel index error vs add-new-model-like tokenizer mapping bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "No shared underlying bug; this is tokenizer-mapping registration versus a tensor mask-shape index error." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Both are offloading/memory related, but one is dequantized model loading and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same non-persistent-buffer junk regression in Transformers v5; these look like duplicate reports of the same bug." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but one is bad inference output and the other is a docs example with model/processor mismatch plus quantization issues." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific flash-attention problems on different models and failure modes." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and different layers of the tokenizer stack." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading vs incorrect visual encoder keys on save." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are BERT-model loading failures, but the reports are too model-specific and do not show the same concrete root cause." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different bugs: Qwen3 MOE LoRA compatibility vs BitNet packed-weight loading." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Both are Qwen3-related, but the failures are unrelated: device-mapping CUDA assert vs FineGrainedFP8Config load failure." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint max_steps math bug is unrelated to optimizer-argument handling." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures with no shared code-path evidence." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE LoRA loading vs resize_token_embeddings behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Different issues: Qwen3Moe FP8 loading vs disabling mmap to avoid OOM." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MOE accelerate/deepspeed conversion bug is unrelated to the GLM-4.7-Flash test loading issue." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Related model family, but one is a documentation/example bug and the other is an inference regression; not the same concrete bug." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure modes: Qwen3-MoE LoRA compatibility vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training-memory usage issue is different from quantization offloading behavior." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but they affect different models and do not clearly share one concrete fix." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Non-persistent-buffer corruption is unrelated to the Jupyter custom-model initialization problem." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is Qwen3 MoE training efficiency and the other is int4 reserved-memory/OOM regression." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but the bugs are different: packed-sequence misinterpretation vs s_aux=None AttributeError." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Unrelated issues: Qwen3-MoE hf4.x/hf5.x loading incompatibility vs resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language regression." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying resize_token_embeddings regression: output embeddings are not updated, with Gemma4 and t5gemma as model-specific manifestations." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays within the packet evidence and the accepted soft pairs are conservative: the two duplicate calls are well-supported by matching bug descriptions/titles, and the rejected pairs are mostly clearly different failure modes. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44589", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44164|issue:44291", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43335|issue:45663", + "issue:43873|issue:44387", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44387|issue:44756", + "issue:44155|issue:45823", + "issue:43854|issue:45216", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:43957|issue:44756", + "issue:44743|issue:44960", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43646|issue:43708", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:44402|issue:44451", + "issue:43828|issue:43957", + "issue:43425|issue:43828", + "issue:39404|issue:45701", + "issue:44589|issue:44756", + "issue:44683|issue:45823" + ], + "prepared_review_unit_hash": "c5425b9b56a7fca99c5e9a318d7b469a7cbd7aac49a5be53fcee23c3d927a23e", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38200, + "estimated_input_tokens": 9550, + "estimated_eval_tokens": 19356 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a collection of unrelated model-loading, quantization, checkpointing, and config regressions. The only clear duplicate-like subset is the resize_token_embeddings/output_embeddings reports around issues 45276/45292/(possibly 45335); everything else looks too model- or code-path-specific to merge.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the full set; within the only plausible duplicate subset, issue 45292 is the best anchor because it states the generic resize_token_embeddings/output_embeddings symptom without narrowing to one model.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the broadest and most reusable report in the resize_token_embeddings cluster, so it is the best representative if that subset is triaged together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Both are load/save failures, but one is about extra_state serialization and the other about init_empty_weights receiving an unexpected argument; different code paths and fixes." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but they affect different model classes and likely different implementations; not enough evidence of the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Completely different symptoms and subsystems: device-mapping CUDA assert versus batched inference token/embedding leakage." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are model loading problems for BERT-like models, but the described failures differ and there is no clear shared root cause." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device loading failures are distinct regressions with different trigger conditions." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Documentation/example errors and a GLM5 model issue are unrelated." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and a T5 apex RMSNorm memory leak are unrelated bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer config creation and Gemma4 FSDP2 shared_kv_states KeyError are different model/config issues." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization and memory pressure, but one is offloading behavior and the other is increased reserved memory/OOM; too broad to be the same bug." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different models and failure modes: Gemma4 FSDP2 KeyError versus Qwen multimodal config unwrapping." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: FSDP2 shared_kv_states versus CPU-offload compatibility in rotary embedding." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected init_empty_weights argument and disabling mmap for Strix Halo OOM are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is quantization OOM and the other is a platform-specific mmap/OOM workaround; not the same issue." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model-loading test failure and a Qwen3.5 save_pretrained regression are different problems." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/load regressions, but they involve different models, quantization formats, and symptoms (TypeError vs bf16 fallback)." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffective training behavior and the other is an eval-mode restriction." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading breakage and disabling mmap on Strix Halo are unrelated." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Recurrent-state cache handling in modular_qwen3_5 and a GLM5 report are unrelated." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load of custom models, but one is file permission propagation and the other is wrong custom module resolution." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings failure: 45276 is a model-specific manifestation, while 45292 states the generic output_embeddings symptom." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction and RLHF NaN from 3D position_ids/SDPA fallback are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra_state save/load handling and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and Trainer resume_from_checkpoint max_steps calculation are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression across Qwen variants and granite_speech config strictness are different failures." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention AttributeError on sink-less models and Gemma4 FSDP2 KeyError are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both are resize_token_embeddings not updating downstream embeddings; 45335 is a model-specific variant of the same underlying bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model initialization and extra_state save/from_pretrained failures are different issues." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE weight conversion and NemotronH checkpoint loading are unrelated model-loading bugs." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading complaints for BERT-like models, but the reported failure modes differ and there is no clear shared root cause." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch on Phi-tiny-MoE and meta-device loading breakage are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility and autocast dtype mismatch are distinct problems." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression and tokenization changes across versions do not look like the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Missing Float8 storage support and a Strix Halo mmap/OOM workaround are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The accepted resize_token_embeddings links are plausible as one bugfix family, and the rejections do not overclaim shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:39404|issue:44912", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:39404|issue:44671", + "issue:44589|issue:45084", + "issue:40990|issue:42947", + "issue:43425|issue:44918", + "issue:44671|issue:44991", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:43856|issue:44756", + "issue:32090|issue:39404", + "issue:44991|issue:45081", + "issue:44737|issue:45859", + "issue:44164|issue:44479", + "issue:43582|issue:43632", + "issue:44488|issue:45081", + "issue:44661|issue:44683", + "issue:40990|issue:43421", + "issue:43611|issue:43644", + "issue:44488|issue:44987", + "issue:43716|issue:45084", + "issue:44206|issue:44220" + ], + "prepared_review_unit_hash": "3e94d785455e982b35d66d85f59524ccb312707b7e8f15bfb7723a7cbff4bfa4", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37637, + "estimated_input_tokens": 9410, + "estimated_eval_tokens": 19076 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a single duplicate cluster; it\u2019s a grab bag of unrelated Transformers v5 regressions and docs issues across loading, tokenizers, audio/vision, training, and environment compatibility. None of the soft edges is strong enough to merge.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43611 is the closest umbrella for the v5 model-loading regression theme, but the overall set is too heterogeneous for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "43611 is the most representative broad regression report among the items, but it still only covers a narrow slice of the cluster and should not be treated as a global duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failure modes: Qwen3-VL shape mismatch vs NemotronH checkpoint loading." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Unrelated bugs: isolated reproduction of an older issue vs PagedAttentionCache crashing on Qwen3.5." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 loading regressions, but one is base_model_prefix handling and the other is Jupyter custom-model initialization." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility is unrelated to Gemma4 device_map forward device mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different code paths: Qwen3.5 cache group-type crash vs template compilation error." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch incompatibility is unrelated to image preprocessor dtype mismatch in Mistral-3." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to GPT-OSS quantization fallback." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different pipeline APIs and different stale references." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a v5 dev regression and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "Different export/interpolation bugs in different model families." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression for Qwen models is unrelated to a generic mask-shape IndexError." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Nonsensical outputs from SigLIP2 are unrelated to ModelOutput key assignment when a key was previously None." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Different model families and failures: Whisper pipeline behavior vs CamemBERT MLM predictions." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to template-node compilation errors." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on GPT-OSS is unrelated to LoRA gradient-checkpointing behavior." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility has nothing to do with Qwen3.5 embedding unpacking in TRL SFT trainer." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction bug is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is different from from_config text_config unwrapping." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method conflict is unrelated to gguf_file handling in model/tokenizer loading." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed zero3 BertModel init error is unrelated to compiled flex_attention breaking on newer torch." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is unrelated to Strix Halo mmap OOM avoidance." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both mention device/offload concerns, but they are different models and different code paths." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Extra_state save/load failure is unrelated to Qwen video input regression." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to the _is_hf_initialized flag regression." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for cjvt/sleng-bert is unrelated to the Mistral backend_tokenizer crash." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping-name failure is unrelated to compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity/training issue is unrelated to runtime special-token post-processor updates." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5-related, but one concerns base_model_prefix loading and the other non-persistent buffer initialization." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures for different checkpoints." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image-preprocessor dtype mismatch is unrelated to template compilation errors." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but the reported failures are different and not clearly 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": 17, + "review_unit_index": 8, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue: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:45584" + ], + "soft_pairs": [ + "issue:43883|issue:44488", + "issue:43643|issue:44530", + "issue:34567|issue:40444", + "issue:36032|issue:42915", + "issue:43644|issue:43646", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:43883|issue:44991", + "issue:44987|issue:44991", + "issue:43404|issue:44466", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:43645|issue:44534", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "issue:44265|issue:44610", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:42915|issue:44291", + "issue:44062|issue:44987", + "issue:36032|issue:43742" + ], + "prepared_review_unit_hash": "734a7d6890fa8805fcbb5be4b1ae4c2349e65490ac5a1102189afa9f9607b03f", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37688, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are distinct regressions or model-specific failures. The only clear duplicate-like pair is the Qwen3.5 save_pretrained checkpoint bug: 45216 is the broader report and 45357 is a narrower follow-up about visual encoder keys.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45216 is the best canonical issue because it describes the broader Qwen3.5 save_pretrained regression, while issue:45357 appears to be a later, more specific manifestation of the same problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest representative of the one true duplicate pair and captures the underlying regression most generally.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they involve different models and different failure modes (tied-weights metadata vs model load compatibility)." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "`trust_remote_code` returning missing fields is unrelated to a PagedAttentionCache crash on Qwen3.5." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token counting not updating is unrelated to multi-image IterableDataset finetuning failures." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict and FineGrainedFP8Config failure are different bugs in different subsystems." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 init regressions, but one is about non-persistent buffers and the other about custom model initialization; not the same concrete bug." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens behavior and empty-transcription generation after align_special_tokens are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing failure is unrelated to a template-node compilation error." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but they target different repos and likely different incompatibilities." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "General gguf_file API breakage is not the same as a specific Qwen2.5-GGUF loading regression." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and linear_attention group-type crash are unrelated Qwen-family issues." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantized loading and Qwen2.5-GGUF v5 loading are different failures." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "output_hidden_states regression and VL rope_index temporal scaling bug are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Molmo tied-weights metadata and est-roberta tokenizer loading are different issues." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "They are different models with different loading failures; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both touch tied weights/lm_head, but one is a missing tie in a model class and the other is serialization varying by device." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation failure and GraniteMoEHybrid invalid method call are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and MIMI batched-vs-single padding-mask behavior are different bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization failure and non-persistent buffer junk are related only broadly to v5 init changes, not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical outputs from AutoModel/pipeline and a 640px-vs-224px processor/model mismatch are different issues." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init regression and buffer initialization junk are not the same underlying defect." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Logging/noise during loading is not the same as a tokenizer regex crash." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segmentation fault and Qwen3OmniMoe video ValueError are unrelated multimodal failures." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Padding-mask batching inconsistency is unrelated to DAC.from_latents vs forward-pass mismatch due to missing STE." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and template compilation error are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "A general model loading failure and a Mistral tokenizer patch crash are different issues." + }, + { + "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:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export with torch_compilable_check and OmDet-Turbo processor size mismatch are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different failure surfaces: one is loading a repo, the other is a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Fbank feature extraction and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied embeddings, but one is model weight tying and the other is LoRA merge collapse after vocab extension." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "`_is_hf_initialized` flag regression is unrelated to disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "FP8 config loading failure and unexpected `_is_hf_initialized` argument during init_empty_weights are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword collision and unrelated model-loading failure are not the same issue." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict is unrelated to a MobileLLM key error." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet: it stays conservative on the soft-edge pairs, and the 45216/45357 pairing is the only clearly title-aligned duplicate-like match among the listed issues. No unsupported mergeability claims are made." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812" + ], + "soft_pairs": [ + "issue:43296|issue:43531", + "issue:44479|issue:45325", + "issue:42915|issue:44589", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:40444|issue:45325", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:40990|issue:44811", + "issue:41553|issue:43582", + "issue:43632|issue:44534", + "issue:44079|issue:45663", + "issue:42175|issue:45542", + "issue:44462|issue:45812", + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:43317|issue:43856", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:44683|issue:45020", + "issue:33666|issue:40444", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:35707|issue:40444", + "issue:44291|issue:44589", + "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43644|issue:44079" + ], + "prepared_review_unit_hash": "3489ad13a09bfcb0d25689252d17f6a40168cdcd294fc29768596789b72d64ac", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37346, + "estimated_input_tokens": 9337, + "estimated_eval_tokens": 18930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly a heterogeneous mix of unrelated regressions and feature requests across tokenization, multimodal models, training, and runtime behavior. None of the suggested soft pairs look like the same underlying bug/change, so I would not collapse them into duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest open issue in the set and the closest thing to an umbrella regression report, but the collection is too diverse for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest representative anchor because it covers a broad, active class of recent transformer regressions rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Different model families and failures: vLLM/PaddleOCR-VL loading vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL-related, but one is a broad video regression and the other is a still-image temporal position scaling bug." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "One is a Qwen3Moe FP8 config failure; the other is a generic Float8 storage TypeError. Related area, not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both mention transformers v5 regressions, but the concrete breakages differ: base_model_prefix loading vs non-persistent buffer junk." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Unrelated config/loading problems in different model families." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but multiple-images IterableDataset failure is not the same as still-image rope/temporal indexing." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer attribute conflict vs CUDA assert during auto device mapping are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Packaging/backend dependency issue vs generic loading noise; no shared code-path bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly on GPT-OSS is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "AutoTokenizer error messaging and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different transformers v5 regressions with no shared failing code path." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment bug vs Gemma-4 FSDP2 shared_kv_states KeyError are distinct." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both touch TF/backends, but one is missing TensorFlow in extras and the other is a tensorboard-without-TF runtime error." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer regressions, but one ignores tokenizer.json while the other returns wrong token IDs for Granite." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor update bug vs add_special_tokens not adding BOS/EOS for a specific tokenizer." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different multimodal model bugs: Video-LLaVA tower architecture vs Qwen3.5 save_pretrained key names." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure is unrelated to Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model runtime failure vs Float8 storage lookup error are different failures." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as a tokenizer load failure for a specific model." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a different compatibility break than remote_code model loading regressions." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL/Qwen2.5-VL training issues, but multi-GPU training and multi-image IterableDataset failures are different problems." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max_length behavior are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both concern degenerate sequence-classification training, but the causes differ: flash_attention_3 vs num_labels=1/problem_type handling." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image finetuning." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Init-empty-weights/_is_hf_initialized argument mismatch is not the same as Float8 storage resolution failure." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key bookkeeping and non-persistent buffer initialization are separate bugs." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading failure and missing pad_token_id on Llama4Config are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI encoder padding-mask bug and Gemma3 sliding-window NaNs are different code paths." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and init_empty_weights/_is_hf_initialized TypeError are different regressions." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping and Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are different transformer-v5 issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:42175|issue:43296", + "issue:43611|issue:43646", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:44387|issue:44617", + "issue:43296|issue:45800", + "issue:43881|issue:44488", + "issue:43701|issue:45325", + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:43606|issue:44265", + "issue:43873|issue:45701", + "issue:34634|issue:35707", + "issue:44186|issue:44265", + "issue:43317|issue:43873", + "issue:43606|issue:43819", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:43572|issue:45759", + "issue:39692|issue:40444" + ], + "prepared_review_unit_hash": "77a96c1efb36876353c625ce98881a86398d5571ef305a5d9b8abf904e48cff9", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37520, + "estimated_input_tokens": 9380, + "estimated_eval_tokens": 19016 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous and does not collapse into a single duplicate set. The only strong soft edge is the Qwen2.5-VL position-id regression pair; the rest look like separate model-specific bugs or unrelated regressions.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45325 is the clearest root-cause report: it names the exact failing function (`get_rope_index`) and the incorrect `tokens_per_second` scaling, making it the best anchor for the Qwen2.5-VL position-id regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the most useful single issue to keep because it is specific, reproducible, and points directly at the likely fix site for the paired Qwen2.5-VL position-id bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL multimodal failures, but one is about finetuning multiple images per prompt and the other about video vision_position_ids; too different to treat as the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and failures: torch.export / torch_compilable_check vs dtype mismatches during bfloat16 inference." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized/v5 init regression is unrelated to a bfloat16 dtype mismatch issue." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend dependency problem vs a model-loading failure in vLLM; no shared concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 breakages, but one is about base_model_prefix loading and the other about custom model initialization; too broad to merge as the same bug." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL position-id regression in 5.3.0, centered on incorrect `get_rope_index`/vision position-id handling; a single fix could plausibly cover both." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failures: SigLIP2 nonsensical outputs vs Perceiver non-default resolution issues." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related to tied lm_head weights, but one is a missing weight-tying bug and the other is inconsistent serialization depending on device; not the same concrete issue." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id bug vs Kosmos2.5 long-OCR index error; unrelated model paths." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper runtime failure and generic meta-device loading regressions are different code paths and models." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 failure vs Qwen2.5-GGUF loading on v5; unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the causes are different: int4 quantization memory growth vs Sam3Video memory exhaustion." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL/vLLM model load failure is unrelated to torch 2.4.1 and Transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Two unrelated model-loading failures for different checkpoints." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id scaling." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video-input regression in Qwen models vs Gemma4 device-map mismatch; different models and bugs." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument issue is not the same as strict GraniteSpeech config loading." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on a benchmark and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default vs PEFT checkpoint loading; distinct bugs." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export failures." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offload behavior and tokenizer version-dependent tokenization are different problem areas." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset failure and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash is unrelated to export-time torch_compilable_check failures." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Dequantized model offload loading and quantization offloading behavior are related by theme only, not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Bark CPU-offload device mismatch is unrelated to DAC.from_latents vs forward mismatch." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation issue and Qwen3 auto device-map cuda assert are different failures and code paths." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weight bug vs Bamba SDPA torch.compile failure; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device mapping, but the concrete failures and models differ." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask batching bug is unrelated to OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "lm_head weight tying/serialization issue is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask batching bug and Perceiver resolution bug do not share the same underlying code path." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is not the same as composite Qwen multimodal config unwrapping." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 example/model mismatch and Qwen2.5-VL multi-image finetuning failure are separate multimodal issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall: the summary matches the packet\u2019s mostly heterogeneous issue set, and the only accepted soft edge (issue:45325 \u2194 issue:45381) is plausibly mergeable from the titles alone because both concern Qwen2.5-VL position-id handling in 5.3.0. The other pairwise rejections are conservative and do not overclaim 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": 17, + "review_unit_index": 11, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43526|issue:43883", + "issue:43749|issue:44534", + "issue:43881|issue:44991", + "issue:44466|issue:45357", + "issue:43296|issue:44877", + "issue:43454|issue:43720", + "issue:43792|issue:44683", + "issue:41720|issue:43322", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:45632|issue:45684", + "issue:40990|issue:45701", + "issue:43404|issue:45357", + "issue:42617|issue:42915", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:43873|issue:44756", + "issue:44387|issue:45704", + "issue:44423|issue:45406", + "issue:44877|issue:44991", + "issue:36331|issue:42617", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:45081|issue:45812" + ], + "prepared_review_unit_hash": "a53d56a1da970ec1262e34516f92a5e0826795780fe3513bf8b0108b717755e4", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "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 highly heterogeneous: most items are isolated transformer/model-specific bugs around loading, offloading, tokenization, multimodal I/O, or trainer behavior, with no clear duplicate group beyond loose subsystem similarity.", + "confidence": 0.21, + "canonical_issue_reason": "If forced to pick one representative, issue 43873 is the broadest and most central because it addresses a general offloading/quantization failure pattern and has the most discussion/references. However, the cluster overall does not form a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best single issue to anchor the cluster since it is broader than the model-specific regressions and appears to be the most actively discussed loading/offloading bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different failures: BeitImageProcessorFast label reduction vs Molmo tied-weights attribute error." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both relate to loading/memory only at a very high level; one is FSDP RAM-efficient loading, the other is non-persistent buffer initialization." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated models and failure modes: multimodal model load failure vs tokenizer loading regression." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both concern save_pretrained/state serialization, but the concrete bugs differ: lm_head tying vs visual encoder key serialization." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "Different root causes: vLLM/PaddleOCR-VL loading failure vs strict config rejection for granite_speech." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision tied-weight bug and BitNet packed-weight unpacking are distinct code paths and fixes." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper loading/can't-run report is not the same as compiled flex_attention failing on newer torch." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Auto device mapping cuda assert and Llava Next segfault are different model/runtime failures." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Different symptom and likely cause: device-mapped cudaErrorAssert vs flash-attention generation regression." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n variable-name collision in forward is unrelated to Gemma4 device-mismatch forwarding." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions and read-only permission propagation are separate save/load issues." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression and tokenization-version mismatch are not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to Qwen3.5 visual encoder save_pretrained regression." