diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 726d415299e2df5f0eb93a4ccd6ef5cda30ff44a..fa406e2727f503a4aeccd97bbb6fbba0be32dfd3 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": "20260514T060044Z", - "generated_at": "2026-05-14T06:06:23Z", + "snapshot_id": "20260514T120030Z", + "generated_at": "2026-05-14T12:05:48Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index e7cb859ca5bc72b3a515269c2c19c6fd37326284..30ab5829566c1089b6aa1a028c91b18f0bec6d7f 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260514T060044Z", - "generated_at": "2026-05-14T06:06:23Z", + "snapshot_id": "20260514T120030Z", + "generated_at": "2026-05-14T12:05:48Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -131,12 +131,12 @@ "issue:41093|issue:43638", "issue:43792|issue:45901" ], - "prepared_review_unit_hash": "49ac566543f39b872fa7fc45b0b8d1e5a252eca12eec40fe37b4bec356f92c44", + "prepared_review_unit_hash": "5747e5de9511719b20416b016737f7617fe083e27ba28339f54a397a07ed9949", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -144,7 +144,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 62, - "serialized_chars": 46370, + "serialized_chars": 46372, "estimated_input_tokens": 11593, "estimated_eval_tokens": 23442 }, @@ -153,288 +153,366 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster; most pairs are only superficially similar. The strongest duplicate groups are the ZeRO-3 Bert load failures, the Qwen3.5Moe rotary-embedding device/materialization reports, and the v5 AutoTokenizer token-ID regression reports.", - "confidence": 0.69, - "canonical_issue_reason": "issue:45920 is the broadest, most representative current report of the v5 AutoTokenizer token-ID regression across multiple model families; it subsumes the narrower Granite-specific report in issue:45812.", + "summary": "Mostly heterogeneous cluster with a few true duplicate subclusters: ZeRO-3/BertModel index errors, tokenizer regressions for Granite/related models, and a couple of closely related Qwen3.5-MoE/device-handling reports. Most other pairs are only broad-similarity matches and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45920 is the broadest open tokenizer-regression report, covering multiple affected model families and subsuming the narrower Granite-only mis-tokenization report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45920 is the best canonical issue because it describes the widest impact and the clearest reusable fix target among the accepted duplicates.", + "best_issue_reason": "issue:45920 is the best cluster anchor because it is open, broad, and describes the underlying v5 AutoTokenizer regression across several model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different models and different failures; not the same bug." + "reason": "Different failures: Qwen3.5 config attribute lookup vs streaming chat/completions inference." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated hardware/backend errors with no shared code-path evidence." + "reason": "Unrelated model/runtime paths: AMD GPU load failure vs MPS histogram int limitation." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Both are model/device issues, but the actual bugs differ: image preprocessor dtype mismatch vs