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different problems." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer batching crash and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "BLIP2 dtype loading and Trainer resume max_steps calculation are different subsystems." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload, but one is quantized offloading behavior and the other is mmap-induced OOM on Strix Halo." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory growth and apex FusedRMSNorm leak are unrelated memory issues." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Serve crash from string inputs in multimodal batching is not the same as Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config handling and tokenizer loading failure are separate regressions." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer loss-signature breakage is unrelated to 3d_parallel.py startup failure." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer API mismatch and Qwen3Moe FP8 loading failure are different issues." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug is unrelated to tokenization changes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure is a different problem from BitNet packed-weight loading." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both concern image-size handling, but they affect different processors/models and are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on NER inputs and OmDet processor output-size mismatch are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression for Qwen models and TRL embedding unpacking failure are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FineGrainedFP8 loading failure and dequantized-model device_map offload failure are not the same issue." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile SDPA bug and CPU-offload device mismatch are distinct failures." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "These are unrelated: cuda assert during auto device mapping vs inability to run a separate parallel script." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite tokenizer wrong IDs are different tokenizer 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": 17, + "review_unit_index": 12, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44743", + "issue:44779", + "issue:44913", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45859" + ], + "soft_pairs": [ + "issue:43316|issue:44913", + "issue:43295|issue:45701", + "issue:43526|issue:43881", + "issue:44671|issue:44743", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:43421|issue:45812", + "issue:36010|issue:42617", + "issue:43540|issue:43782", + "issue:44186|issue:44361", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:33357|issue:35707", + "issue:44492|issue:44509", + "issue:44779|issue:45812", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:43873|issue:45704", + "issue:43550|issue:43653", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:34634|issue:41720", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:45759|issue:45859" + ], + "prepared_review_unit_hash": "d29fbea003905f3c8223e9512a36b91a8f594996d28a220ee3b58608a52be015", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a noisy mix of unrelated Transformers bug reports across different models and subsystems. The only clear duplicate pair is the two identical Qwen2_5_VLProcessor.apply_chat_template issues; all other soft links are too broad or model-specific to merge.", + "confidence": 0.98, + "canonical_issue_reason": "issue:44514 is the best canonical anchor: it matches issue:44545 by exact title and same crash scenario, and it was opened first.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44514 is the strongest representative because it is a precise, concrete bug report with an exact duplicate counterpart (issue:44545).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config-propagation bugs, but they affect different model families and different fields; not the same underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "One is a regression in processor/tokenizer access for custom model code; the other is a broad tokenization-version complaint. Too different." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3_5 recurrent-state reset are different code paths and failures." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention Qwen/MoE, but one is an A800 cudaErrorAssert with auto device mapping and the other is a TP-only issue on GPT-OSS MoE; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and Granite token-id regression are different tokenizer bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import failure and inability to run 3d_parallel.py are not the same issue." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Qwen3VL weight_only from_pretrained error are distinct loading/processing failures." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer AttributeError are different tokenizers with different failure modes." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Llava Next segmentation fault do not share a concrete root cause." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "gather_for_metrics label truncation and SAM3 text/bounding-box odd behavior are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and Qwen3.5 streaming chat/completions failure are different bugs." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Tokenizer post-processor update bug and tokenization changes across versions are too broad and not the same defect." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset failure are unrelated processor bugs." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are different failures." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Cache-strategy typo and outdated docs for removed pipeline tasks are documentation issues, but not the same one." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different causes; too weak to merge." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 device-mapping assert and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are both loading-related, but not the same code path." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading and an apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile/SDPA behavior in Bamba and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same title and same batched apply_chat_template crash; clear duplicate pair." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and degenerate zero-loss classification across models are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and composite Qwen config unwrapping are related only by model family, not by the underlying defect." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Same general area of model/tokenizer behavior, but offload mismatch vs tokenizer special-token registration are not duplicates." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime special-token post-processing and DiaConfig save/load token IDs are separate configuration/tokenizer bugs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counter bug and progressive generation issue are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite Qwen config unwrapping and CPU-offload rotary embedding compatibility are distinct issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst\u2019s anchor choice is grounded: issue:44514 and issue:44545 are a clear duplicate pair with the same Qwen2_5_VLProcessor.apply_chat_template batched padding=False crash, and 44514 was opened first. The remaining soft-edge rejections are conservative given the packet titles, and the summary does not overclaim beyond the evidence available." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42886", + "issue:42915", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45588", + "issue:45704", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:44368|issue:45357", + "issue:43782|issue:45381", + "issue:44898|issue:45072", + "issue:44077|issue:44625", + "issue:43531|issue:44589", + "issue:44987|issue:45042", + "issue:44062|issue:44451", + "issue:43421|issue:43653", + "issue:44918|issue:44936", + "issue:45588|issue:45759", + "issue:39692|issue:44610", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43994|issue:44671", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:45081|issue:45356", + "issue:41720|issue:45704", + "issue:43596|issue:44220", + "issue:39692|issue:43873", + "issue:43746|issue:43873", + "issue:42915|issue:45759", + "issue:40444|issue:43746", + "issue:43746|issue:45381", + "issue:44220|issue:44661", + "issue:43540|issue:44008", + "issue:30064|issue:36010" + ], + "prepared_review_unit_hash": "1b1a44c6784a2adc559365236be5bef0b0443d96895eba004b5c7d1a10a7e184", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36097, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set; it mixes many unrelated bugs across tokenization, multimodal models, quantization/offloading, and trainer behavior. I rejected all soft edges because none look like the same underlying fix path.", + "confidence": 0.79, + "canonical_issue_reason": "If forced to pick one, issue 44843 is the most concrete and actionable regression (_patch_mistral_regex / HF_HUB_OFFLINE), but the overall set is too heterogeneous for a real canonical duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "44843 is the strongest single issue candidate because it has a specific reproducible code path and likely a clear fix, even though it does not represent the rest of the cluster well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Different failure modes and models: one is a model load failure, the other a tokenizer loading regression." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a LoRA warning about tied embeddings and the other is incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different concrete bugs: from_pretrained weight_only loading error vs wrong video vision_position_ids." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms; image-size interpolation failure is not the same as a bfloat16 dtype mismatch." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Unrelated config issues: optional post_init policy vs num_labels propagation in Qwen3.5." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and missing Float8 storage type are unrelated bugs." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A specific model load failure and a PIL image processor torchvision dependency regression are different code-path problems." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict is unrelated to the model loading failure in the other issue." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor updates and the other is BigBird special-token registration/decoding." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different training workflow failures: embedding unpacking with TRL vs evaluate() after train() state handling." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention aux handling and AutoModelForCausalLM.from_config text_config unwrapping are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both involve model/processor mismatch, but for different models and different concrete failures." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both touch HF_HUB_OFFLINE, but 44843 is a specific _patch_mistral_regex/model_info bug while 42886 is a broader cache/offline tokenizer failure." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and DeepSpeed ZeRO-3 gradient explosion are not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Special-token post-processing and LayoutLMv2 NER/padding crashes are different issues." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models, different symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to the Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "A T5 RMSNorm memory leak and Qwen3_5Moe CPU offload incompatibility are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both relate to fix_mistral_regex, but one is a backend_tokenizer crash and the other is a Kimi codec/warning regression; not the same concrete fix." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "Auto device-map cuda assert and T5 RMSNorm memory leak are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed/BertModel zero-sized index error and fbank feature extraction failure are different code paths." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT local checkpoint loading and quantization offloading are different problems." + }, + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "FineGrainedFP8Config failure and composite-config from_config unwrapping are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure and GraniteSpeech PEFT checkpoint loading are different bugs." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Local PEFT checkpoint loading has nothing to do with Qwen2.5-VL video position IDs." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction failure and add-new-model-like/tokenizer mapping handling are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing and Gemma3n forward-name collision are different model-specific bugs." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image processor segmentation-map handling and a GenerationMixin import error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:39692", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45834" + ], + "soft_pairs": [ + "issue:43720|issue:43819", + "issue:43335|issue:43756", + "issue:43618|issue:43697", + "issue:45183|issue:45479", + "issue:43653|issue:43720", + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:44062|issue:44488", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43322|issue:45685", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:43540|issue:45381", + "issue:43782|issue:44977", + "issue:45584|issue:45834", + "issue:43644|issue:43749", + "issue:44485|issue:44509", + "issue:44561|issue:45020", + "issue:44821|issue:45084", + "issue:43825|issue:43994", + "issue:39692|issue:45834" + ], + "prepared_review_unit_hash": "45136384bde4b9b2bf02d4a4884f4570c5e11e9231047aca213743599442f1a8", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36347, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated bug reports across tokenizers, vision/multimodal models, config loading, and docs regressions. None of the soft pairs look like the same underlying issue, so all are rejected. No PRs are present.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "43994 is the strongest standalone issue: it has a concrete symptom, a specific model family, and a clear user-facing failure. It is not a good cluster canonical, though, because the rest of the items are mostly unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different failures: BitNet packed-weight loading during accelerate vs DAC.from_latents mismatch with missing STE." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-architecture bugs, but one is sparse-layer creation in SwitchTransformers and the other is RoPE layer dropping in Smollm3." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are regressions, but CLIPOutput attention assignment and RTDetrV2 output drift are separate code paths and symptoms." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Both involve validation/loss behavior, but XOR input validation errors and degenerate single-label classification loss are unrelated bugs." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight unpacking bug; same broad CI/loading theme, not the same issue." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Both are multimodal bugs, but one is image preprocessor dtype mismatch and the other is an audio-mel-mask name collision." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Both mention tokenizer/processor use, but the regression in processor.tokenizer/images-to-tokenizer is unrelated to Kosmos2.5 long-OCR indexing." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-kwarg duplication is a tokenizer construction error; cjvt/sleng-bert load failure is a different loading problem." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and failure modes: torch.compile/SDPA on Bamba vs bfloat16 inference dtype mismatch in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to DAC.from_latents not matching forward pass." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segfault while loading Llava Next models is not the same as an MPS histogram Int error in moe code." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and Perceiver non-default-resolution failure are distinct model/tokenizer bugs." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral regex patching, but one crashes due to unconditional hub lookup offline and the other due to backend_tokenizer attribute access." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoConfig trust_remote_code missing fields are separate config/runtime issues." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are different multimodal defects." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading problems, but trust_remote_code missing fields is not the same as strict config rejecting granite_speech." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor updates and Whisper batch_decode skip_special_tokens behavior are related only at a very broad tokenizer level." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and DAC forward/from_latents mismatch are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output drift and CamemBERT masked-LM prediction regressions are separate model-specific failures." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen multimodal issues, but video-processing ValueError and wrong vision_position_ids are not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading error and Qwen3.5 flash-attention generation failure affect different code paths." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation after align_special_tokens and Kosmos2.5 long-OCR index errors are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and FSDP CPU RAM efficient loading are different loading/memory issues." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipeline tasks are not duplicates." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Removal of is_torch_fx_available affecting trust_remote_code models and broader remote_code breakage are related only at a high level." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL-loading failure and template-compilation TypeError do not share an underlying code path." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message wording for removed translation tasks is a docs/UX issue; SigLIP2 nonsensical outputs are a model/processor bug." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs example errors and Kosmos2.5 long OCR indexing are different model-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": 17, + "review_unit_index": 15, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43262", + "issue:43329", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44186", + "issue:44291", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45701", + "issue:45803", + "issue:45834" + ], + "soft_pairs": [ + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43825|issue:43827", + "issue:44479|issue:45834", + "issue:44186|issue:44442", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:44671|issue:45701", + "issue:43606|issue:45072", + "issue:34634|issue:36010", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:42175|issue:45081", + "issue:43720|issue:45072", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43749|issue:44291", + "issue:43650|issue:43906", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45084|issue:45538", + "issue:45459|issue:45803", + "issue:34634|issue:36331", + "issue:43329|issue:45600", + "issue:43742|issue:45020" + ], + "prepared_review_unit_hash": "71e1edb693ab7f662a8c95e10453b1eb6b7d4a89ce3ebbfa9ecbbb5e29e8bbe1", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35506, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster: the issues are mostly unrelated model-, tokenizer-, processor-, and loading-specific bugs, so none of the soft pairs should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue fits the cluster because the items span many distinct components and failure modes rather than one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a true cluster representative; if forced, issue:43825 is one of the most self-contained reports, but it is not a duplicate target for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Different codepaths: image segmentation-map processing vs a trainer compute_loss signature error." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Related topic, but one is a runtime pipeline error message and the other is docs still referencing removed pipeline APIs; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: video-input regression in Qwen VL variants vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer crashes, but they involve different tokenizers, inputs, and likely different fixes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated bugs: Blip2 dtype propagation on load vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Different failures: mask/tensor shape IndexError vs trainer.evaluate() breaking after train()." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression is not the same as a broad tokenization change report." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention mismatches, but the affected models and loading/inference paths are different." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to GenerationMixin import failure." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and bfloat16 dtype mismatch are separate bugs." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different modalities and root causes: Qwen3VL weight-only load error vs Qwen2.5-VL rope index scaling bug." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend in an install extra is unrelated to a Mistral tokenizer regex patch crash." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading bug and dtype mismatch in other models are different concrete codepaths." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash vs Gemma4Processor missing _tokenizer in serve; same general area, different defects." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related, but they concern different models and different tied-weights issues." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are separate loading mechanisms with different failures." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No substantive duplicate: one is a vague report, the other is an isolated reproduction of a specific upstream issue." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError is unrelated to CUDA float16 AMP crash." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate default bug and DAC from_latents/STE mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different models and bugs: BeitImageProcessorFast label reduction vs RTDetrV2 output divergence." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit image-label reduction has nothing to do with MPS attention correctness." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer model_max_length are unrelated tokenizer issues." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but they are different functions and different swallowed-error problems." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor preset handling is unrelated to CustomTrainer.compute_loss argument mismatch." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Video token counting bug and auto_mappings stale-config references are distinct regressions." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A model-specific key error is not the same as the broad remote_code compatibility 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": 17, + "review_unit_index": 16, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43653", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44479", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45701", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:43257|issue:43696", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:36010|issue:43645", + "issue:43819|issue:43927", + "issue:43454|issue:43577", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:44568|issue:45488", + "issue:43531|issue:45042", + "issue:43329|issue:44479", + "issue:44568|issue:45356", + "issue:43262|issue:44811", + "issue:36010|issue:36331", + "issue:43749|issue:44756", + "issue:43643|issue:45759", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43329|issue:43450", + "issue:34567|issue:40990", + "issue:43606|issue:45859", + "issue:43257|issue:43756", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "f61f99fa1c925d4bf2c0af64be1b5ac75c7db266dc515b04ec41a5daab212b23", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37001, + "estimated_input_tokens": 9251, + "estimated_eval_tokens": 18758 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated transformer/model bugs that only share broad themes like loading, tokenization, video/audio processing, or training. I do not see a true duplicate cluster among the soft pairs; they should stay separate.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella title, but the set spans many different subsystems and failure modes, so there is no strong canonical duplicate for the whole group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45488 is the most concrete and user-visible regression report, but it still only represents one narrow tokenizer bug and not the cluster as a whole.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different problems: BigBird mask-token registration vs GPT-OSS MXFP4 loading/fallback." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training failures: ZeRO-3/non-pretrained BERT index error vs post-train evaluate failure." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "One is gguf_file loader breakage; the other is a tokenizer-load regression for a specific model." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different code paths: Qwen3 MoE weight conversion vs multimodal video token counting bug." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: missing Float8 storage vs PIL image processors requiring torchvision." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems: PEFT checkpoint loading vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Both involve GPT/Qwen loading or memory themes, but the concrete bugs are different models and different failures." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and causes: GLM-4.7-Flash test loading issue vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and layers: SigLIP2 zero probabilities vs OmDet-Turbo processor input-size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are unrelated to GPT-OSS quantization loading." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import-path error for GenerationMixin is not the same bug as notebook custom-model initialization in v5." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different models and root causes: DAC STE mismatch vs DiaConfig save/load token-ID loss." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Separate issues: AyaVision weight tying vs Blip2 dtype propagation." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different problems: packed-weight unpacking during accelerate load vs image processor output-size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA regression is unrelated to MXFP4 quantization loading." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer-related, but they affect different tokenizers and different mechanisms." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to PIL backend torchvision dependency handling." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related to video, but not the same bug: undefined helpers in token counting vs v5.3.0 video-input regression." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: BOS/EOS insertion vs codec-handling and warning behavior." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate default is unrelated to Whisper batch_decode special-token skipping." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and compute_loss signature break are separate API regressions." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both touch loading/memory, but FSDP CPU-efficient loading and Strix Halo mmap OOM are different failures." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config-loading bugs: missing fields with trust_remote_code vs not unwrapping text_config in composite multimodal configs." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states output bug is unrelated to broad tokenization-version changes." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen3-family loading issues with different model types and failure modes." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both mention video processors, but one is a token-count helper bug and the other is a batched-shape bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer metric tracking is unrelated to GPT-OSS perplexity quality." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they are different models/components and likely different code paths." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer trimming are unrelated regressions." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key regression are different 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": 17, + "review_unit_index": 17, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "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:45072", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:45823|issue:45859", + "issue:44987|issue:45538", + "issue:44291|issue:45042", + "issue:42915|issue:43742", + "issue:43452|issue:43582", + "issue:42915|issue:44821", + "issue:33357|issue:34567", + "issue:42915|issue:45538", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43317|issue:45538", + "issue:42175|issue:43824", + "issue:43927|issue:44912", + "issue:43577|issue:45072", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:44062|issue:44991", + "issue:42175|issue:44938", + "issue:42175|issue:44488", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:28282|issue:34689", + "issue:43742|issue:44291", + "issue:43906|issue:45381", + "issue:42915|issue:43749", + "issue:43756|issue:45325", + "issue:43526|issue:45479", + "issue:43540|issue:45823", + "issue:28282|issue:29127", + "issue:43582|issue:43782", + "issue:43493|issue:43994", + "issue:44291|issue:44821", + "issue:44062|issue:45081" + ], + "prepared_review_unit_hash": "e7d5f3147f3f5e0a25a484f3e330fa615d960e1c370088acaf5dd30b106c45a9", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38080, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue set. I found one plausible duplicate pair around the Qwen2.5-VL video position-id regression; the rest differ by model, backend, or failure mode and should stay separate.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44479 is the broadest and clearest report of the Qwen video-input regression in v5.3.0, spanning multiple affected variants and giving the strongest central bug description.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the best duplicate target because it captures the shared regression at the widest scope, while 45381 looks like a specific instance of that same problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45823", + "right": "issue:45859", + "accept": false, + "reason": "Both involve device/offload behavior, but they affect different Qwen/Gemma code paths and different failure sites; not the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated problems: tokenizer loading on one side, CLIP tokenizer max-length behavior on the other." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems and symptoms: init_empty_weights argument handling vs PIL image processor torchvision dependency." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failures: Qwen3Moe FP8 config vs MobileLLM loading key error." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "One is gguf/AutoTokenizer-AutoModel loading, the other is an Apple Silicon allocator warmup TypeError; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different areas entirely: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "CLIP Mac bus error and TrainerState token accounting are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max_length are different issues." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen-family bugs, but one is device-mapping/cuda assert and the other is video-input validation for Qwen3OmniMoe; different code paths." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen2.5-VL video-position-id regression in 5.3.0; 44479 is the broader multi-model report and 45381 is a specific manifestation." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized model offload failure is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue vs missing Qwen2.5-VL symbol import; different problems." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config save/load token-ID corruption is unrelated to MXFP4 quantization fallback behavior." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but the models and failure modes differ; not the same concrete bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen bugs, but they hit different models and different errors (validation ValueError vs StopIteration)." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Same broad family, but different model families and different failure mechanisms; not one duplicate bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict is not the same as a specific model failing to load on transformers>=5.0.0." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TensorFlow backend packaging and Python 3.14 import/load failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Backend packaging issue vs a model-loading complaint; no shared bug." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model correctness issues with different models and symptoms." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug and flash_attention sink-less AttributeError are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both concern model loading, but one is missing PyTorch import handling and the other is a specific Llama 3.2 vision loading regression." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different failure modes and code paths: MobileLLM key error vs init_empty_weights unexpected argument." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction report is not the same bug as the Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8 loading and FSDP CPU RAM efficient loading are different problems." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen/VL related, but one is RoPE-layer configuration and the other is still-image temporal position scaling; different bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BEiT image processor label reduction and sequence-classification zero-loss behavior are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Different models and different offload/device issues; not a single underlying bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "ImportError about missing PyTorch and LayoutLMv3 box-error messaging are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3VL weight_only loading." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and nonsensical AutoModel/pipeline outputs are related to the same model family but not clearly the same concrete bug." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling and AutoImageProcessor URL loading are different subsystems." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken duplication and Mistral regex patch backend_tokenizer crash are different tokenizer bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the single accepted duplicate pair is stated conservatively as a plausible shared Qwen video-regression. The canonical target choice is also well supported by the broader multi-model scope of issue 44479. I did not see overstatement in the soft-edge verdicts." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:34567", + "issue:36331", + "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: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:45375", + "issue:45381", + "issue:45405", + "issue:45440", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:34567|issue:36331", + "issue:43643|issue:45375", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43688|issue:43749", + "issue:43697|issue:45216", + "issue:44484|issue:44704", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:43643|issue:44561", + "issue:41762|issue:44936", + "issue:43452|issue:43577", + "issue:44625|issue:44877", + "issue:24643|issue:29127", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:44514|issue:45290", + "issue:43653|issue:44568", + "issue:44936|issue:45823", + "issue:44464|issue:44743", + "issue:43688|issue:45440" + ], + "prepared_review_unit_hash": "0dc5d8002a189cd62b8e0d6818b797350a6951071c19b2a0583a4e69424096ba", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36109, + "estimated_input_tokens": 9028, + "estimated_eval_tokens": 18312 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous and does not contain a confirmed exact duplicate set. `issue:44514` and `issue:45290` are the only close pair, but they describe different `apply_chat_template` crash scenarios, so they should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "If a single issue must anchor the cluster, `issue:45290` is the clearest and most specific report in the only near-duplicate pair, but it should be treated as a representative, not an exact duplicate match.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45290` is the best overall issue representative because it is the most specific and concrete of the near-related reports, while the rest of the cluster is largely unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Different trainer bugs: token-count tracking vs an unexpected `compute_loss` keyword argument." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both are config-related, but they affect different fields and failure modes, not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but they involve different models and different root causes." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures: a Janus test failure vs loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated subsystems: PIL/torchvision dependency handling vs a Mistral tokenizer regex crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different load-time errors with different symptoms and likely different code paths." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to `AutoImageProcessor` URL loading." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A released dependency/version bump issue is not the same as a stale auto-mapping CI reference bug." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different bugs: auxiliary-loss normalization vs FSDP CPU RAM-efficient loading." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different model areas: RTDetrV2 outputs vs Qwen3.5 checkpoint saving." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "A `max_shard_size` question is unrelated to `AutoProcessor` forwarding kwargs to `cached_file`." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both mention chat/template handling, but the failures are different: assistant tool-call content vs Qwen2.5-VL video position ids." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different model paths and bugs: BitNet packed-weight loading vs Perceiver image classification interpolation." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention `trust_remote_code`, but one is missing config fields and the other is a removed helper breaking remote-code models." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading `IndexError` is unrelated to `trainer.evaluate()` failing after training." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading via `gguf_file` is not the same bug as dtype propagation for Blip2." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config issues: Qwen3.5 `num_labels` propagation vs strict config validation blocking granite_speech." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Completely different issues: DeepSpeed training weight-shape error vs LayoutLMv3 error-message clarity." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both are tokenizer-loading related, but `gguf_file` breakage and an offline regex patch bug are different problems." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization and the other is a broader translation-model issue." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "A processor/tokenizer regression is unrelated to Kimi-K2.5 codec handling and warning behavior." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent reconstruction mismatch and Whisper decoding behavior are different code paths." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "They share `apply_chat_template`, but the reported failures are different scenarios (`batched input`/`padding=False` vs assistant tool-call messages with no content), so this is not an exact duplicate." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Distinct MoE-related bugs: auxiliary-loss normalization vs divergence from the remote DeepSeekV3 implementation." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer post-train evaluation failure is unrelated to Gemma4 PLE device mismatch during forward." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Chunked generation with compiled forward is not the same as Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE loss normalization and native DeepseekV3MoE divergence are distinct model-behavior bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly conservative, but one soft-edge verdict is overstated: `issue:44514` vs `issue:45290` share `apply_chat_template`, yet the packet only shows different failure scenarios (`batched input`/`padding=False` vs `assistant messages with tool calls and no content`). That is not enough to call them an exact duplicate or the same crash scenario. The writeup also goes a bit too far in saying this is the \"only true duplicate target.\"" + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43278", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44977", + "issue:44991", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:30064|issue:33666", + "issue:38175|issue:43295", + "issue:43688|issue:45704", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:28282|issue:32090", + "issue:43577|issue:43697", + "issue:41720|issue:43906", + "issue:28282|issue:33357", + "issue:43688|issue:45701", + "issue:43646|issue:43749", + "issue:28282|issue:35141", + "issue:44843|issue:44991", + "issue:44977|issue:45356", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:43329|issue:45325", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43577|issue:45588", + "issue:43577|issue:44554", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43122|issue:43906", + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:41720|issue:44464", + "issue:43504|issue:43720", + "issue:32090|issue:33666", + "issue:43504|issue:44610", + "issue:43452|issue:44451", + "issue:44849|issue:45357", + "issue:43742|issue:44821", + "issue:44568|issue:45812", + "issue:43278|issue:43688" + ], + "prepared_review_unit_hash": "a65616eed223937b83b93cea95e7dd8fb50b427b783636be0b519ef071059e35", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38323, + "estimated_input_tokens": 9581, + "estimated_eval_tokens": 19418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; the soft pairs look like similar-looking but distinct bugs across tokenization, loading, training, multimodal, and attention paths. I would not merge any of the proposed soft edges. The best representative issue is the broad tokenization-regression report.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45701 is the broadest representative title in the cluster and best captures the recurring tokenization-regression theme, even though the overall cluster still contains many unrelated issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most umbrella-like issue here; it can stand in as the cluster representative better than the narrower model-specific or API-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Image-processor segmentation-map failure and Qwen2-VL multi-GPU training are different subsystems and symptoms." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Zero-probabilities in SigLIP2 and processor.tokenizer breakage are unrelated model/output vs API-regression bugs." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models and T5 RMSNorm memory leak are different code paths and fixes." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are not the same underlying issue." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer task handling are unrelated tokenizer bugs." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Torch missing ImportError and Trainer _gpu_broadcast_one NoneType error are distinct environment vs distributed-training failures." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype handling and RTDetrV2 output divergence are different model-behavior bugs." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and the isolated reproduction issue are too vague to treat as the same concrete bug." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch ImportError and MacOS bus error on CLIP loading are different failures." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization and generic tokenization regressions do not share the same bug or code path." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are different initialization/loading problems." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "PyTorch-not-found ImportError and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode hub access and tokenizer loading for est-roberta are both loading-related, but not the same defect." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Flash-attention generation bug and Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM key error are different model/config load issues." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration and DiaConfig custom-token-ID loss are different token/config bugs." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined video-token helpers and Qwen2.5-VL rope-index scaling are both multimodal, but not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and flash-attention generation failure are different generation-path issues." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and DiaConfig token-ID loss are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype propagation and flash_attention.py s_aux=None handling are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype loading and MPS attention correctness are distinct problems." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video input regression and num_labels propagation are not the same underlying change." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer-version drift and the isolated reproduction issue are not enough to assert the same bug." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer distributed broadcast TypeError and num_input_tokens_seen not updating are different Trainer issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Legacy-field Beit loading and Bamba torch.compile failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 auto device-mapping crash and compiled-forward generation inconsistency are different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading and BitNet packed-weight unpacking are distinct loading bugs." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast TypeError and Qwen2-VL multi-GPU training are different distributed-training problems." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Pretrained preset legacy-field failure and OmDet-Turbo processor image-size mismatch are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file breaking model/tokenizer loading and ScandiBERT loading failure are not clearly the same root cause." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 output_hidden_states behavior and save_pretrained visual-key regression are different bugs." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor-from-URL failure are unrelated loading paths." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "mdeberta add_special_tokens regression and Granite token-ID regression are both tokenizer issues, but they affect different models and likely different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift and MoE auxiliary-loss normalization are unrelated training/math 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": 17, + "review_unit_index": 20, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:33666|issue:36010", + "issue:43493|issue:43825", + "issue:43756|issue:44913", + "issue:43525|issue:43572", + "issue:43262|issue:43295", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:28218|issue:33357", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43720|issue:44361", + "issue:43493|issue:43844", + "issue:43278|issue:43844", + "issue:44964|issue:45405", + "issue:43257|issue:43299", + "issue:43540|issue:44977", + "issue:43334|issue:43572", + "issue:44625|issue:45584", + "issue:43756|issue:45083", + "issue:44488|issue:44843", + "issue:43334|issue:45759", + "issue:45200|issue:45229", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:44589|issue:45520", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43927|issue:44361", + "issue:44423|issue:44734", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44464|issue:45584" + ], + "prepared_review_unit_hash": "334b23f93dd7b88137012584043e306855164710e16c442ebf0a5855ee00a55e", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38469, + "estimated_input_tokens": 9618, + "estimated_eval_tokens": 19492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: tokenizer spacing, macOS CLIP crashes, Qwen multimodal/config regressions, trainer API breakage, offline hub behavior, and several unrelated model-loading bugs. None of the soft pairs look like the same underlying defect, so there is no clear canonical duplicate center here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Different failures: Qwen2-VL multi-GPU training vs a GenerationMixin import regression." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation mismatch is unrelated to a pipeline translation-task error message." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs: dropped RoPE layers vs rotary_pct not persisting on reload." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both mention missing token fields, but they affect different models and different config attributes." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sampling-rate defaulting and processor.tokenizer regression are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to DiaConfig losing custom token IDs." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different bug from save/load token ID loss." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to the MacOS bus error on CLIP." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL training issue and Trainer compute_loss signature regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Docs example/model mismatch and JAX-vs-HF implementation discrepancy are not the same defect." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Accelerate unpacking bug does not match MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 parity issue is unrelated to ZeRO-3 gradient growth." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift and abnormal gradient increase are distinct training issues." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model load failure for Phi-4 multimodal is unrelated to an unreleased PEFT version bump." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is accelerate/deepspeed weight conversion and the other is a v5 loading regression." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing failure and flash-attention generation issues are different bugs." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL is unrelated to StableLmConfig's pad_token_idx field." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "num_labels propagation and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "RoPE-layer count bug is unrelated to the feature-extract output length helper." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Specific model load failure is unrelated to the offline-mode model_info() call." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config handling, but one is missing pad_token_id and the other is from_config text_config unwrapping." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Training-time mm_token_type_ids defaulting is unrelated to multi-GPU inference OOM." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to inconsistent lm_head serialization." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL export and missing Float8 storage type are different import/runtime failures." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the flash_attn KeyError on Python 3.13." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "A broken documentation example does not match the processor.tokenizer regression." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is inference OOM and the other is a forward device-mismatch bug." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx on one config is not the same as an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field loading bug for BEiT is unrelated to CPU offload device mismatch in bark-small." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence issue and MLukeTokenizer task AttributeError are different failure modes." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field loading bug and BigBird special-token registration bug are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and an unreleased dependency version bump are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward is unrelated to Whisper empty transcription handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43540", + "issue:43582", + "issue:43606", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45405", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45563", + "issue:45701", + "issue:45823" + ], + "soft_pairs": [ + "issue:43994|issue:44493", + "issue:43278|issue:43701", + "issue:43606|issue:44112", + "issue:44792|issue:45405", + "issue:29942|issue:30333", + "issue:44521|issue:45290", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:43844|issue:44964", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44568|issue:45701", + "issue:43232|issue:44849", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:37428|issue:43957", + "issue:45072|issue:45198", + "issue:45200|issue:45823", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:43493|issue:43701", + "issue:43295|issue:44610", + "issue:43873|issue:44464", + "issue:44466|issue:45127", + "issue:44898|issue:45412", + "issue:37428|issue:43824", + "issue:44792|issue:45563" + ], + "prepared_review_unit_hash": "7fbc77ed20837ceb71daffb390f02d73c78301a47b766e226849d0b5505b7067", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35875, + "estimated_input_tokens": 8969, + "estimated_eval_tokens": 18194 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-paired items share only broad subsystem overlap, not the same underlying bug or change. I would not merge any of the proposed soft edges; there is no clear canonical issue/PR here.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Both mention model quality/position IDs, but one is a SigLIP2 inference discrepancy and the other is a generic unexpected-key issue; different failures." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift during evaluate is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both are device-related, but one is a CPU offload mismatch in bark-small and the other is a stale CI test in GraniteSpeech; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus image-generation test failure is unrelated to a PEFT version pin issue." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures and MLFlow not reporting failed jobs are separate problems." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is assistant mask generation for multimodal inputs and the other is a crash on tool-call messages; different code paths." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A non-template-node compile error is unrelated to a Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and loading Phi-4 multimodal are unrelated failures." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness bug is unrelated to a PyTorch version guard for AuxRequest import." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript export failing on GeneratorExp is unrelated to SigLIP2 zero probabilities." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "A specific add_special_tokens regression for mdeberta-v3 is not the same as broad version-dependent tokenization changes." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation state updates after sync_gpus and Qwen3.5 hidden-state output bugs are different issues." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation bugs are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe and Gemma 4 text-only mm_token_type_ids behavior are different model-specific bugs." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Importing a flash-attention helper and meta-device model loading failures are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bf16 dtype mismatches in CI and Wav2Vec2 save/tokenization failures are not the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma 4 issues, but one is missing mm_token_type_ids and the other is a device-map forward mismatch; separate defects." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel initialization and Qwen3.5 hidden-state output are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression do not share a concrete fix." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "A processor.tokenizer regression with images and OmDet input-size mismatch are different processor bugs." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization offloading and compiled-forward chunked generation are separate areas and failures." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are different failure modes." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "These are both import errors, but for different symbols and root causes." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus image-generation test failure is unrelated to a stale paged-generate warning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45325", + "issue:45412", + "issue:45584" + ], + "soft_pairs": [ + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:45200|issue:45325", + "issue:43844|issue:44936", + "issue:43334|issue:43525", + "issue:43295|issue:43450", + "issue:43824|issue:43975", + "issue:43295|issue:43873", + "issue:43388|issue:43526", + "issue:42915|issue:43824", + "issue:38175|issue:45412", + "issue:28218|issue:35141", + "issue:44442|issue:45198", + "issue:38175|issue:43493", + "issue:43278|issue:43856", + "issue:44514|issue:44521", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43575", + "issue:43450|issue:43493", + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:44360|issue:44561", + "issue:43819|issue:45083", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44610|issue:44857", + "issue:37428|issue:43425", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "8b4c43b820dfba5c3b2063f9962cf47db7833da13c13e559afff6a75c3eea607", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35942, + "estimated_input_tokens": 8986, + "estimated_eval_tokens": 18228 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose topical bucket, not a duplicate set: the issues span unrelated tokenizer, model-loading, processor, training, and documentation regressions. None of the soft edges look like the same underlying bug/change.", + "confidence": 0.78, + "canonical_issue_reason": "No true canonical duplicate exists here; the items are heterogeneous and do not center on one underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the strongest representative by discussion/inbound references and has a concrete, reproducible import regression, but it is still not a hub for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Different regressions: StableLmConfig pad_token_idx vs loading physical-intelligence/fast under transformers>=5.1.0." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading, but one is a StableLmConfig field regression and the other is a meta-device model-loading breakage; not the same bug." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different subsystems: Gemma 4 multimodal token-type defaults vs Qwen2.5-VL rope position scaling." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "Different code paths: ZeRO-3 gradient growth during training vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (`pad_token_id` missing) but on different model configs and likely different fixes; not clearly the same defect." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different processor regressions: processor.tokenizer/image passing vs batched video input shape handling." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Unrelated failures: import error for Qwen2_5_VL class vs DeepSeek detokenization issue." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Different problems: processor API regression vs offloading behavior with quantization." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both touch label handling, but one is gather_for_metrics tuple truncation and the other is BeitImageProcessorFast reduce_labels; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different failures: Qwen3MoE FP8 config support vs a missing Qwen2.5-VL import." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Different models and symptoms: SigLIP2 zero probabilities vs RT-DETR memory not being released." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization after resize with untied embeddings." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both are speech tokenization-related, but FastSpeech2ConformerTokenizer load failure and Wav2Vec2 save/tokenization failure are distinct." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but zero probabilities and HF-vs-JAX discrepancy are not enough to treat as the same concrete bug." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different issues: dtype drift in evaluation vs memory inefficiency in Qwen3 MoE training." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one crashes on batched padding=False input while the other returns all-zero assistant masks; too little evidence they are the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they target different pipeline deprecations and different APIs." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Completely different areas: BigBirdTokenizer special-token registration vs a GraniteSpeech CI device-override test." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug vs Qwen2-57B-A14B-Instruct tensor-parallel OOM; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Different model families and failure modes: batched video shapes vs SigLIP2 implementation discrepancy." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: unsupported center arg in LasrFeatureExtractor vs Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab collapse with tied embeddings is unrelated to the 2^24 category-count runtime error." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different qwen3_omni_moe issues: DAC from_latents/STE mismatch vs helper length computation behavior." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Completely different bug domains: DAC latent reconstruction vs GraniteSpeech CI device override." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different vision bugs: OmDet-Turbo input-size mismatch vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are version-compatibility problems, but one is a specific flash-attention import error and the other is broad Torch 2.10 incompatibility." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Different topics: embedding dtype drift vs pipeline error-message/deprecation messaging." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45520", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:44857|issue:45593", + "issue:44448|issue:44743", + "issue:37428|issue:44351", + "issue:45200|issue:45588", + "issue:45290|issue:45381", + "issue:29942|issue:32090", + "issue:43611|issue:43931", + "issue:39692|issue:43526", + "issue:44206|issue:45823", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43335|issue:43653", + "issue:45310|issue:45478", + "issue:43819|issue:44493", + "issue:45588|issue:45859", + "issue:29127|issue:32090", + "issue:43550|issue:44112", + "issue:44292|issue:45520", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:39692|issue:44493", + "issue:43335|issue:45083", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:40444|issue:43526", + "issue:43723|issue:44554", + "issue:34689|issue:35141", + "issue:44448|issue:44977", + "issue:43606|issue:44857", + "issue:44857|issue:45072" + ], + "prepared_review_unit_hash": "4e31c80f2c76bfd4a46832a966e6dcbd74fd97123bb0f635c1c1cd530d5d2f7a", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 38003, + "estimated_input_tokens": 9501, + "estimated_eval_tokens": 19258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers bug reports; the only clear duplicate pair is the Qwen3.5 MoE `from_pretrained` regression. Most other soft links are just broad subsystem similarity, not the same underlying defect.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45310 is the earliest and clearest report of the Qwen3.5 MoE `from_pretrained` regression; issue:45478 describes the same failure with nearly identical wording and version scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best issue representative here because it is the only strong duplicate target and contains the most useful original report details.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failure modes: SwitchTransformers sparse-layer construction vs Bamba torch.compile/SDPA behavior." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "Device offload mismatch in Bark vs a Qwen3 Omni feature-length helper bug; not the same code path." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in a loss module vs missing auxiliary losses when denoising is disabled; distinct issues." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift across versions vs Qwen3 recurrent-state reset logic; unrelated regressions." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different root causes." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 text-only fine-tuning defaults vs flash-attention sink-less crash; not the same bug." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call handling vs Qwen2.5-VL video position IDs; different behaviors." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures vs a Trainer `_gpu_broadcast_one` NoneType error; different failure surfaces." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Model loading breaks for base_model_prefix vs a Qwen3-VL weight-shape mismatch; distinct loading problems." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/quantization example issues vs BeitImageProcessorFast label reduction bug; unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported `center` argument in an extractor vs Gemma4 PLE device mismatch; different code paths." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring `tokenizer.json` is unrelated to removal of `is_torch_fx_available` for trust_remote_code models." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "General v5 compatibility break vs Deepseek tokenizer output regression; not the same defect." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration bug; unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE `from_pretrained` error with the same version trigger; 45478 is effectively a duplicate of 45310." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction mismatch vs widespread position-id key warnings; different subsystems and symptoms." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "One is a flash-attention sink-less crash, the other a CPU-offload rotary-embedding incompatibility; not mergeable as one bug." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs Trainer broadcast TypeError; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure vs GraniteSpeech stale device override CI test; different problems." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error vs Python 3.13 `flash_attn` import KeyError; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config bug vs BEiT pretrained loading legacy-field bug; different artifacts and root causes." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError from a TorchScript decorator/comment issue vs Qwen3 Omni feature-length helper behavior; unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example and quantization issues for SigLIP2 vs position-id warnings across models; no shared bug." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation bug and Qwen3 Omni helper bug are different code paths." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output regression vs Deepseek tokenizer regression; different components and symptoms." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 vs position-id warnings; not the same issue." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel CI; different concrete failures." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer config bug vs missing auxiliary losses in D-FINE; unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading bug vs GraniteSpeech stale device override test; not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue vs Gemma4 multi-GPU OOM; different failure modes." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset/multi-image finetuning failure vs BEiT image processor label reduction bug; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "AutoTokenizer v5 loading issue vs MPS attention correctness issue; no shared underlying change." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision model loading breakage vs token-embedding resize/post_init reinitialization; different bugs." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output mismatch vs Qwen3.5 flash-attention generation bug; different models and code paths." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in Bark vs AMP/CUDA crash in LwDetrImageLoss; distinct failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA loss crash vs bfloat16 dtype mismatch CI failure; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet. The only accepted duplicate pair is the identical Qwen3.5 MoE `from_pretrained` report (issue:45310 / issue:45478), and the other soft-edge rejections stay conservative given the titles and metadata shown. No mergeability concerns for PRs since none are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:25251", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45823" + ], + "soft_pairs": [ + "issue:44568|issue:45491", + "issue:28218|issue:32090", + "issue:43927|issue:45698", + "issue:45459|issue:45712", + "issue:45198|issue:45803", + "issue:44977|issue:45563", + "issue:37428|issue:44987", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:45372|issue:45588", + "issue:43873|issue:44493", + "issue:32090|issue:33357", + "issue:43412|issue:45588", + "issue:43278|issue:43329", + "issue:43873|issue:45229", + "issue:45245|issue:45563", + "issue:43976|issue:45440", + "issue:41720|issue:45229", + "issue:28218|issue:29127", + "issue:45372|issue:45406", + "issue:45372|issue:45459", + "issue:43066|issue:44462", + "issue:43065|issue:43994", + "issue:44857|issue:45588", + "issue:44448|issue:44466", + "issue:43278|issue:43381", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:45588|issue:45823", + "issue:43653|issue:44743" + ], + "prepared_review_unit_hash": "f5c61ffcb94eb4c5588e7cda8c85d53f45abc1d0f88fbe0549994bc299276909", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36593, + "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 highly heterogeneous: the soft pairs mostly share broad keywords (tokenizer, generation, loading, Gemma, flash-attn) but describe different bugs, models, and code paths. No soft edge looks like a true duplicate; issue 45372 is just the least-bad representative anchor because it is the most central load-time import/dependency report in the set.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45372 is the best cluster anchor: it is open, has inbound references, and is the most central report among the soft matches around Gemma4 processor/load-time import breakage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45372 is the broadest representative of the cluster\u2019s recurring load/import failure theme, but it should not be treated as a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Different bugs: tokenizer special-token insertion vs Gemma3 sliding-window NaNs." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer spacing bug and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is custom token IDs and the other is wrong custom module loading." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception handling vs leftover dummy classes/check_repo cleanup; different problems." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Both mention tokenization/errors, but one is Wav2Vec2 save/tokenization failure and the other is a bare-except bug in Fuyu tensor conversion." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Both are generation-related, but one is flash-attention output corruption and the other is a stale warning in paged generate()." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Import error for a flash-attn helper and a model loading failure are different code paths." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and a multimodal feature-length helper bug are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to token embedding reinitialization after resize." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba and a qwen3_omni_moe helper-function bug are not the same issue." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 import/dependency breakage and flash_attention s_aux=None handling are different failures." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization offloading issues and unexpected position-id keys do not share a concrete bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error on CLIP are unrelated runtime failures." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/support issue is not the same as sink-less flash_attention AttributeError." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/eval dtype drift and undefined video-branch variables are separate bugs." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading and Gemma4 multi-GPU OOM are different memory/performance problems." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count limit error and a stale generation warning are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepseekV3MoE parity are different issues." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Both are multi-GPU/device-map related, but one is a cudaErrorAssert and the other is OOM; not the same bug." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing bug and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both touch Gemma4 processor loading, but one is a missing dependency import and the other is a missing _tokenizer attribute in serve." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import failure and tokenizer protobuf error masking are different dependency paths." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder-type regression and AutoTokenizer ignoring tokenizer.json are not the same concrete bug." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Sam3PixelDecoder layer cleanup and SigLIP2 nonsensical outputs are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash_attention sink handling are different subsystems." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Output drift between v4/v5 and lm_head.weight serialization inconsistency are distinct regressions." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype change and gradient-checkpointing-in-eval are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy convolution cleanup in Sam3PixelDecoder and RT-DETR memory release are not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting and Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both mention Gemma4-ish behavior, but one is flash_attention s_aux handling and the other is device-map mismatch in PLE forward." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration and Qwen3 recurrent-state reset are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "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:43257", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45520", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:44451|issue:45520", + "issue:44186|issue:45198", + "issue:44206|issue:44479", + "issue:43994|issue:45412", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:43421|issue:45491", + "issue:29942|issue:30064", + "issue:44265|issue:45198", + "issue:43257|issue:43278", + "issue:43756|issue:45440", + "issue:33357|issue:39692", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43824|issue:44279", + "issue:45440|issue:45593", + "issue:43761|issue:45859", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43526|issue:45834", + "issue:29942|issue:36010", + "issue:43526|issue:44186", + "issue:29127|issue:33357", + "issue:43334|issue:43531", + "issue:29127|issue:35141", + "issue:44464|issue:45491", + "issue:44977|issue:45245" + ], + "prepared_review_unit_hash": "c7b04ea763e0b7a745840eb3b1726427fdcbcde2596985382641e57fd47a91dc", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36696, + "estimated_input_tokens": 9174, + "estimated_eval_tokens": 18604 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous and does not contain any convincing duplicate issue or PR pairs. The soft matches mostly share broad theme words like tokenizer, generation, or model loading, but they describe different code paths and failures.", + "confidence": 0.29, + "canonical_issue_reason": "Issue 45103 is the best representative only in the sense that it is an active, concrete regression with inbound references; however, the overall set is not a true duplicate cluster and most items are unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "45103 is the most actionable live bug in the set. It has a clear crash report and current discussion, whereas the rest are mostly unrelated failures across different subsystems.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: model loading/package compatibility vs a flash_attn import/key lookup issue on Python 3.13." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are unrelated code paths." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor arg and Qwen VL video regression are different bugs." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference quality issue and RT-DETR memory-release leak are not the same problem." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FP8 config failure for Qwen3MoE is distinct from quantized model saving failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer attribute error and Wav2Vec2 save/tokenization failure are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config mismatch is unrelated to flash-attention generation problems." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug is not the same as Gemma3 NaN embeddings." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different subsystems." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and embedding dtype drift in eval are different bugs." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer mismatch and DeepseekV3MoE divergence are not the same concrete issue." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error for CLIP and SigLIP2 docs/model mismatch are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter not updating are different concerns." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast error in Trainer and Adafactor OOM in deepspeed are not duplicates." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and RT-DETR memory leak are different bugs." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation crash and mistral_common ReasoningEffort import failure are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2.5-VL export and a generic dependency issue do not describe the same failure." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE implementation divergence and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5MoE CPU-offload incompatibility are different code paths." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are distinct issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading failure are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and Kosmos2.5 OCR long-input indexing are different bugs." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import removal/rename are not the same defect." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Label-array reduction bug and LayoutLMv2 tokenizer crash are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "Error-message clarity for LayoutLMv3 and CLIP MacOS bus error are not duplicates." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window behavior are different problems." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled chunked generation inconsistency and Gemma3 NaN embeddings are separate failures." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation issue and category-count runtime limit are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42907", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:43232|issue:43388", + "issue:43441|issue:45588", + "issue:43575|issue:43701", + "issue:44743|issue:44811", + "issue:43646|issue:44077", + "issue:43575|issue:44387", + "issue:45003|issue:45440", + "issue:43761|issue:44079", + "issue:43723|issue:45479", + "issue:44442|issue:45803", + "issue:43761|issue:44188", + "issue:43316|issue:43525", + "issue:42907|issue:45698", + "issue:44479|issue:45290", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:39692|issue:45491", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:43381|issue:43873", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:43550|issue:44743", + "issue:44077|issue:44479", + "issue:43316|issue:45759" + ], + "prepared_review_unit_hash": "022e018c933920a7183c84fb74e7f26b1fdc320a81eb3b945070cfbb81170060", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36846, + "estimated_input_tokens": 9212, + "estimated_eval_tokens": 18680 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose semantic cluster, not a true duplicate set: it mixes unrelated issues across model loading, quantization/OOM, processors, generation, and docs. None of the soft-edge pairs look like the same underlying bug or change, so I would not merge any of them.", + "confidence": 0.74, + "canonical_issue_reason": "issue:43873 is the most active/broad open item in the group (high discussion and inbound references) and is the best single representative of the cluster\u2019s dominant quantization/offloading memory theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the clearest cluster anchor by activity and scope, even though the surrounding items are heterogeneous and not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen loading failures, but one is an FP8 config error in Qwen3Moe and the other is a shape-mismatch loading Qwen3-VL; different bugs." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs bf16 inference dtype mismatch; unrelated code paths." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sampling-rate behavior and the other is an unsupported feature-extractor arg regression." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Image label reduction bug vs AMP/CUDA loss crash; different layers and symptoms." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing and metric gathering are separate distributed bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch FlashAttention, but the failing assumptions differ (`s_aux` handling vs a Ministral-specific attention path)." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM vs checkpoint key mismatch; not the same defect." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Cache/recurrent-state reset bug vs Whisper batch_decode option handling." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both involve initialization, but one is a v5 custom-model init regression and the other is a PatchTST-specific post_init policy issue." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both are OOMs, but one is load-time tensor-parallel memory use and the other is int4 quantization reserved-memory growth." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access vs DeepseekV3MoE implementation divergence; unrelated." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Missing hidden_states in a model forward vs generic ModelOutput key assignment logic." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer load regression vs sequence-classification zero-loss bug." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer load failure vs Fuyu tensor conversion swallowing exceptions; different failures." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-state output regression vs attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API discrepancies, but they concern different attributes and different model families." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Save/dequantization failure vs wrong custom-module resolution after save_pretrained." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression vs chat-template tool-call crash." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer-related OOM vs trainer token counter not updating." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading bug vs Perceiver resize/interpolation failure." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are model-loading regressions, but they stem from different releases and different root causes." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 doc-example errors vs Gemma3 NaN embeddings; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed Adafactor OOM vs output-embedding reinitialization after resize." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer memory issue vs model-loading regression." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient-checkpointing/eval-mode bug vs quantization offloading bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen save/load problems, but one is a shape-mismatch at load time and the other is incorrect checkpoint serialization." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs docs still referencing removed pipeline APIs." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile/SDPA bug vs recurrent-state reset bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTST post_init policy issue vs Qwen video-input regression." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both are config API issues, but one is Gemma3TextConfig parity and the other is text_config unwrapping for composite Qwen multimodal configs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:41628", + "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:43673", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45372", + "issue:45584" + ], + "soft_pairs": [ + "issue:41628|issue:45372", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:43873|issue:44871", + "issue:33290|issue:36331", + "issue:34689|issue:36010", + "issue:44190|issue:44496", + "issue:43381|issue:43856", + "issue:44855|issue:45137", + "issue:43381|issue:43742", + "issue:43316|issue:44877", + "issue:42175|issue:43316", + "issue:43540|issue:44514", + "issue:43673|issue:44743", + "issue:25251|issue:28282", + "issue:43065|issue:44617", + "issue:43388|issue:43688", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:41950|issue:43475", + "issue:44077|issue:44534", + "issue:44871|issue:45584" + ], + "prepared_review_unit_hash": "f68ec990a1ebf550c9a0208db810899446b1b65c0f62273d021b3370ee4e363f", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 25, + "serialized_chars": 34481, + "estimated_input_tokens": 8621, + "estimated_eval_tokens": 17498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated Transformers issues spanning imports, config loading, training, generation, and multimodal pipelines. None of the soft-similarity pairs look like the same underlying bug/change, so I would not merge any of them.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items are not one duplicate set but a grab bag of distinct bug reports, so there is no single issue that cleanly represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative because the soft pairs are topic-disparate and do not share a concrete root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols in different code paths and different packages." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading in accelerate and AutoTokenizer class resolution are unrelated failure modes." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Missing fields with trust_remote_code is a config-loading bug; rotary_pct reverting on reload is a separate config persistence issue." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL weight-shape mismatch are different model loading problems." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantized offloading behavior and Gemma eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "An OOM with Adafactor/DeepSpeed is not the same as a Trainer callback signature change." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision model loading regression and missing GenerationMixin import are distinct issues." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A local dataset loading problem in a training script is unrelated to an unrecognized model/config loading error." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory usage are separate training concerns." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "A Python 3.13 TorchScript parsing/import error is unrelated to a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Eval-mode gradient checkpointing and MobileLLM loading key errors do not share a code path." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and strict config rejection for granite_speech are different config behaviors." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Missing TensorFlow from the torch extra and Gemma3 config API inconsistency are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "These are different multimodal bugs affecting different models and different APIs." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill and recurrent state reset with cache are not the same bug." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior and an AutoModel PyTorch import error are completely different issues." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as a Sam3Video OOM problem." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric gathering truncation and auxiliary-loss normalization are separate training/evaluation bugs." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different code-path problems." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression with images is not the same as an incorrect translation-task error message." + }, + { + "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:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor lookup and a missing Sam3VisionEncoderOutput attribute are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "An optional post_init policy issue in patchtsmixer is unrelated to non-persistent buffer initialization junk in v5." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma-3 eos_token_id mismatch and Whisper empty-transcription generation failure are separate model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "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:44936", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:45127|issue:45200", + "issue:43550|issue:43701", + "issue:43761|issue:44479", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:43575|issue:43742", + "issue:43452|issue:44496", + "issue:42617|issue:43575", + "issue:43646|issue:44913", + "issue:44734|issue:45406", + "issue:44936|issue:45698", + "issue:44617|issue:45584", + "issue:43575|issue:43873", + "issue:43931|issue:44060", + "issue:43761|issue:44242", + "issue:32090|issue:35141", + "issue:45563|issue:45584", + "issue:44464|issue:44871", + "issue:44792|issue:44977", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:44933|issue:45362", + "issue:44521|issue:45381", + "issue:44464|issue:45563", + "issue:43906|issue:45290", + "issue:44190|issue:44964", + "issue:41720|issue:45245", + "issue:44792|issue:45600" + ], + "prepared_review_unit_hash": "0259bd48fde54fbc929c5a50a7c3daaf08aba7c68348383c3b822eb1ea9b963f", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36550, + "estimated_input_tokens": 9138, + "estimated_eval_tokens": 18532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft pairs are all false positives; I found no convincing duplicate issue/PR matches across the proposed pairs.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits: the items span unrelated problems in training, loading, multimodal processing, serving, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No artifact is a strong global representative; issue 43873 is the broadest on activity, but it still does not align with the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: LoRA/vocab merge collapse vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated failure modes: torch.compile+SDPA crash vs resume checkpoint key mismatch." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Different models and code paths: CLIP vision hidden states vs Qwen video regression." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer API regression is unrelated to eos_token_id config mismatch." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during tensor-parallel load is not the same as a MobileLLM key error." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "GGUF loading breakage is different from missing model_type config handling." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel startup failure is unrelated to Qwen2 large-model OOM." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model init regression is unrelated to GPTNeoX config reload behavior." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation crash is unrelated to missing _tokenizer on Gemma4Processor." + }, + { + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "Trainer evaluate/train lifecycle bug is unrelated to wrong custom module loading." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video OOM is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Large-model OOM is not the same as quantization/offloading not working." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different model families and symptoms: weight-shape mismatch vs tied-weight warning." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden-states regression is unrelated to load-balancing loss omission." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged-generate warning is unrelated to Whisper empty transcription crash." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled chunked generation inconsistency is unrelated to eos_token_id config mismatch." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to Qwen3.5 flash-attention output issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression is unrelated to serve KV-cache indexing crash." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv issue is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Documentation references to pipeline() are unrelated to SigLIP2 bad outputs." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks and wrong vision_position_ids are different multimodal bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled forward inconsistency is unrelated to a stale generation warning." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "A reproduction issue and a tool-call crash report are not enough to establish the same underlying bug." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading failure is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert is unrelated to the category-count limit error." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus model test failure is unrelated to stale auto_mappings references to removed configs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + 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"issue:41950|issue:44016", + "issue:36246|issue:41628", + "issue:43479|issue:45375", + "issue:36246|issue:38617", + "issue:42175|issue:44279", + "issue:44186|issue:44734", + "issue:44016|issue:44220", + "issue:38175|issue:43065", + "issue:44466|issue:44913", + "issue:44683|issue:45446", + "issue:44734|issue:45632", + "issue:44561|issue:45632" + ], + "prepared_review_unit_hash": "24f73aeb4c9f2e46c981e010dd6b2198500578564bb18841c27e6715c1b93db5", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36656, + "estimated_input_tokens": 9164, + "estimated_eval_tokens": 18584 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are not duplicates overall; they span many unrelated bugs and regressions across different models, configs, pipelines, and utility code. The soft matches are mostly superficial keyword overlap (imports, regressions, runtime errors) rather than the same underlying code-path issue.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different failure modes: Python 3.13 import/IndentationError vs flash-attention AttributeError on sink-less models." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet device-placement bug is unrelated to Fuyu's broad except swallowing errors." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge/tied-weights collapse and Qwen3.5 visual key serialization are different model behaviors." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Metric gathering label truncation is unrelated to Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to a Python 3.13 import parse error." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 load failure is unrelated to missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization and GPTNeoX config reload losing rotary_pct are different bugs." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Optional post_init validation and ModelOutput key assignment are separate code paths." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Generic Python 5.1.0 compatibility issue is not the same as the DebertaV2 Python 3.13 IndentationError." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA model failure is unrelated to local dataset loading in an example script." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized model config loading and Fuyu's tensor conversion exception handling are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "GraniteSpeech CI test flake and stale auto_mappings references are different CI failures." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and serve KV-cache indexing are separate multimodal/server bugs." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The issue body is not enough to tie 'ADD THE DATA' to the fbank feature extraction bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config creation and example script dataset loading are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification empty results and local dataset loading are different example-script issues." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality limit error is unrelated to Whisper's empty transcription handling." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup and notebook syntax error are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Qwen2.5_VLImageProcessor import error is separate from AutoImageProcessor import failure." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4Multimodal default-config initialization and Qwen3_5MoeVisionConfig field loss are different config bugs." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Qwen2.5_VLImageProcessor import failure is unrelated to layer_type_validation import failure." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "TensorFlow missing from torch install and generic dependency issue are not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to serving KV-cache tensor indexing." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and _torch_extract_fbank_features bug are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are different model issues." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialization of tied lm_head weights and GPTNeoX rotary_pct reload loss are separate configuration/serialization bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "torch >= 2.9 compiled flex_attention failure is unrelated to a bad PyTorch version gate for AuxRequest import." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation indexing in serve is unrelated to trust_remote_code cache-path collisions." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to cache-directory collisions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:41950", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:43643|issue:44496", + "issue:45406|issue:45632", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42907|issue:43441", + "issue:43295|issue:45335", + "issue:43854|issue:44964", + "issue:44016|issue:44062", + "issue:43976|issue:44987", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43526|issue:43901", + "issue:43299|issue:45216", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43976|issue:44279", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:44351|issue:45278", + "issue:44521|issue:45325", + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:43976|issue:45405", + "issue:43479|issue:43525" + ], + "prepared_review_unit_hash": "7c24668409eb5e053479d4092a68e81d3ca01e3245dda892fd00f94fe4ee4bfa", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36649, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers bug reports with a recurring theme of version-related model/config loading regressions, especially around remote_code and multimodal models. No soft pair looks like the same concrete underlying bug, so all soft edges are rejected.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45020 is the broadest umbrella for the recurring remote_code/model-loading regression theme and is the best representative issue in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 most cleanly captures the shared version-induced loading breakages across several reports, while still being specific enough to serve as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve save_pretrained on multimodal models, but one is lm_head tying and the other is incorrect visual-encoder key serialization; different bugs." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Both are import-time issues, but one is slowness and the other is unsafe sys.modules access; not the same defect." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both touch remote-code/config loading, but one drops fields from AutoConfig and the other rejects a model without model_type; different failure modes." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Processor _tokenizer crash vs remote_code cache-path collision; unrelated problems." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both are model-loading regressions, but for different models and causes: Phi-4 multimodal loading vs removed Sam3LiteText mappings." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI stale-device test failure is unrelated to a Phi-4 model-loading bug." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral models, but one is save/export of dequantized checkpoints and the other is FlashAttention inference/loading." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Custom processor.tokenizer regression vs resize_token_embeddings not propagating to decoder.embed_tokens; different code paths." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and symptoms: Qwen2.5-VL import error vs Phi-4 multimodal loading failure." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to the AddedToken argument handling bug." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both are version-compatibility complaints, but one is Python support and the other is a specific model-loading breakage." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache bug vs ANSI coloring in loading_report; unrelated issues." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs stale auto_mappings config references; different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model/config loading vs image processor torchvision dependency; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Different import failures: missing model-class export vs nonexistent image_utils import." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs docs/behavior mismatch for return_all_scores; not the same issue." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL loading regression vs Qwen3.5 save_pretrained serialization bug; different phases and fixes." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation bug; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer args being ignored vs a tie_word_embeddings warning; different subsystems and symptoms." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python version support issue vs generic dependency issue; different and too broad to merge." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs unrecognized model/config error; unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Eval-mode checkpointing restriction vs D-FINE auxiliary-loss handling; different code paths." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related regressions, but one is model loading and the other is save_pretrained key serialization." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model/config vs from_config not unwrapping text_config; different configuration bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import failure is one specific error; 45278 is a broad multi-import regression report." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "assistant_masks bug in apply_chat_template vs rope index scaling bug; different multimodal paths." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup issue vs remote_code model-loading regressions; unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router loss omission vs mm_token_type_ids defaulting; different training behaviors." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support issue vs unreleased MIN_PEFT_VERSION bump; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal config default initialization vs Llama4Config missing pad_token_id; different config classes 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": 17, + "review_unit_index": 31, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:41950|issue:45823", + "issue:44683|issue:45542", + "issue:38175|issue:44617", + "issue:44279|issue:45405", + "issue:43577|issue:45216", + "issue:43299|issue:43854", + "issue:39692|issue:43901", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:41950|issue:43650", + "issue:44297|issue:44462", + "issue:33290|issue:45656", + "issue:44462|issue:44779", + "issue:45600|issue:45712", + "issue:44016|issue:44291", + "issue:43450|issue:44279", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:44261|issue:44263", + "issue:43065|issue:44898", + "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:44623|issue:45397", + "issue:43653|issue:45593", + "issue:44623|issue:44749", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43673|issue:43761" + ], + "prepared_review_unit_hash": "7bab5b32037175b7ffb8d9bb324bc32e983c77a50a5f41d413655a0da651ba57", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36330, + "estimated_input_tokens": 9083, + "estimated_eval_tokens": 18422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated regressions, docs issues, model-loading bugs, and tokenizer/processor edge cases. None of the soft pairs look like the same underlying bug or a single mergeable PR.", + "confidence": 0.31, + "canonical_issue_reason": "No single artifact cleanly represents the whole cluster; if one must be chosen, issue 44462 is the broadest tokenizer-loading report and sits closest to several tokenizer-related items, but the cluster is too diverse for a true canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44462 is the best representative only in a loose sense: it is broad, user-facing, and overlaps the most with other tokenizer-loading reports. Still, it does not subsume the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Different bugs: video-classification processor lookup vs Gemma4 device-mapping mismatch." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Unrelated failures: compiled flex_attention on torch>=2.9 vs TensorBoard/TensorFlow backend installation." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Different model issues: SigLIP2 zero probabilities vs Sam3Video CUDA OOM." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as a PEFT version bump problem." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Different code paths: BLIP2 dtype propagation vs Qwen3.5 save_pretrained checkpoint serialization." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Distinct loading bugs affecting different models and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is a SigLIP2 example breakage and the other is stale pipeline documentation." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer regression vs incorrect DeepSeek tokenization; related area, but not the same bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both involve tokenizer loading, but one ignores repository tokenizer.json while the other crashes in Mistral regex patching." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Completely unrelated: video-classification processor bug vs a low-information issue titled 'ADD THE DATA'." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Save-pretrained metadata mismatch is different from AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Different deepspeed/optimizer symptoms: OOM with Adafactor vs optimizer.step being called twice." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is loader precedence and the other is incorrect tokenization results in v5." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both touch cleanup/CI hygiene, but they concern different stale references and different files." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug is unrelated to a transformers dependency issue." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "Different model-specific runtime errors in different areas." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Both concern quantization/loading, but one is saving failure and the other is dequantized offload loading failure." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization inconsistency vs resize_token_embeddings not updating embeddings; related domain, different bug." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Both mention GLM/MoE internals, but one is a missing config epsilon and the other is torch.split return handling." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model issues: dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default resolution failure." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 is not the same as compiled flex_attention failing on newer torch." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "No shared underlying bug: a placeholder issue vs apply_chat_template crashing on tool-call messages." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files is different from gemma-4 zero3 from_pretrained loading." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Save-pretrained file omission and a Chinese performance regression are not duplicates." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM predictions and DeepSeek tokenization are different model behaviors." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 being broken are separate issues." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is unrelated to CLIPVisionModel hidden_states handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:42757", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44987", + "issue:45003", + "issue:45250", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:43784|issue:45542", + "issue:43262|issue:44521", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:43901|issue:43994", + "issue:42175|issue:43976", + "issue:44987|issue:45542", + "issue:43122|issue:43650", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:44188|issue:44336", + "issue:44297|issue:45397", + "issue:43525|issue:43643", + "issue:43295|issue:44617", + "issue:42491|issue:43299", + "issue:44589|issue:45362", + "issue:43901|issue:44246", + "issue:41628|issue:43976", + "issue:45561|issue:45563", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:43352|issue:45250", + "issue:41950|issue:44220", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43526|issue:45003", + "issue:44336|issue:44485", + "issue:45003|issue:45561" + ], + "prepared_review_unit_hash": "d110145a5dd6515adc84018591e1816696504e49366077099b46c357fbf9b512", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers regressions/import issues; none of the suggested soft pairs look like true duplicates, so the safe triage outcome is to keep them separate. I\u2019d use one of the well-referenced import-regression reports as the cluster anchor, but there is no single underlying bug spanning the set.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 43824 is the best anchor: it is a concrete, widely-referenced import regression with clear user impact, while the rest of the cluster is too heterogeneous to justify a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "43824 is the strongest representative issue in this cluster because it has the most engagement and a precise failure mode; it is more triage-useful than the narrower or lower-signal reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Different failure classes: missing model symbol on import vs missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Audio chat-template sampling-rate bug is unrelated to multimodal assistant-mask generation." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 device-mismatch are unrelated code paths." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer attribute error on tasks is not the same as D-FINE auxiliary-loss logic." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 producing bad outputs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Package extras/backend installation issue is unrelated to the Python version compatibility bug." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is unrelated to the TensorFlow backend import issue." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenization regression is unrelated to the placeholder \"ADD THE DATA\" issue." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Both involve import/setup problems, but one is a missing model export and the other is a Python support issue." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4 missing config field and GLM-4v loading failure are different model-specific bugs." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch is not the same as Gemma-4 zero3 from_pretrained loading failure." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config-related, but the concrete bugs differ: missing pad_token_id vs trust_remote_code dropping fields." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to CUDA OOM in Sam3Video." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen/MoE compatibility, but one is a LoRA hf4.x vs hf5.x incompatibility and the other is a Qwen3VL loading regression." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage type error and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A stale doc reference is not the same as intermittent import latency." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error is unrelated to the Python version support regression." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale generation warning are different problems." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output formatting and a docstring typo are not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "MoE load-balancing loss logic is unrelated to D-FINE denoising auxiliary losses." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron-specific Flash Attention support and a generic Flash Attention 2.0 issue are not the same concrete bug." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "position_ids buffer access bug is unrelated to Gemma-4 zero3 loading." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance issue is unrelated to unrecognized model config loading." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are separate model-path bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are different import regressions." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "These are both import errors, but they concern different symbols from different modules." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI formatting is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and xdist captured_info race are unrelated implementation 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": 17, + "review_unit_index": 33, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:36246|issue:43596", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:45292|issue:45701", + "issue:43901|issue:45003", + "issue:44987|issue:45459", + "issue:42886|issue:45229", + "issue:45375|issue:45759", + "issue:43232|issue:44336", + "issue:44496|issue:45003", + "issue:43065|issue:43408", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:44995|issue:45200", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:45397|issue:45656", + "issue:43673|issue:44734" + ], + "prepared_review_unit_hash": "42aa4f047cf836052cd46a505944d4897e28d21e46afe544064f9ceae291256d", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36582, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft-pair list does not form a true duplicate cluster; most links are broad topical similarities across unrelated bugs (tokenization, config handling, deepspeed, multimodal models, and generation). I would reject every soft edge.", + "confidence": 0.18, + "canonical_issue_reason": "No single issue cleanly represents a duplicate cluster here; the suggested pairs are mostly unrelated bug reports with only loose topical overlap.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the closest thing to a hub because several candidates are embedding/tokenization-adjacent, but it still does not unify the set into one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Offline tokenizer cache loading and a v5 API removal breaking trust_remote_code are different failure modes." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import-time slowdown is unrelated to the Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss logic and an AMP image-loss crash are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "A missing Qwen processor import and a DeepSpeed/BertModel indexing error are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma4 mm_token_type_ids defaults concern different models and code paths." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Buffer access on position_ids is unrelated to the reported tokenization slowdown after upgrade." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "DeepSeek tokenizer output changes are not the same as resize_token_embeddings failing to update output embeddings." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config handling, but they are different models and different strictness/unwrapping bugs." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resizing is unrelated to Whisper empty-transcription generation after special-token alignment." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "A specific embedding resize bug does not match a broad version-dependent tokenization complaint." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs drift for a pipeline flag is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and protobuf error masking are different tokenizer/loading bugs." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache loading and Gemma4 multi-GPU OOM are entirely separate issues." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing a config field under @strict and unwrapping text_config in from_config are different composite-config bugs." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus has nothing to do with ANSI codes in loading_report." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model config and unsafe sys.modules access are unrelated code paths." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both mention SAM3, but one is about a dummy Conv2d and the other is a model-type warning." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is not the same as a ZeRO3 deque underflow." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample-rate defaults are unrelated to import-time slowdown." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale cache crash in GlmMoeDsa is unrelated to Gemma4 token-type defaults." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "A tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are different issues." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 video encoder output attr missing and Qwen3OmniMoe video input validation are separate bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both touch embedding/tied-weight behavior, but one is serialization/device-dependent and the other is resize propagation." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBird tokenizer special-token registration and ESM2 breakage are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning in fine-tuning is not the same as a flash-attention generation failure." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "DeepSpeed ZeRO3 from_pretrained and a double optimizer-step bug are different failures." + }, + { + "left": "issue:45003", + "right": "issue:43901", + "accept": false, + "reason": "Unsafe sys.modules access is unrelated to a stale docs mention of return_all_scores." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache and a flash_attention s_aux=None crash are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-embeddings warning in Qwen3.5 is unrelated to a stale paged-generate warning." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown and EOS-token config mismatch are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45759", + "accept": false, + "reason": "Resize-token-embeddings behavior and from_config text_config unwrapping are different model-construction 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": 17, + "review_unit_index": 34, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43873", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45600", + "issue:45656", + "issue:45753" + ], + "soft_pairs": [ + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:44623|issue:45656", + "issue:42994|issue:43482", + "issue:28282|issue:30990", + "issue:44749|issue:45310", + "issue:44749|issue:45656", + "issue:43475|issue:43643", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:45230|issue:45397", + "issue:41628|issue:44933", + "issue:44038|issue:44623", + "issue:45081|issue:45103", + "issue:45375|issue:45478", + "issue:42994|issue:43525", + "issue:43475|issue:44661", + "issue:42673|issue:43704", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44945|issue:45753" + ], + "prepared_review_unit_hash": "5ad8238f52d315ef5643341184bd6da4fc0e064351b684cf44ea07b9362b2439", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36135, + "estimated_input_tokens": 9034, + "estimated_eval_tokens": 18324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated regressions and import/model-loading bugs; nearly all soft links look like false positives. The only clear duplicate pair is the Qwen3ForCausalLM VRAM leak reports (42673/43704).", + "confidence": 0.93, + "canonical_issue_reason": "issue:42673 is the best canonical issue because it has an exact duplicate in 43704 and describes a concrete, reproducible Qwen3ForCausalLM VRAM leak with multiple dataloader threads.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the strongest issue to anchor on: it is specific, actionable, and the duplicate relationship is unambiguous from the matching title and bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO3 deque underflow vs a CI break from removed Sam3LiteText config references." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Unrelated bugs: Qwen3-VL-30B weight-shape mismatch vs a Qwen3.5 LoRA warning about tie_word_embeddings." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Both touch tokenizer/import paths, but one is a missing import from image_utils and the other is tokenizer error masking when protobuf is absent; different root causes." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer/code paths and model families; one crashes on trailing replacement characters in Whisper decoding, the other is a Kimi-K2.5 codec/regression issue." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation internals, but one is about sync_gpus/_update_model_kwargs_for_generation and the other is a missing GenerationMixin cache during chunked_prefill." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both are save_pretrained-related, but tokenizer metadata mismatch and processor file omission are distinct serialization bugs." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific generation cache bug; the other is a broad upgrade report about many import errors, not the same underlying issue." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "The titles point to different problems: missing fields from trust_remote_code config loading vs ESM2 breakage; no concrete shared code path is evident." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Different symptom and scope: MLukeTokenizer task AttributeError vs a performance regression after upgrading transformers." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to DeepSpeed optimizer.step being called twice." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Saving quantized models and loading Qwen2.5-GGUF in transformers v5 are different bugs affecting different paths." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-not-found ImportError and Sentence Transformers getting stuck loading are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "The first is a performance slowdown after upgrading; the second is a Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance regression after upgrade vs DeepSpeed double optimizer.step; no same bug here." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video missing output attribute and AutoConfig trust_remote_code missing fields are different model/config failures." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings guidance is unrelated to old InternVL2 checkpoints failing meta initialization under transformers v5." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different models and defects: SAM 3 Video missing fpn_position_embeddings vs Qwen2.5-VL video position IDs being wrong." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "45230 is too generic to justify a duplicate merge with the specific gemma-4 zero3 from_pretrained issue." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but AutoImageProcessor missing import and a bad image_utils import are not the same concrete failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe on transformers 5 vs processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotation handling crash are unrelated code paths." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "The former is a config-field omission in Qwen3_5MoeVisionConfig; the latter is a generic from_pretrained error. Similar family, but not clearly the same concrete bug." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are different loading/saving issues." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 Video encoder output attribute error and add-new-model-like tokenizer mapping failure are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same bug and near-verbatim title: Qwen3ForCausalLM leaks VRAM when used in multiple dataloader threads." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related model family, but one is a generic Qwen3.5 Moe from_pretrained error while the other is a specific missing config field; not enough to prove the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and diverging attention kernels under torch.compile are different bugs." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but AutoImageProcessor and HybridCache are different symbols with different root causes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation and FP8 save_pretrained problems are distinct issues." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and a Qwen3_5 infinite loop on a specific image are different failure modes." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly duplicated pair is issue:42673 / issue:43704, which have identical titles and matching descriptions. The remaining soft-edge verdicts are conservative and based on visible title-level differences rather than overstated root-cause claims." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45561", + "issue:45712", + "issue:45812" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:43232|issue:44792", + "issue:42175|issue:45712", + "issue:36010|issue:41628", + "issue:43673|issue:44188", + "issue:43377|issue:44242", + "issue:44038|issue:45310", + "issue:43526|issue:45561", + "issue:44496|issue:45561", + "issue:43504|issue:45561", + "issue:44964|issue:45137", + "issue:42898|issue:44568", + "issue:42175|issue:44933", + "issue:43479|issue:44869", + "issue:30990|issue:35141", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:44188|issue:44373", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:43874|issue:45092" + ], + "prepared_review_unit_hash": "7e66ce1e0a33d6e9ffbf69a3d07f2083629c39773d4a1235a77356ea6f0c1a5b", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37054, + "estimated_input_tokens": 9264, + "estimated_eval_tokens": 18784 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated regressions across tokenizers, multimodal models, packaging, generation, and test infra. The soft-similarity edges are mostly superficial (same model family or same v5 era) rather than the same underlying bug, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue stands out; the items do not converge on one shared failure mode or code path.", + "canonical_pr_reason": null, + "best_issue_reason": "No best representative issue: the cluster spans multiple unrelated bugs, so any single issue would be misleading as a canonical target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal/model-related, but one is a VitPose breakage and the other is a Gemma 4 mm_token_type_ids defaulting issue; different bugs and code paths." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention MoE/Qwen and save/from_pretrained, but one is FP8 saving and the other is a from_pretrained load failure; not the same fix." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized model saving failure and missing Qwen2_5_VLForConditionalGeneration import are unrelated problems." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to a janus image-generation test failure." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging/backend dependency selection is unrelated to leftover dummy class leakage in repo checks." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different subsystems; not one underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Chunked prefill cache handling and torch.compile attention divergence are separate generation/attention issues." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug and MoE load-balancing loss behavior are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same general Qwen/Moe family, but one is a transformers 5.0 compatibility issue and the other is a specific from_pretrained regression in 5.4.0." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BEiT label reduction bug and pytest-xdist file race are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model config and captured_info.txt xdist race have no shared code path." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy field loading for BEiT segmentation is unrelated to the testing-utils file race." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading failure and DeepSpeed ZeRO3 deque underflow are different failure modes." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but one concerns cleanup-space behavior and the other BOS/EOS insertion for mdeberta; distinct bugs." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow backend packaging and a nonexistent image_utils import are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Phi4MultimodalConfig default handling does not match Whisper timestamp decode crashing." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-transformers loading hang and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility and an import from image_utils are not the same bug." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config default initialization and ModelOutput None-key assignment are separate object-model issues." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is cleanup-space behavior and the other is Granite token ID corruption; different root causes." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import errors in different packages/models; no evidence they share a single missing symbol or fix." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a docstring typo." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Training/eval dtype drift and ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor.save_pretrained files and Qwen3.5 MoE loading failure are different operations and likely different fixes." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV cache continuation crash in serve is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow status reporting and DeepSpeed OOM are unrelated training issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer load failure and add_special_tokens BOS/EOS regression are distinct tokenizer problems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but tied-weights warnings and missing tensor-parallel plan are different code paths and fixes." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the Kimi codec/regex warning issue is different from clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "DeepSeek token ID regression is model-specific and not the same underlying bug as clean_up_tokenization_spaces changes." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch count method and remote-code meta-init incompatibility are both multimodal-related but not the same 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": 17, + "review_unit_index": 36, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834" + ], + "soft_pairs": [ + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44933|issue:45712", + "issue:44295|issue:45656", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:43644", + "issue:44206|issue:45103", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:30333|issue:36331", + "issue:22355|issue:28282", + "issue:41628|issue:42757", + "issue:30333|issue:34689", + "issue:43232|issue:45834", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:44222|issue:44484", + "issue:30333|issue:35141", + "issue:44297|issue:45310", + "issue:44263|issue:45092", + "issue:44263|issue:44360", + "issue:44483|issue:45406", + "issue:44514|issue:45103", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:43723|issue:44991", + "issue:44261|issue:45092", + "issue:30990|issue:38175", + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:39401|issue:44568", + "issue:42831|issue:45310" + ], + "prepared_review_unit_hash": "5f9ddc6f808e55b9d1d4901eb44b8d8089d765c68c264670e38726d8c5b1f97c", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38258, + "estimated_input_tokens": 9565, + "estimated_eval_tokens": 19386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous. There is a recurring Transformers v5 loading/tokenizer/import theme, but the soft pairs are still too model- or bug-specific to treat as duplicates.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43723 is the broadest representative of the repeated loading/tokenizer regression theme in this set; it is the closest umbrella issue among mostly unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the best global representative because it captures the common v5 tokenizer-loading symptom seen across several nearby issues, even though the cluster is not truly cohesive.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Unrelated: PEFT version pinning vs leftover dummy classes leaking into __dir__." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention output behavior changes, but one is tokenization cleanup semantics and the other is Pegasus output drift; different bugs/code paths." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Different subsystems: missing image_utils import vs dummy PT classes cleanup." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error is unrelated to Deepspeed optimizer step duplication." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE serialization and the other is tokenizer_class metadata mismatch." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config metadata bug is unrelated to optimizer stepping behavior." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different initialization problems: default vision/audio config handling vs junk non-persistent buffers." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center arg in a feature extractor is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both touch save_pretrained, but one is FP8 MoE saving and the other is processor file export completeness." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is not the same as missing files from processor.save_pretrained." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to CustomTrainer.compute_loss signature breakage." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "One is missing transformers.onnx, the other is missing PyTorch for AutoModel; both are import errors but different dependencies." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor export and missing is_offline_mode export are different import regressions." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow tracking issue is unrelated to model loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs/sync_gpus bug is unrelated to Kosmos2.5 OCR index error." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading failure and Qwen3.5 flash-attention generation failure are different symptoms and code paths." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch import error is unrelated to MLflow job reporting after failure." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained bug is unrelated to max_shard_size behavior question." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting and token-embedding resize reinitialization are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value issue in DSA indexer is unrelated to remote-code meta-initialization incompatibility." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "DSA indexer split behavior and missing ReLU are different implementation concerns." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "API request rejection at /v1/chat/completions is unrelated to Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched apply_chat_template crash is unrelated to auto_docstring annotation parsing." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids is unrelated to GLM-5 RoPE implementation behavior." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer read error is not the same as missing processor save files." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and eos_token_id config inconsistency are different bugs." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta-init incompatibility is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they are model-specific and not clearly the same underlying bug or code path." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading stall and SigLIP2 zero-probabilities are different model/runtime problems." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "AutoTokenizer loading failure and FastSpeech2ConformerTokenizer loading failure are separate model-specific issues." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Missing AutoImageProcessor export and missing Qwen2_5_VLForConditionalGeneration export are distinct import problems." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Config defaulting for multimodal vision/audio settings is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Qwen3 offset_mapping bug and mdeberta add_special_tokens BOS/EOS regression are different tokenizer issues." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44829", + "issue:44945", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:42886|issue:42994", + "issue:44263|issue:44373", + "issue:43756|issue:44060", + "issue:42757|issue:45278", + "issue:42831|issue:44038", + "issue:43232|issue:45593", + "issue:43576|issue:43784", + "issue:42831|issue:45753", + "issue:42886|issue:43066", + "issue:22355|issue:28218", + "issue:42371|issue:44263", + "issue:43122|issue:44521", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:43232|issue:44743", + "issue:42907|issue:44945", + "issue:43976|issue:44945", + "issue:44704|issue:45290", + "issue:41628|issue:45278", + "issue:39401|issue:44488", + "issue:44295|issue:44297", + "issue:43784|issue:45600", + "issue:43122|issue:44514", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44261|issue:44373", + "issue:44360|issue:44485", + "issue:39401|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:29127|issue:30990" + ], + "prepared_review_unit_hash": "078964e66a20dc5d992f43fbc5e7f2def0daac3096bc9d4c1d2ef07328a0b759", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36540, + "estimated_input_tokens": 9135, + "estimated_eval_tokens": 18526 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated tokenizer, import, multimodal, quantization, generation, and model-specific bugs. All soft edges should be rejected. If forced to choose a representative issue, 45278 is the broadest import-regression report, but it is only a loose umbrella fit.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 45278 is the broadest umbrella report in the cluster, covering the shared \"import errors after upgrade\" theme better than the narrower crash/failure reports; however, the cluster is still too mixed for a strong canonical match.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most general and representative of the repeated version-upgrade/import-regression pattern, making it the best available issue anchor for this noisy cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer-cache failure vs quantized/dequantized model saving; different failure modes." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer arithmetic bug vs docstring complaint; not the same underlying issue." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs Qwen3-Next tied-weights warning; different models and code paths." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Specific `is_offline_mode` import error vs broad upgrade-time import failures; too general to be a duplicate." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug; unrelated symptoms and subsystems." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs/sync bug vs D-FINE auxiliary-loss issue; unrelated functionality." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "`transformers env` command breakage vs sentence-transformers import NameError; different surfaces." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation vs Qwen3_5 image infinite loop; unrelated bugs." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading problem vs tokenizer decoder-type mismatch in v5; distinct tokenizer regressions." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Missing `transformers.onnx` module vs added-space tokenizer behavior; not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning vs torch.split/indexer issue; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Version-to-version tokenization differences vs multimodal assistant-mask bug; different code paths." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor kwargs passthrough; different API layers." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Loading hang vs MacOS bus error; both are runtime failures but not the same underlying cause." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation kwargs update bug vs recurrent-state reset in modular qwen3_5; different issues." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized-save failure vs incorrect pipeline-parallel output; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python support/version issue vs pipeline-parallel output corruption; not a duplicate." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding vs chat-template crash with tool calls; different failure paths." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Single `AutoImageProcessor` import error vs broad many-import-errors report; only a loose thematic overlap." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 offset-mapping bug vs model load failure for `cjvt/sleng-bert`; unrelated tokenizer/model problems." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "`position_ids` buffer access error vs tokenizer_class mismatch on save; separate serialization/runtime bugs." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers vs CI break from removed Sam3LiteText configs; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenization differences across versions vs batched chat_template crash with padding=False; different tokenizer paths." + }, + { + "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": "Model-type mismatch warning vs missing attribute on SAM 3 video output; related family, but different concrete bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA q_a_layernorm precision issue vs docstring issue; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Missing ReLU in DSA indexer vs GLM-5 RoPE implementation discussion; different models/code paths." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 offset-mapping bug vs multimodal assistant-mask bug; different tokenizer behaviors." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs flash-attention-3 degenerate training; unrelated." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting; different issues." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs sentence-transformers loading hang; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44485", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753" + ], + "soft_pairs": [ + "issue:43122|issue:44779", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:42757|issue:44351", + "issue:45216|issue:45478", + "issue:43066|issue:44779", + "issue:43278|issue:44945", + "issue:43493|issue:45753", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:43784|issue:45446", + "issue:43992|issue:44704", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42222|issue:43441", + "issue:43064|issue:43673", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43116|issue:43493", + "issue:44075|issue:44936", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:44222|issue:45478", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:33453|issue:39401" + ], + "prepared_review_unit_hash": "940067983cef60e7a999e1f4a70cf0a5c3c3f2f169ed066e735ca6eb4d4b4a2c", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37380, + "estimated_input_tokens": 9345, + "estimated_eval_tokens": 18946 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated Transformers v5 regressions, import errors, tokenizer issues, and model-specific bugs. The soft pairs share broad subsystem/version themes, but none look like the same concrete defect. If an anchor is needed, issue 45278 is the broadest umbrella for the import/regression family.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-style report here (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d), so it is the best anchor for the cluster even though the others are not true duplicates of it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best represents the shared v5 regression/import-breakage theme and is the most likely place to consolidate follow-up links.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they involve different models and different failure modes; not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "One is save_pretrained for dequantized Ministral/Devstral models, the other is loading Phi-4 multimodal; different code paths and symptoms." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe breakage vs tokenizer_config save mismatch; only loosely related by serialization, not the same defect." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: model loading/runtime issue vs reading a registered position_ids buffer." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Save/dequantization failure and gguf_file load failures are distinct problems." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and example-script multi-label classification issue are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and likely different root causes." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different Qwen/Moe-related issues: one is loading/model support, the other is FP8 save_pretrained behavior." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but one is from huggingface_hub and the other is a transformers symbol; not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and save/load regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is decoder type selection and the other is incorrect tokenization outputs; not the same concrete issue." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype drift in eval and incorrect pipeline-parallel output are different training/inference bugs." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop behavior are unrelated model-specific bugs." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenization regression vs flash-attention generation failure; too different to merge." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Save/dequantization failure and FP8 save_pretrained bug affect different models and mechanisms." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Importing sentence-transformers with transformers vs a PyTorch version check in flex_attention are unrelated import/runtime issues." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing embed_tokens.weight during from_pretrained and cached_file kwargs propagation are different loader bugs." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is an umbrella report about many import errors, but 38617 is one specific missing import; not enough evidence they are the same defect." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-dataloader threads and bfloat16 dtype mismatches are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure and GLM-5 RoPE implementation discussion are not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Module import failure for transformers.onnx and a LayoutLMv3 error-message clarification request are unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage and Ministral-3 flash-attention failure are different model-specific regressions." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT and missing GenerationMixin cache during chunked_prefill are distinct training vs generation bugs." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance and a missing image-patch helper are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue and a flex_attention import check bug are different problems." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script multi-label classification failure and SigLIP2 implementation mismatch are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unused SGD args and trainer.evaluate() failing after trainer.train() are different training bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen/Moe and from_pretrained, but they target different model variants and likely different failure points." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained for moe models and Qwen3.5 from_pretrained loading error are not the same code-path problem." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extract length helper issue and a version-check import bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is Qwen3 offset mapping and the other is Deepseek tokenization output; different bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Regression in tokenizer loading and Qwen3 wrong offset_mapping are related only at a high level; 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": 2, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45542", + "issue:45561", + "issue:45588", + "issue:45656" + ], + "soft_pairs": [ + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:42673|issue:43906", + "issue:45405|issue:45446", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:42673|issue:43582", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:44933|issue:45278", + "issue:42617|issue:45341", + "issue:42673|issue:43577", + "issue:42175|issue:42222", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:44483|issue:45464", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:43673|issue:45341" + ], + "prepared_review_unit_hash": "3c3b8861ebae699f4b447ff816455bd01e381a99f58712966bb5589f15370e4c", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36485, + "estimated_input_tokens": 9122, + "estimated_eval_tokens": 18500 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: import/API regressions, tokenizer bugs, model-loading issues, flash-attention problems, and testing-utils failures. None of the soft pairs look like the same underlying bug/change, so they should stay separate; the broadest issue is only useful as an umbrella reference.", + "confidence": 0.41, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it explicitly covers multiple import failures after upgrading to v5.5.0, which is the closest match to the cluster\u2019s import/API regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best represents the cluster because it is the most general, latest, and user-facing issue about widespread breakage after a version bump, with room to subsume several import-related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Both are runtime failures, but one is a tokenizer-mapping assumption bug and the other is a flash-attention crash on s_aux=None; different code paths and fixes." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention import version-check bug are unrelated changes in different subsystems." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 invalid GenerationConfig and Qwen3.5 flash-attention generation failure are distinct model/config issues, not the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "A VRAM leak in Qwen3ForCausalLM threads and an isolated reproduction of a different issue are not the same underlying defect." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A PEFT version pin problem and a flex_attention PyTorch version check are unrelated dependency/version issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights and PreTrainedConfig type checking are separate v5 compatibility regressions." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video batch shape handling and a torchvision-missing crash in AutoProcessor affect different APIs and failure modes." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug and an xdist race on captured_info.txt are related only by test infrastructure, not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and _patch_mistral_regex assuming backend_tokenizer are different tokenizer-layer bugs." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols ('layer_type_validation' vs AutoImageProcessor) and different modules." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Qwen3 offset_mapping correctness and runtime post-processor updates for special tokens are distinct tokenizer behaviors." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 and Qwen3.5 MoE from_pretrained loading error are not the same code-path problem." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "flash_attention_3 causing degenerate training and Qwen3.5 save_pretrained regression are separate flash-attn vs serialization issues." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "A GPU VRAM leak and an Apple Silicon caching_allocator_warmup TypeError are unrelated runtime bugs." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Chat/completions request rejection in v5.3 and Qwen3.5 MoE from_pretrained failure are different API layers and symptoms." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 configuration behavior and MLA q_a_layernorm epsilon precision are separate numerical/config issues." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A model-type mismatch warning for sam3_video/sam3_tracker and a key error when loading MobileLLM-125M are different loading problems." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Broken vitpose models and a TensorFlow backend/import packaging issue are unrelated subsystems." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing import from image_utils and a broad 'many import errors after update' report overlap thematically, but not enough to be the same concrete bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Failure to run 3d_parallel.py and a small testing_utils bug are not the same underlying issue." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leakage in threaded Qwen3 usage and Blip2 dtype fields staying float32 are completely different problems." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Missing TensorFlow backend when installing torch extras and broken vitpose models are separate package/backend and model issues." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "An invalid GenerationConfig and an unrecognized model/config.json problem are different model-loading failures." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD arguments not being used and optimizer.step() being called twice under deepspeed are different optimizer bugs." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "A v5.3 chat/completions compatibility failure and Qwen3.5 streaming inference breakage are not the same request path." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API guidance and FineGrainedFP8 accuracy loss are distinct numerical-behavior issues." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and changed tokenization output between versions are related to tokenizers, but they describe different defects and fixes." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A bfloat16 PyTorch warning during compilation and Blip2 dtype staying float32 are different dtype-handling issues." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing during chunked_prefill and a testing_utils bug are unrelated code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43824", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:42222|issue:45459", + "issue:43012|issue:43408", + "issue:41628|issue:45071", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:45003|issue:45341", + "issue:44117|issue:44987", + "issue:43931|issue:44038", + "issue:43097|issue:43452", + "issue:43335|issue:45071", + "issue:43986|issue:45341", + "issue:43408|issue:44368", + "issue:43986|issue:44484", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:43531|issue:45341", + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:43064|issue:44315", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43986|issue:44117", + "issue:43824|issue:43986", + "issue:43066|issue:43906" + ], + "prepared_review_unit_hash": "79cc97d8bdb92d87bc4f854fbefd7b81317b3037e1248b2a0ee82c7db64f5d01", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 39089, + "estimated_input_tokens": 9773, + "estimated_eval_tokens": 19802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct Transformers v5 regressions, import errors, and model-specific loading bugs. The only clear pattern is broad v5 breakage, but the individual issues are not duplicates of one another.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43097 is the broadest user-facing regression in the set and best captures the v5 breakage theme; it is more representative than the narrower model- or component-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is a strong global representative because it describes an explicit v5 API/behavior regression affecting downstream code broadly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen/GLM-style model issues, but one is missing projections in qwen3next while the other is a Qwen3.5-MoE from_pretrained failure; different code paths and symptoms." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Unrelated problems: save_pretrained shard sizing versus Qwen3.5-MoE loading failure." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different model families and bugs: missing image-processor method versus MLA rms_norm_eps precision/config issue." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Both are broad v5 complaints, but one is a removed config flag and the other is unexpected position-id keys; not the same underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Same GLM naming, but one is a torch.split/indexer bug and the other is a RoPE implementation discussion; not one fixable issue." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Different subsystems: vitpose model breakage versus tokenizer protobuf error masking." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Both are warning-type reports, but one is bfloat16 precision warnings and the other is a SAM3 model-type mismatch warning." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is a model-specific Ministral-3 compatibility failure and the other is training degradation in sequence classification." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression is unrelated to the tensorboard-without-TF backend issue." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen model-loading issues, but one is a weight-shape mismatch and the other is missing projections in a different model family." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access and a testing_utils bug are separate code paths with no shared underlying defect." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping None and a physical-intelligence/fast loading failure are not shown to be the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a weight mismatch and the other is a Qwen3-VL-Moe compatibility issue; too different to merge." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Config flag removal versus gguf_file loading breakage are distinct failures." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Video-model torchvision dependency crash and a testing_utils bug do not share a concrete code-path problem." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "SAM3 tracker warning and Qwen3.5 tie_word_embeddings warning are unrelated model-specific warnings." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision and shard-size behavior are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM issues: image-processor capability bug versus torch.split return handling." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version compatibility and config type checking are separate concerns." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug and testing_utils bug are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention-3 training regression and categorical feature cardinality limit are unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video-model torchvision crash and ReasoningEffort import failure affect different loading paths and dependencies." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they are for different missing symbols from different packages and are not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm eps handling and GLM-5 RoPE implementation are separate model issues." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qwen3next projections and missing deepstack_visual_indexes are different config/model bugs." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "These are different missing imports from different APIs; same symptom, not the same underlying issue." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer AddedToken argument collision and TOKENIZER_MAPPING_NAMES returning None are separate tokenizer code-path failures." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A v5 config removal is unrelated to quantization offloading behavior." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and qwen3next missing projections are different model-specific failures." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation handling are separate utility-layer bugs." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Local-files-only network leakage and UMT5Encoder missing embed_tokens.weight are unrelated loading issues." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not enough to establish the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44220", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45381", + "issue:45479", + "issue:45753" + ], + "soft_pairs": [ + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43352|issue:44380", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:36683|issue:43582", + "issue:44483|issue:44514", + "issue:43012|issue:44683", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:43756|issue:44485", + "issue:44483|issue:45290", + "issue:43299|issue:43867", + "issue:44483|issue:45381", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:36010|issue:42757", + "issue:43066|issue:45381", + "issue:36683|issue:44077", + "issue:44220|issue:44655", + "issue:43976|issue:44938" + ], + "prepared_review_unit_hash": "e0b89f74bf1422b73d0d98caaf7e1b7ae2344551c75cba9c4d1e65fff84a4493", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38793, + "estimated_input_tokens": 9699, + "estimated_eval_tokens": 19654 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All suggested soft links are false positives. The items span unrelated import errors, model-specific regressions, tokenizer/chat-template bugs, saving/loading issues, and environment compatibility problems; none appear to be the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No safe canonical issue: the cluster is a heterogeneous mix of unrelated regressions across different models, APIs, and runtime environments.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the cluster does not cohere around one concrete code-path problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Different problems: removed tie_embeddings API vs documentation drift for return_all_scores." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline error messaging vs saving Pipeline objects are separate code paths." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing embed_tokens.weight in UMT5 loading is unrelated to save_pretrained shard-size behavior." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support for Nemotron is not the same as GPT2 attention scaling being ignored under SDPA/FA." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile SDPA failure are different model-specific issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "One is a bf16 warning during compile; the other is a Bamba SDPA compile failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but the triggers and fixes are different and model-specific." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated behaviors." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Quantized/dequantized save failure is unrelated to a Qwen3.5 image-generation infinite loop." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both involve saving, but one is quantized model persistence and the other is Pipeline.save_pretrained." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FA and zero-loss sequence classification are different bugs." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Model FlashAttention support issue vs Python-version compatibility failure are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer-state corruption is not the same as GPT2 attention scaling being ignored." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training regressions and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError share no concrete code path." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request rejection and batched apply_chat_template crashes are different layers and failures." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A bf16 compile warning is not the same as a torch>=2.9 flex_attention compilation failure." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions missing and GPT2 attention scaling are unrelated model-output vs attention-backend bugs." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP-related, but one drops attentions and the other returns hidden_states=None; different regressions." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Import errors from huggingface_hub vs a missing Qwen2_5_VL symbol are separate dependency/model issues." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing layer_type_validation import and unwanted API calls under local_files_only are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading bug and FP8 inference support request are not the same underlying change." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and GLM-5 RoPE discussion are different model-specific matters." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat API request validation and tool-call chat-template crashes do not share the same failing path." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-Moe loading failure and sorted-state_dict load error are distinct checkpoint bugs." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request acceptance and Qwen2.5-VL vision_position_ids are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "A Qwen3-VL-Moe loading regression is unrelated to a Qwen3.5 image infinite loop." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for a pipeline arg and pipeline save_pretrained failure are different issues." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing Gemma3Config vocab_size and missing SAM3 fpn_position_embeddings are separate attribute errors." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and saving Pipeline objects are not the same save path." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "A sorted-state_dict load error and a Qwen3.5 save_pretrained regression are different checkpoint issues." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Unsupported FlashAttention for Nemotron and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "patchtsmixer post_init policy and GPT2 attention scaling are not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Two different import errors from different packages/modules; no shared code path." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Wrong tokenizer decoder type and Qwen2.5-VL video position IDs are unrelated regressions." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init restrictions are different model issues." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction bug and Pipeline.save_pretrained failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version related, but one is a 5.1.0 compatibility claim and the other is a Python 3.14 load failure; 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": 17, + "review_unit_index": 42, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43352", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43931", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45593", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "issue:44263|issue:45440", + "issue:36683|issue:43525", + "issue:43352|issue:45593", + "issue:43618|issue:45216", + "issue:44188|issue:44380", + "issue:43064|issue:44492", + "issue:36683|issue:44242", + "issue:43352|issue:43931", + "issue:43010|issue:45278", + "issue:43992|issue:45310", + "issue:43867|issue:45375", + "issue:41669|issue:44246", + "issue:44355|issue:44855", + "issue:36683|issue:43064", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:45850", + "issue:43992|issue:45478", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:43618|issue:44077", + "issue:44360|issue:45440", + "issue:36296|issue:43575", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44977", + "issue:43618|issue:44857", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062" + ], + "prepared_review_unit_hash": "9a9bb8fa1e0e538d5641e40ee0b20ec36c35d47cb5479e36c8d16d4acbd4760e", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36295, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose cluster of mostly unrelated Transformers bug reports: config attribute errors, model-loading/saving regressions, import-time failures, backend-specific attention issues, and a few training/test flakes. The soft-similarity pairs are mostly title-level overlap rather than the same underlying defect.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45278 is the broadest and most central report here, covering widespread breakage after upgrading Transformers and naturally umbrellaing several import/load regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue because it is concrete, high-level, and actionable, while still reflecting the broader post-upgrade regression theme in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different bugs and code paths: one is a torch.split return/value issue in a specific indexer, the other is a model implementation divergence in DeepseekV3MoE." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-attribute errors, but they hit different configs and different missing fields; not the same underlying bug." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Unrelated model-specific failures: flash-attention support gating versus auxiliary-loss handling when denoising is off." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "One is a CLIP output field regression, the other is a Qwen3.5 save_pretrained serialization bug; different subsystems." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention/backends, but one is a torch.compile branching divergence and the other is ignored scaling config in SDPA/FlashAttention." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Completely unrelated: distributed optimizer-state corruption versus a typo in cache strategy naming." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different failures: missing Gemma3Config attribute versus MoE load-balancing loss not being added under a specific flag." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading failures: unsupported FA2 for one model versus tensor shape mismatch for another." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "One is about decorating cache update methods with no_grad; the other is broad import-time breakage after version changes." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are from model loading, but one misses embed_tokens.weight in UMT5Encoder while the other is a Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different root causes: state_dict ordering/load error versus a missing config field silently dropped by strict parsing." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import performance, but one is a proposal to remove import * usage and the other is a general slow-import report; not the same concrete bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are import/compile-time failures, but they stem from different Python/version/parser issues and different modules." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different problem classes entirely: config attribute missing versus distributed training optimizer-state mismatch." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test flakes, but one is missing set_seed in a model integration test and the other is an xdist race in captured_info.txt handling." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Version-related breakages, but one is Python 3.14 import failure and the other is PretrainedConfig type-checking regression." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "One is a load failure caused by state_dict ordering, the other is an incorrect save_pretrained key mapping for Qwen3.5 visual encoders." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Too broad to merge: a no_grad decorator change for cache updates versus a vague complaint that many models break in 5.x." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-related loading issues with different symptoms and likely different fixes; not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "A cache no_grad decoration issue is unrelated to Python-version compatibility for Transformers 5.1.0." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Both mention compatibility/regression, but one is Python 3.14 import failure and the other is wrong vision_position_ids in qwen2.5-vl video input." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different behaviors: missing attentions assignment in CLIPOutput versus a validation rule around optional post_init in patchtsmixer." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Completely different model logic issues: missing ReLU in a DSA indexer versus divergence from remote DeepSeekV3 implementation." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both involve tensor parallelism, but one is a training bug and the other is an OOM during loading a large Qwen2 model." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different loader regressions: missing PyTorch dependency error versus tokenizer-loading regression." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Load error from sorted state_dict is unrelated to the save_pretrained shard-size default question." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific issues: CLIP attentions regression versus Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "No shared underlying defect: CLIP output field regression versus an AMP/CUDA crash in LwDetrImageLoss." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Unrelated failures: a flaky SAM-HQ test and an inability to load a specific multimodal model in latest Transformers." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "One is a missing seed in a test suite; the other is a CI-only stale device override failure in GraniteSpeech." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI failures with different causes: missing set_seed in a test and stale autogenerated mappings referencing removed configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different bugs: local_files_only still making network requests versus AddedToken receiving duplicated special keyword arguments." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44075", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:43723|issue:44556", + "issue:42548|issue:44351", + "issue:43010|issue:44075", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:43010|issue:43232", + "issue:45125|issue:45375", + "issue:30333|issue:33453", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:42831|issue:43874", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:44222|issue:44230", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:41628|issue:42548", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:43673|issue:44492", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526" + ], + "prepared_review_unit_hash": "6e7c1648d2b5a2990a5c0dd45290eb2a47112f8484596240ab9e5b2ed0c0e84b", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38438, + "estimated_input_tokens": 9610, + "estimated_eval_tokens": 19476 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: several unrelated import/loading/docs/regression issues are grouped together. The only clear duplicate-looking pair is the Qwen3.5 MoE loading/tensor-parallel regression; most other soft pairs are different bugs in the same broad subsystem, not the same underlying change.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45125 is the most specific root-cause report in the only clear duplicate pair: missing `_tp_plan` for `Qwen3_5MoeForConditionalGeneration`, which plausibly explains the later `from_pretrained` failure report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45125 is the best representative issue because it names the concrete failing code path and likely root cause, making it the best canonical duplicate target in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading-related, but one is tokenizer loading and the other is checkpoint reload after v4.57\u2192v5.x; not the same concrete bug." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing top-level imports (`PreTrainedModel` vs `HybridCache`), so these are separate export regressions." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Cache update `@torch.no_grad` and SGD argument handling are unrelated bugs." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 OOM/reserved-memory regression is not the same as checkpoint reload failure after upgrade." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Both involve MoE/fp8, but one is `save_pretrained` behavior and the other is tensor-parallel model loading; different code paths." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Test flakiness from missing `set_seed()` is not the same as a generic testing_utils bug." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different cache-related issues: `no_grad` on cache updates vs a dummy `Conv2d` in `Sam3PixelDecoder`." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "`local_files_only=True` network leakage and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Running compiled Python files failing is unrelated to a slowdown after upgrading Transformers." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying Qwen3.5 MoE loading regression: 45125 identifies the missing `_tp_plan`, and 45478 reports the resulting `from_pretrained` failure in v5.4.0." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "A loading hang for Sentence Transformers is not the same as documentation confusion about `input_ids` and `past_key_values`." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache internals, but they target different methods and failure modes." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing `_tp_plan` for Qwen3.5 MoE and missing `deepstack_visual_indexes` in a config are different defects." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Unexpected API access with `local_files_only=True` is unrelated to FP8 MoE save/load behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE model loading and a v4.57\u2192v5.2/5.3 checkpoint reload regression are different model/version issues." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in `model_init` and a DSA indexer/ReLU discussion are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a missing `get_number_of_image_patches` method are different multimodal/quantization bugs." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting failure during training is not the same as a tensor-parallel training bug." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file execution errors and `PretrainedConfig` type-checking breakage are distinct regressions." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both are FP8/MoE-related, but one is `save_pretrained` and the other is inference support for Qwen3-VL/Qwen3.5; not the same bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors are unrelated to saving pipeline objects." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing `pipeline()` and the placeholder `racoon` issue are not the same underlying change." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are different loading failures." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "An import error from `huggingface_hub` and a broken `transformers env` command are separate issues." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/env-command breakage and `PretrainedConfig` type-checking are different problems." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken `transformers env` and failing `AutoTokenizer` import for Qwen2.5 VL are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Different missing imports (`AutoImageProcessor` vs `PreTrainedModel`)." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in `model.forward` and an import error for `layer_type_validation` are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "The placeholder title `racoon` provides no evidence of the Gemma-4 audio positional encoding bug." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Import error for `layer_type_validation` and broken `transformers env` command are different regressions." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing cache during chunked prefill and a cache strategy typo are not the same code-path problem." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken `transformers env` and Python 3.14 loading failure are different failures." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and the placeholder `racoon` issue are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation and the placeholder `racoon` issue are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and stale docs mentioning `return_all_scores` are different issues." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Missing `AutoImageProcessor` import and compiled Python file errors are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and `reduce_labels` returning one label are different defects." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The Qwen3.5 MoE pair (45125/45478) is the only clearly supported duplicate-like match, and the other soft-edge rejections are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44556|issue:45092", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:45278|issue:45850", + "issue:44704|issue:44908", + "issue:43408|issue:44315", + "issue:44246|issue:44273", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:44295|issue:45230", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:44393|issue:45478", + "issue:43874|issue:45850", + "issue:44315|issue:44829", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:44273|issue:44908", + "issue:45230|issue:45310" + ], + "prepared_review_unit_hash": "4c6bb5dde6c8da10d9197d5b3d915e808d0d7001623479203229dd9aa6659eb6", + "component_budget": { + "node_count": 393, + "item_count": 393, + "soft_pair_count": 1479, + "serialized_chars": 761597, + "estimated_input_tokens": 190400, + "estimated_eval_tokens": 381056 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39361, + "estimated_input_tokens": 9841, + "estimated_eval_tokens": 19938 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: many are unrelated model-specific, import, config, or docs regressions. There is no strong duplicate set; at best, a broad v5 upgrade/import-regression umbrella exists.", + "confidence": 0.73, + "canonical_issue_reason": "issue:45278 is the broadest concrete umbrella in the set (\u201cmany import errors after update from 4.57.0 to 5.5.0\u201d), so it is the best single issue to represent the general v5 breakage theme, though most other items are not true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best captures the widest shared regression theme in this cluster without being as vague as the generic reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Different symptoms and scope: one is a Qwen3.5 chat crash, the other is a broad claim that many models break in v5." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Unrelated bugs in different subsystems: MLA normalization precision vs DSA indexer activation behavior." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "45230 is too generic to tie to the specific processor.save_pretrained missing-files issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and TensorFlow backend detection are different issues." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading not working is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen vision models, but the reported failures are different (2D box output vs infinite loop on a specific image)." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Environment command breakage and checkpoint reload incompatibility are distinct v5 regressions." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different model families and failure modes: Qwen3-VL-Moe bug vs missing tensor-parallel plan on Qwen3_5Moe." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "A Qwen3-VL output bug is not the same as a PretrainedConfig type-checking regression." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are upgrade/loading problems, but one is checkpoint reload after version upgrade and the other is remote-code/meta-init incompatibility; not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific Llama4Config attribute error vs a vague broad claim about many models breaking." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star slowdown and missing GenerationMixin cache are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy docs/code is unrelated to the broad v5 model-breakage report." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is too specific to match the generic v5 breakage report." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing seeds is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Related broadly to v5 regressions, but 45278 is specifically import errors after upgrade while 45850 is an unspecific claim about many models." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs passing and scheduler kwargs handling are separate argument-forwarding bugs." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Wrong model class warning and Liger Kernel not applied with model_init are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness does not imply the same underlying lazy-loading failure." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 unsupported for Nemotron is a different model/backend issue." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs omission do not share the same code path." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer class metadata mismatch is not the same as an unspecified bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Removing import * for lazy-loading performance is not the same as a missing HybridCache export." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is too specific to match the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and incorrect pipeline-parallelism output are distinct problems." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5 issues: one is a vision hallucination/output error, the other is a from_pretrained error on Qwen3.5 MoE." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "GLM46V image-patch counting bug is specific and not the same as the broad v5 breakage report." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application with model_init and flash_attention_3 training degeneration are different failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init allowance and tied-weight-key attribute handling are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion in model.forward is unrelated to tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-star/lazy-loading performance and inverse_sqrt scheduler kwargs are different issues." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Environment command breakage and lazy loading failure are not the same bug." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Saving Pipeline objects and tied-weight-key crashes are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU complaint and Gemma-4 audio positional encoding bug are different subsystems." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and scheduler kwargs omission do not match." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a concrete Qwen3.5 Moe from_pretrained error is not a duplicate pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 45, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-393", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", 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the individual reports are mostly distinct and should not be deduped.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 45850 is the broadest umbrella report in the set (\u201cSince 5.0 version it breaks too many models\u201d) and best matches the overall cluster theme.", + "canonical_pr_reason": null, + "best_issue_reason": "45850 is the best representative anchor for this loose cluster because it captures the general v5 breakage pattern rather than one model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model-specific bugs: Qwen3VL timestamp calculation vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated code paths." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and a VRAM leak are unrelated changes/failures." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion is not the same as a model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Doc issue vs import error for flash attention util; different problems." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model creation/loading, but one is Liger Kernel application and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and failures: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is not the same as a RoPE implementation issue." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a Qwen3 VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Local-files-only network leakage and timestamp computation are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing save_pretrained files are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different symptoms and components: timestamp calculation vs memory leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in one model are unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is a different failure than audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "RMS norm epsilon config omission is a distinct bug from Gemma-4 audio encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is broad behavior change and the other is a specific decoder-type bug." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak in model inference is unrelated to a testing_utils bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the placeholder/unemployment issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight-key handling and chat template tool-call crashes are different code paths." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated 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"accept": false, + "reason": "Slow checkpoint load and tokenizer loading regression are different failure modes." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and Qwen3 FP8 support are unrelated model-feature gaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "91131dfa5272590040388e3d34a8563db3c19db59f69d30f267fa11b52fd4486", + "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: both are community contribution requests about expanding architecture support, but one is for Flash Attention 2 and the other is for GGUF, which are different features and code paths.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue for this pair; they request different functionality (Flash Attention 2 vs GGUF) despite similar wording.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong cluster representative because the underlying requests are unrelated feature additions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests with different implementation targets; shared phrasing about architecture support is too broad to treat as 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": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "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": "c78a6a7f85504e1c2b350a05b8f210b767db1038d0f8d6ffb2c60dffcb3cbcee", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are documentation translation tracker issues, not duplicates of the same underlying task. One is specific to Turkish, while the others are generic template-like translation issues for different languages/placeholders.", + "confidence": 0.96, + "canonical_issue_reason": "issue:27088 is the only concrete, language-specific issue (Turkish) and is the oldest real instance; the others are generic placeholder variants rather than the same task.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the most actionable and specific issue in the cluster; the others read like template examples or generic translation placeholders.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Same translation-request template, but no evidence they target the same language or task; different language-specific placeholders imply separate translation efforts." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Generic translation template vs a concrete Turkish translation issue; not the same underlying change." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "One is specifically Turkish, the other is a generic language placeholder; these are distinct translation tasks." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are placeholder-style translation issues, but they do not identify the same concrete language or doc set." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Placeholder titles only; no evidence they are the same translation task or language." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic translation templates, but the available text does not show the same concrete target language or work item." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "a4b382c5787b457b5c62d4e2ab5e23e5fa2bda57fbc362f0769ccfd997fa4da7", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20711, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20711, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a bundle of similar-looking but distinct model-support requests. The only loose thematic overlap is around BERT-like variants, but the issues target different concrete models or different modalities (audio/TTS/ASR, OCR, vision, sparse transformer), so they should not be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "issue:42738 is the broadest umbrella-style request in the set, but the cluster spans many unrelated models, so it is only a representative issue rather than a true duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 is the best representative because it generalizes over the BERT-like subset while still standing apart from the unrelated audio/vision/OCR requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests: EuroBert config vs DEIMv2." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "One is a BERT-family config request; the other is Qwen3 TTS support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Different concrete models: EuroBert vs RF-DETR." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are separate model additions." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR is a vision detector request; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different model families and modalities: detection vs sparse transformer." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated model support requests." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs OpenAI weight-sparse transformer; not the same change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is a text model request; LFM2.5 Audio is an audio model request." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are different model additions." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support is unrelated to Qwen3-ASR support." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer request target different code paths." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT: different models, not a duplicate." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different modality/model requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and modalities." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT is a BERT-like text model; Qwen3-TTS is audio generation." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "Both are BERT-like in spirit, but one is ModernVBERT and the other is a generic RoPE-themed request; not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE is unrelated to Voxtral TTS support." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "TTS support vs ASR support are distinct requests." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are audio-related but one is Qwen3 TTS and the other is Voxtral TTS; different concrete models." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and sparse-transformer support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models, not the same change." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support and LFM2.5 Audio support are different model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "ASR support and weight-sparse transformer support are different code paths." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different model additions." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support vs EUPE are unrelated requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are both audio-oriented but different concrete models." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and DeepSeek-OCR2 are different modalities and 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": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "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": "97f21f81170e032d65484881909248062bc504213667abc6e95f23d3e54e5b0c", + "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 cover unrelated bugs and a typo/doc-type issue across different models and code paths. The soft similarities are only superficial wording overlap.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different models and symptoms: Llama4 normalization behavior vs ModernBERT config type hint." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling is a model-specific loss argument bug, while the other is a generic kwargs plumbing issue." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated bugs: missing ignore_value usage vs tokenizer regex warning after a version change." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Different code areas and fixes: model loss handling vs a typo in a quantization attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "No shared bug path; one is ignore_value logic, the other is an incorrect type hint in config." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Generic loss kwargs forwarding does not match a ModernBERT config annotation issue." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Different failure modes: config typing bug vs tokenizer regex warning regression." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config type hint error is unrelated to the quantization-operation typo." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "69d2a59271b639d5aa9fb22d8f4b18cefaa1a9689f1bd7278c843983464c339d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1479, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one is about a decoding behavior change, the other requests support for a specific model version. They describe different underlying problems and should remain separate.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a clear duplicate candidate for the other; if forced to pick the more actionable standalone tracker, #43037 is more specific and easier to route to implementation work.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different topics and failure modes: block decoding behavior vs model support request. No evidence they refer to 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": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "9be16f73ef3216fcc2256e4429ef2528b4ca0ec95ebe09e73a1a69cea16efb7b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are both about Trainer extensibility, but they describe different problems in different code paths: one is about `remove_unused_column` customization, the other about FLOPs estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.91, + "canonical_issue_reason": "No clear duplicate pair here; if forced to pick, #43598 is the more specific Trainer customization issue, but it does not subsume the FLOPs-estimation complaint in #43600.", + "canonical_pr_reason": null, + "best_issue_reason": "#43598 is the more concrete, narrowly scoped issue about a specific Trainer behavior (`remove_unused_column`).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Shared theme of custom trainers is too broad; one issue is about input-column removal customization, the other about FLOPs counting. They are not 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": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "cade7ccf5fcc990dd61cb407a6fbcc796abca6d8be82e10d01038ab4511910ba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are about different Qwen model families and different AutoModel registrations, so they do not look like duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the broader and clearer request, but the cluster does not contain a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 AutoModelForSequenceClassification support. They target different model configs and different auto-class 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": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "746c4bfa62a69e39e3bb17ce325baae3085937df78279e3a08cda4220f2e294e", + "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": "The two 43845/43846 issues look like the strongest duplicate pair because they share the same exact title, the same body length, and were opened within seconds. 43859 has the same title but less supporting evidence, so I would treat it as a weaker possible duplicate rather than an automatic match. 43835 appears unrelated.", + "confidence": 0.63, + "canonical_issue_reason": "43845 is the best anchor because it is the earliest of the near-identical \"huggingface \" reports and has the strongest similarity to the only clearly close pair in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best representative issue: it is earliest among the repeated-title reports and the closest duplicate evidence is centered on it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "The titles are unrelated and there is no concrete evidence that these describe the same bug or request." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no technical overlap is shown in the packet, so this is not enough to treat them as duplicates." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No meaningful overlap beyond being closed issues; the visible metadata does not support a shared underlying problem." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "These are the strongest match in the cluster: same exact title, same body length, and very close creation times, which is consistent with a duplicate report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the later creation time and different body length make the evidence too thin to confidently accept this as the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same-title similarity alone is not enough here; the differing body length and lack of concrete shared details make this too uncertain." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but the soft-edge verdicts are a bit too strong for the evidence provided. The packet only shows repeated titles, body lengths, and soft_similarity; it does not expose body text or any concrete technical overlap. In particular, saying the huggingface pairs are duplicates is plausible, but not enough to confidently accept all three pairwise matches, and 43859 is not created seconds apart from the others. Please keep the verdicts more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "dfc2648379629122ef44e3ddda42ce1729135564b4edacf992cc87de6fa36f8a", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly low-information spam-like issues with no clear shared bug or change. The only semi-descriptive item is the documentation enhancement suggestion, but it does not match the spam-titled issues or the Google LLC post.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44418 is the only non-spam, somewhat descriptive issue title, so it is the least-bad anchor for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44418 is the most suitable issue overall because it is the only one that looks like a real, discussable topic rather than spam text.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are titled '', but there is no evidence they describe the same underlying issue; identical spam labels alone are not enough." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are titled '', but the cluster lacks any real bug/change details to confirm duplication." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Spam placeholder vs. documentation enhancement request; clearly different topics." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated 'Check out \"Google LLC\"' post; no shared underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request does not match a spam-titled issue and there is no shared concrete problem." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement request vs. spam placeholder; not the same change or bug." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Same spam-style title, but insufficient evidence of a real duplicate issue; reject on lack of concrete shared problem." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated Google LLC post; no basis for duplication." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated Google LLC post; no basis for duplication." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "8c8de585d652cb22611b4431e3d7e03393c795c4069c94d1a8cada8548f8c55e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are likely duplicates: they have the same title, very similar metadata/body length, and no distinguishing links or filenames. Since we do not have the full body text, this should be treated as a tentative duplicate call rather than a definitive one.", + "confidence": 0.86, + "canonical_issue_reason": "#45145 is the slightly better canonical issue because it was created first and already has an inbound reference, making it the more natural anchor if these are the same report.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue candidate for the same reason: earlier creation time plus an inbound reference make it the most suitable discussion thread, assuming this is a duplicate pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Likely duplicate: identical title and closely matching metadata, with no distinguishing links or files. Without the body text, this is a cautious acceptance rather than a strong certainty." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The linkage is plausible, but the conclusion is a bit stronger than the packet supports. We only have identical titles, similar body lengths, and no distinguishing links/files; we do not have the body text to justify claims like \"near-identical scope/body\" or \"no evidence of distinct underlying problems.\" Please soften this to a tentative likely-duplicate assessment rather than a definitive duplicate verdict." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "2e6759b153cd765337e18b208a5a9e416740d6a7541c900274322d4e54a34a33", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both 4-bit inference bugs, but they affect different code paths: one is a Gemma4/audio-module torch.finfo TypeError on uint8 weights, the other is a BitsAndBytesConfig lm_head exclusion regression causing an AssertionError. They are related in theme, not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45674 is the better representative of the cluster because it describes a broader BitsAndBytesConfig regression with clearer general applicability, whereas 45672 is model/module-specific and targets a different failure path.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must stand in for the cluster, 45674 is the stronger canonical candidate due to its more general 4-bit inference impact and clearer configuration-level trigger.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different underlying bugs: 45672 is a torch.finfo TypeError in Gemma4 audio modules with uint8 weights, while 45674 is an AssertionError caused by llm_int8_skip_modules clearing the default lm_head exclusion. Same broad subsystem, but not the same fixable code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "ea43e4c925d654efae8b31e52008ceb41199b4888759177f6091736d7355c78d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are not duplicates of the same bug; they are unrelated, name-and-date-only entries that look like stray/spam issues. No PRs are present.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the titles refer to different people and dates, with no shared problem statement or code-related context.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45762 is only marginally preferable as a representative because it was created slightly earlier, but neither issue is a meaningful cluster canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Different names and different dates; there is no indication they describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "2c5268ab3f3b595eb4904cd30d316c74ae810db8719cc8878a035deb4c560926", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The pair does not look like duplicate triage candidates; both are closed issues with only personal-name/date titles and no shared technical context. There is no PR data in this cluster.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are unrelated names/dates and there is no evidence of a shared bug, request, code path, or issue target." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "b52714ffbe5c2907ff5e1063430b5113fc21b81d143dece8f875b95a62d5d7f1", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5725, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two clear duplicate pairs stand out: 45870/45871 are the same example issue, and 45872/45873 are the same DataForge service issue. 45869 is related to financial data but describes a different artifact and should stay separate.", + "confidence": 0.95, + "canonical_issue_reason": "Use 45870 as the representative for the identical 'Example: Financial time series prediction with DataForge' pair because it is the earliest of the duplicate issues; 45872 is the representative for the separate identical 'DataForge: Financial time series + scraping service' pair.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue to keep among the example duplicates because it is an exact match with 45871 and was created first. It is not a universal canonical for 45869 or the 45872/45873 pair, which are separate topics.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Same general financial-data theme, but 45869 is a dataset bundle request while 45870 is an example/tutorial issue; not the same underlying request." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different scope: dataset bundle vs example issue. Similar wording is not enough to treat them as duplicates." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and matching body size; these look like duplicate reports of the same example issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "They mention related financial time-series/DataForge concepts, but one is an example issue and the other is a scraping-service topic; not the same concrete issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same as 45870/45872: related theme, but different underlying request and not mergeable as one issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "These are distinct issue types and scopes; they share only a broad financial/DataForge context." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Related subject matter, but not the same underlying bug/change or request." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and matching body size; these appear to be duplicate reports of the same DataForge service issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well-grounded in the packet and stays conservative. The two exact-title/body-length pairs (45870/45871 and 45872/45873) are reasonably treated as duplicates, and 45869 is appropriately kept separate based on its distinct title/scope. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:45795" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43823|pull_request:45795", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "2c38deedbda50eedb6027b872a1fb5d1586f8d74c2508532735950e8f3452561", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35204, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 19, + "serialized_chars": 35204, + "estimated_input_tokens": 8801, + "estimated_eval_tokens": 17858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs spanning new model additions, docs, and small refactors. The only strong duplicate pair is the two `fixed_cross_entropy` changes in `loss_utils.py`, which target the same issue and same code path.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "`pull_request:43251` is the clearest representative of the duplicate loss fix: it directly targets issue #43240, has the more explicit description, and includes the same `loss_utils.py` code path as the paired PR.", + "best_issue_reason": null, + "best_pr_reason": "`pull_request:43251` is the best overall PR to represent the only true duplicate cluster here because it is the more complete/explicit version of the shared `fixed_cross_entropy` fix and is tied to the referenced issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are unrelated feature/test PRs; one adds VideoPrism, the other adds an ExecuTorch dynamic-shape test. No shared bug or mergeable code-path overlap." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different tokenizer utility fix vs adding a new model package; not the same underlying change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "A tokenizer helper addition and an ExecuTorch export test are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both touch processor/model auto-registration, but they are for different models and different problems, so not duplicates." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix versus adding MobileLLM; completely different code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs support and Mistral4 test fixes are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic export testing and Mistral4 test/model fixes are not the same underlying bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export testing is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "A new model addition and a Python typing/order fix in `modeling_utils.py` are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs Falcon refactor; different models and different issues." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor and Mistral4 test fixes do not appear to fix the same concrete bug." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill work are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and `layrnorm` normalization renaming are different changes, even though both touch model code." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 test fixes and docs for audio/video processors are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test/model work and config-resolution ordering in `modeling_utils.py` are unrelated." + }, + { + "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": "Adding MobileLLM and adding a model-creation skill are not the same underlying change." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model addition vs documentation for audio/video processors are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to add the same missing `cross_entropy` kwargs (`weight` and `label_smoothing`) for the same issue #43240, so they are the same underlying fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The one accepted pair, `pull_request:43251` vs `pull_request:43254`, is well supported by the shared `loss_utils.py` path and common issue target #43240, and the other pairwise rejections do not overclaim evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "407c3cf1d884cf4cac249250539d4964706301de66dca1d4ce64f498f5f2b364", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7224, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two VibeVoice PRs overlap on shared model scaffolding, but they are distinct changes: one adds the base VibeVoice integration, while the other adds VibeVoice Realtime and the acoustic tokenizer stack.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the broader, earlier VibeVoice integration and has substantial review activity; it is the better representative PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best single PR to anchor the cluster because it implements the core VibeVoice model support, whereas #42781 is a separate realtime follow-on.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "They share VibeVoice infrastructure, but #40546 is the base implementation and #42781 adds realtime/acoustic-tokenizer functionality plus extra generation changes. These are related feature expansions, not the same concrete code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "20e4a8b28727b317d69e461293750cfb4b3aba73356bf591e2e9cc530f0b2d6c", + "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": "The two pull requests are not duplicates: one adds TimesFM forecasting with covariates, while the other adds DINOv3 image-classification support. They touch different models, different code paths, and different docs/tests.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No canonical PR in this cluster; if forced to pick a representative item, the DINOv3 classification PR is more self-contained, but it is still unrelated to the TimesFM PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different features in different model families (TimesFM covariate forecasting vs DINOv3 image classification); 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": "pull_request", + "component_index": 4, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "e1a19f8c3b8362708496e15bc6c804d492d42ab8069491a8c1d2e2e8dbc273af", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10429, + "estimated_input_tokens": 2608, + "estimated_eval_tokens": 5472 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate pull requests adding different models (DeepSeek OCR, Isaac, and Kimi2-6). They share only common integration scaffolding and docs/auto-registration updates, not the same underlying bug or change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the items implement distinct model additions for different architectures, so they are not duplicates of one another.", + "best_issue_reason": null, + "best_pr_reason": "If a representative PR is needed, 45630 is the most comprehensive of the three (broadest model integration surface and highest review activity), but it is not a duplicate/canonical merge target for the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "DeepSeek OCR and Isaac are different model additions; shared auto-registration/docs files are generic scaffolding, not evidence of the same change or bug fix." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Isaac and Kimi2-6 target different models and code paths; overlap is limited to standard model-adding boilerplate, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "9657b54097d3755e2baba74dc3162ee1d9e5761a6ab1869684ff68e46a3b69d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are workflow-maintenance PRs that upgrade GitHub Actions, but they update different actions and different code paths: one is for Node 24 compatibility in checkout/cache/upload-artifact, the other is for docker/build-push-action and related workflow pin bumps. They are similar in theme, not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative of this cluster because it has the broader, clearer objective (Node 24 compatibility across many workflows) and the larger, more coherent action-version bump set.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest PR to represent the group overall: it targets a specific compatibility problem and spans multiple workflows, whereas PR 42976 is a separate dependency/version refresh for docker build workflows.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: they are both GitHub Actions upgrade PRs, but they change different actions and solve different maintenance tasks; no shared concrete bug/change to merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "e85946c296e917a66db1d032dd235a4b647d49ecdbdcf8c6c117a4bd4a8c0864", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23513, + "estimated_input_tokens": 5879, + "estimated_eval_tokens": 12014 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23513, + "estimated_input_tokens": 5879, + "estimated_eval_tokens": 12014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All proposed soft edges look like false positives: the PRs are separate model additions or unrelated infrastructure changes, with only generic docs/registry overlap. None appear to fix the same concrete bug or implement the same mergeable change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a true duplicate target here; if one representative PR must be picked, 43451 is the most substantial and review-heavy model-addition PR, but it remains distinct from the others.", + "best_issue_reason": null, + "best_pr_reason": "43451 is the strongest standalone representative of the model-addition subgroup, but the set does not contain a mergeable duplicate cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different model additions; the overlap is only in shared registration/docs scaffolding." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA vs Molmo2 are unrelated model families, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are distinct model implementations; shared toctree/auto wiring is boilerplate." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families/generations, so this is not a duplicate fix or mergeable single PR." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM address different models and code paths; overlap is limited to generic model-addition plumbing." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are unrelated model additions, not the same concrete change." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 audio support and PP-OCRv6 text recognition are different modalities and model stacks; only docs/index files overlap." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Native pipeline-parallel loading support is infrastructure work, while PP-OCRv6 is a model support PR; they do not fix the same code-path problem." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM model support and PP-OCRv6 text recognition are different model additions, not duplicate changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "9c6844e510f4a45023fa4fcee17143709c927e23bdc70db874ff94e864c47cd2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7092, + "estimated_input_tokens": 1773, + "estimated_eval_tokens": 3802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These pull requests are not the same change set: one is a Whisper tokenizer/test fix, one is unrelated CLIP/ViT test edits, and one is a broader FP8/dequantization fix across several files. No duplicate cluster emerges here.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the most substantive and coherent change: it fixes a concrete dequantization/loading path and includes targeted code updates plus tests. The others are either narrowly scoped to Whisper or appear to be test-only edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative of the group because it contains a real cross-file implementation fix, whereas PR 43291 is narrow and PR 43665 looks like unrelated or placeholder test changes rather than a true bug fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different targets and different problems: Whisper tokenization/decode logic versus CLIP/ViT test files. They do not appear to fix the same underlying bug or code path." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode behavior and FP8/dequantization/loading are unrelated subsystems with no shared concrete bug path." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Despite superficial similarity in being test-heavy, these PRs address different areas and do not look mergeable as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "c35da48f9d38520ae515b82be57154402d304ad1e0f1ca1aeabc18ae4fb77730", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are not duplicates: one is a setup/version/dependency/test tweak, while the other rewires CI workflows and related testing/notification code. Their overlap is superficial (shared test file) and they do not fix the same code-path problem.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes and goals: #43488 touches setup.py, dependency tables, and a ViT test; #43532 changes GitHub workflow files plus testing/notification utilities. Shared filename alone is not enough to treat them as the same PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "15a9b572ed595151d57c0fd90e08e3c2275fe61335d049bd6142a4d5872729be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6083, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are closely related in infrastructure and documentation, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They share scaffolding files, but the underlying models, tests, and task docs are distinct, so this is not a duplicate pair.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the better representative only in the sense that it is the broader, more model-backed feature, but it is not a duplicate of 43612 because it targets a different segmentation task and code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the stronger anchor for the cluster because it covers the more general visual-segmentation feature with more backend/model integrations, but it should not be merged with 43612 as a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Shared docs/pipeline plumbing is not enough: one adds promptable concept segmentation and the other adds promptable visual segmentation, with different task docs, model integrations, and test files. They are separate features, 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": 11, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "23639f2037b88fcb98692c71b0bbf9ee15deef849357ce991a3238d96807ff49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate Trainer extensibility PRs in the same file, but they address different code paths: one changes gradient-accumulation loss scaling, the other makes signature-column filtering overrideable. Related area, not the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical duplicate exists here; the PRs solve different Trainer behaviors rather than one shared bug or feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the more central representative of the cluster only in the sense that it adds a broader trainer hook, but it should not be treated as a duplicate of #43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch trainer.py, but one is about gradient-accumulation loss scaling and the other about column/signature filtering. Different behavior, different fix, not mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "f78b626bcd2b1c5055d7d1b12ef7bc1b15019d7aebbcc9186db646cba1d4f189", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are in the same `src/transformers/cli/serve.py` area and appear to address the same import-time `TypeAdapter` annotation problem in the CLI. The most focused representative is the minimal, explicit pydantic-related fix.", + "confidence": 0.74, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the clearest and most targeted fix: it explicitly addresses the `TypeAdapter` NameError when pydantic is absent, keeps the change minimal, and directly annotates the problematic code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best overall representative because it is the most precise and least invasive fix for the concrete `TypeAdapter` NameError in `serve.py`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs fix the same underlying `TypeAdapter` annotation/import-time NameError in `src/transformers/cli/serve.py`; the changes are different implementations of the same bug fix and could plausibly be folded into one PR." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs target the same `TypeAdapter` NameError in the CLI serve module. Even though 43836 is broader, its stated workaround and the pydantic-specific fix in 43842 are aimed at the same concrete code-path problem." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the chosen representative PR is reasonably supported as the most targeted fix. Both soft-edge accepts are conservative enough here: the PRs share the same file and same TypeAdapter-related bug theme, and their fixes are compatible enough to plausibly live in one PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request: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:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "0c9ad5a7d44b1769765c7f0e2eb368375662a59eb4087d189ea12b01d40382ea", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75089, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a batch of model-specific output-tracing refactors. Only a few pairs are true near-duplicates within the same concrete code path (notably GPT-Neo and GPT-J/CodeGen); the rest are the same umbrella theme but different models and should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44066 is the clearest canonical representative: it directly targets the GPT-J/CodeGen output-tracing migration, has an explicit #43979 link, and its diff matches the concrete standardized-decorator refactor pattern most cleanly.", + "best_issue_reason": null, + "best_pr_reason": "PR 44066 is the best global representative of the cluster\u2019s duplicate set because it is focused, explicitly linked to the umbrella issue, and closest to the repeated GPT-J/CodeGen refactor change path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella tracing pattern, but not the same concrete code change." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and code paths; both are output-tracing refactors, but not duplicates of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same file and same code path; they look like the same underlying change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet vs EfficientNet are different model implementations; shared decorator migration theme is too broad to merge." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; only the refactor style matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are different models and different concrete fixes." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa_v2 are unrelated implementations; same tracing theme is not enough for duplication." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen and MGP-STR are different model paths; not the same bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate code paths; both use the new tracing API but are not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors on the same model/file, with the same standardized decorator migration." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo are different models and different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct model implementations; shared issue target does not make them duplicates." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model families and fixes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen touch different code paths; same refactor pattern only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J are different models; not the same underlying change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model implementations." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT are different code paths and different concrete output-handling changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different models; same tracing migration pattern only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different model families and fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are separate model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different models; not a duplicate change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR are different code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are separate model fixes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT2 and MGP-STR are different models and different concrete refactors." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated implementations; only the decorator migration theme overlaps." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT2 vs GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model families; too broad to be duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different models; same standardized-output work but not the same change." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are unrelated model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different models and different concrete fixes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are separate code paths; same tracing infrastructure change only." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model files and different output-tracing changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "Segformer and VisualBert are unrelated model implementations." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT2 and MPT are different code paths and not the same fix." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are distinct model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different models and fixes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code paths; same tracing pattern only." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are separate model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are different models; same umbrella refactor is not enough." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and Segformer are different model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa_v2 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa_v2 and TextNet are different models and fixes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Both center on the same GPT-J/CodeGen output-tracing refactor; the later PR looks like the same change family." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both touch GPT-J output tracing in the same file and are the same underlying refactor, despite 44722 also carrying the CodeGen companion change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are different models and different fixes." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet are different model families; no shared concrete bug." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa_v2 and SpeechT5 are different model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa_v2 and Vits are different models; only the tracing refactor theme overlaps." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are mostly conservative. The accepted pairs are all same-model/same-file refactor variants that plausibly merge into a single bugfix PR, while the rejected pairs correctly stay away from cross-model overreach. No clear evidence of overstating duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 26, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "d503011584788ee1b2a5bef08291a8550059ddd93010f4af300af5db0559ed27", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84893, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17125, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All items are the same broad modernization pattern\u2014model-specific migration to standardized output capture\u2014but they target different architectures and code paths, so none of the soft pairs are true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the best representative because it is the only one tied to an explicit issue and shows the standardized output-capture refactor most clearly, but it is still specific to SpeechT5 rather than a shared bugfix.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the strongest single PR to anchor the cluster: explicit issue linkage, clear refactor intent, and a self-contained model-specific implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Different models (FocalNet vs ImageGPT) and different forward paths; same refactor style, not the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models (VisualBert vs TextNet); they share output-tracing cleanup, but the affected code and behavior are unrelated." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert are separate model implementations with distinct output-capture wiring; not mergeable as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet vs TextNet touches different model internals and output-return conventions; same theme, not same bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths; both standardize outputs, but they do not fix the same concrete problem." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are different models with different output-tracing implementations; the overlap is only in refactoring approach." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "7d7011b1878eeec12309620fd4e6e9a88736902d5d528f889aec869820f3c09b", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40178, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a common refactor theme (output tracing / can_return_tuple) but target different models and code paths, so they are not duplicates of the same change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`timm_backbone` vs `upernet`); 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not one mergeable duplicate change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` is unrelated to `depth_anything` / `prompt_depth_anything`; no shared concrete bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder-decoder model families; same theme but not same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` touch different implementations and behaviors." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Different models (`vision_text_dual_encoder` vs `univnet`); no shared code path." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model families and APIs; same refactor motif only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems (`vision_text_dual_encoder` vs `mamba`); not mergeable as one fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Distinct model code paths; similar output-tracing cleanup is not enough for duplication." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated model implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; no same underlying bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "`univnet` does not overlap with `depth_anything` code paths." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are unrelated; same refactor pattern only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families with separate forward/output behavior." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba` and `superpoint` are unrelated; no common concrete fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different code paths (`mamba` vs `codegen`); not the same PR-worthy change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated implementations." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Separate model classes and forward semantics; no duplicate bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems (`upernet` vs `codegen`); only generic tracing refactor overlap." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Distinct models and output formats; not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different models and APIs; same broad cleanup theme, not one fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` do not share a concrete code path." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families (`depth_anything` vs `rwkv`); not duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are unrelated changes despite similar refactoring." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder stacks; not the same concrete bug/change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` are unrelated models." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and output handling; no shared fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model subsystems; same refactor pattern only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are not the same underlying change." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` have no shared code path." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different models and behaviors; not mergeable as one PR." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are unrelated model implementations; only the output-tracing cleanup overlaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "d7c4c19dbbeb6e3f5509886139a59b38000defb7f62c93c8d79c48f2cc0a7e5a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10914, + "estimated_input_tokens": 2729, + "estimated_eval_tokens": 5714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct model-addition PRs for different architectures and tasks (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share only common Transformers integration scaffolding, so they are not duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a valid canonical duplicate representative: each PR introduces a different model family with its own config, modeling, processor, and tests.", + "best_issue_reason": null, + "best_pr_reason": "None of these PRs should be treated as the cluster\u2019s best duplicate representative, because they do not fix the same underlying bug or implement the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "PenguinVL (vision-language) and Voxtral TTS (text-to-speech) are unrelated model implementations; shared auto-registration and docs files are just boilerplate." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "PenguinVL and DeepSeek-OCR-2 are different models with different codepaths and files; overlap is only in generic model-registration/docs plumbing." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 (OCR/vision) and Voxtral TTS (speech generation) are different concrete features, not the same bug or mergeable change set." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "becd15cd66a1f1137551d1eba27cb4d209d94fba44c7920633e12a5ad0f59a2a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related in the broad theme of module/kernel fusion, but they are not the same change: one introduces a generic module fusion API, while the other wires up n-to-1 kernel fusion through KernelConfig and integration points.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the better canonical representative because it introduces the foundational, general-purpose Module Fusion API and includes dedicated tests. It is broader and more self-contained than the draft PR #45363, which appears to be a downstream, specific integration of that idea.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the strongest cluster anchor: it is non-draft, API-level, and appears to define the core abstraction that the other PR builds upon. PR #45363 is narrower and likely depends on the concepts introduced here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Reject: these are adjacent but not the same underlying change. #44979 adds a general Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig and touches different integration code paths. 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": 18, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "be859ebf09058f3220d163e3a3fbd86a4e273be06c3dbc71a6e525b7382000ef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same Mistral regex patch bug in the same code path (`_patch_mistral_regex`) and share the same issue target. PR #45317 looks like the more complete fix because it includes test coverage in addition to the code change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45317 is the stronger canonical PR: it fixes the same AttributeError, has the same file-level change, and adds tests, making it the more complete representation of the fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45317 is the best representative of the cluster because it most fully addresses the bug and includes validation via tests.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix location (`tokenization_utils_tokenizers.py` / `_patch_mistral_regex`), with the later PR extending the earlier one by adding tests; they are effectively duplicate fixes for the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "fb109d5fdbf4367650716ec1e9f95fecf68ba89c72481e79ba63480beb923890", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6065, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch NemotronH internals, but they address different changes: #45115 is a conversion-mapping/refactor PR, while #45569 is a broader model-splitting and docs/modeling update. They are related but not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the broader, more complete NemotronH change set: it introduces the dense/sparse model split, updates auto/modeling wiring, docs, and tests. It looks like the main implementation PR rather than a narrow supporting refactor.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the best representative of the cluster because it covers the actual user-facing/model-architecture rework, whereas #45115 is limited to conversion key renaming and compatibility mapping.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH files, but the concrete changes differ: #45115 only adds checkpoint conversion renames and compatibility mappings, while #45569 splits/rewires NemotronH into dense and sparse models with docs and tests. Not the same fix and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "e1d0c9e5c5f8cf6e5d16091ea97e4aa0a6fd0934135be9a61f71f80c5293c217", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in the same heterogeneous-config feature area, but one is a broader end-to-end heterogeneous model support change and the other is a narrower config-only change. They are related, not duplicates.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it includes per-layer config handling plus modeling/cache/masking updates and tests, so it subsumes the narrower config-only work in #45333.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best standalone candidate because it covers the full heterogeneous model support path, not just configuration plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying change: #45333 is config support only, while #45332 adds broader modeling/cache behavior. They would not naturally be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "c835e998a8664a515e60034ae4c0d0905862aa8ec1cae81792b4a78cd470c5d2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs are both typing-related, but they address different changes: PR 45415 is a broad mypy/type-checking sweep across many `src/transformers/*.py` files and config, while PR 45425 adds shared typing protocols/helpers in `_typing.py` and updates a smaller set of typing-related call sites. The overlap in a few files is not enough to treat them as the same change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45415 is the best canonical representative because it is the broader umbrella change: a large type-checking pass across many modules plus config adjustments, rather than a narrower helper/type-annotation refinement.", + "best_issue_reason": null, + "best_pr_reason": "PR 45415 is the strongest standalone representative of the cluster since it covers the widest scope and is the most likely target for deduping related typing-sweep work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-focused, but they are not the same underlying bug/change. 45415 is a broad repository-wide type-checking sweep, while 45425 introduces shared typing protocols and aliases in `_typing.py` and updates a smaller set of consumers. Shared filenames alone do not make them mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-4", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45836", + "pull_request:45843" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45487|pull_request:45836", + "pull_request:45817|pull_request:45843", + "pull_request:45836|pull_request:45843" + ], + "prepared_review_unit_hash": "ec86b5cee032337369eb62048a6d238280b2fd5487cbf832f9ad34491bd1305e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10389, + "estimated_input_tokens": 2598, + "estimated_eval_tokens": 5452 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 4, + "serialized_chars": 10389, + "estimated_input_tokens": 2598, + "estimated_eval_tokens": 5452 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly separate PRs that happen to share a broad \"model parallel\" theme; one is just test skipping. They do not appear to fix the same concrete bug or code path.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45487 is the most representative cluster anchor because it is an explicit model-parallel fix with concrete code changes across multiple model implementations, not just a test adjustment.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 is the clearest canonical representative for the cluster's theme and has the broadest directly relevant fix among the candidates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both concern model-parallel behavior, but they fix different models and different code paths (AltCLIP/ChineseCLIP vs Deimv2). Same broad subsystem, not the same underlying bug." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45836", + "accept": false, + "reason": "#45836 only skips failing tests for MiniCPM-V/Qwen3.5; it does not fix the model-parallel bug in #45487." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel fixes, but one is Gemma4-specific and the other is Deimv2-specific. They are different concrete fixes and should not be merged as duplicates." + }, + { + "left": "pull_request:45836", + "right": "pull_request:45843", + "accept": false, + "reason": "#45836 is a test-skip PR, while #45843 changes Deimv2 model code. They are unrelated fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "57d7464d7b01b6b4c52c9279faaac3f86236cdeef567bce811039bb382a0d884", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4505, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs both touch expert-parallel loading, but they fix different failure modes: one is about preserving/recognizing distributed_config for EP + DeepSpeed ZeRO-3 loading, while the other is about preventing FSDP2 rank-0 broadcast from overwriting experts during sharded loading.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the more concrete and self-contained bug fix: it addresses a specific incorrect parameter assignment path during distributed sharded loading, with targeted code changes across the loading stack.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different underlying bugs and code paths: 45548 focuses on config serialization/EP detection for accelerate+ZeRO-3, while 45662 fixes post-shard parameter wrapping to stop rank-0 broadcast from overwriting experts under FSDP2. They are not mergeable 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": 24, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "46b68e240c887eea68e1b9c113d631f2acbe22281dbf5974d0bd2a5c0e502cc0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info collision in testing_utils; 45645 is the broader, more complete fix that also updates CI handling for multiple artifact files.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe file handling in testing_utils plus the downstream workflow changes needed to read multiple captured_info files in CI.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative of the change set: it covers the same underlying bug as 45639 and adds the necessary artifact/CI plumbing rather than just the library-side fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug: xdist workers colliding on captured_info output. 45645 appears to subsume 45639\u2019s fix and extends it with related CI handling, so they are plausibly one merged change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eba4ca0f26b2d3be0c00e316270a9341d31af2208b44dbab31b1d3a8e81e7538", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4469, + "estimated_input_tokens": 1118, + "estimated_eval_tokens": 2492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same quantization helper, but they fix different bugs: one special-cases audio submodules, the other changes how default skip lists are combined with user-supplied skips. They should not be clustered as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "45734 is the better representative PR because it fixes the core skip-module composition logic in `get_modules_to_not_convert`, which is broader and more central than the narrow audio-module special case in 45683.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the strongest standalone PR in the set: it addresses a concrete quantization failure mode in the main code path and its fix is directly about the helper\u2019s behavior rather than a model-specific workaround.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Both touch quantization skip logic, but 45683 adds audio-tower/embed_audio exclusions while 45734 changes additive handling of `skip_modules`; these are different underlying bugs and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 26, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260511T000025Z/analysis-runs/hybrid-model-20260511t000025z/manifest.json b/snapshots/20260511T000025Z/analysis-runs/hybrid-model-20260511t000025z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7ae69eba80f9169dc6dad3976800b64707e24873 --- /dev/null +++ b/snapshots/20260511T000025Z/analysis-runs/hybrid-model-20260511t000025z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260511t000025z", + "artifacts": { + "hybrid": "snapshots/20260511T000025Z/analysis-runs/hybrid-model-20260511t000025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260511T000025Z/analysis-runs/hybrid-model-20260511t000025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-11T00:06:52Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260511T000025Z", + "variant": "hybrid" +} diff --git a/snapshots/20260511T000025Z/manifest.json b/snapshots/20260511T000025Z/manifest.json index faf65ab7bcda02b1d3dad0a2bd608c772f1d6e4c..a6631f5614273209899e88029f98374233b09a75 100644 --- a/snapshots/20260511T000025Z/manifest.json +++ b/snapshots/20260511T000025Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 100 }, "extracted_at": "2026-05-11T00:00:25Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260511t000025z", + "runs": { + "hybrid-model-20260511t000025z": { + "analysis_id": "hybrid-model-20260511t000025z", + "artifacts": { + "hybrid": "snapshots/20260511T000025Z/analysis-runs/hybrid-model-20260511t000025z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260511T000025Z/analysis-runs/hybrid-model-20260511t000025z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260511T000025Z/analysis-runs/hybrid-model-20260511t000025z/manifest.json", + "model": null, + "published_at": "2026-05-11T00:06:52Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260511T000025Z", "watermark": {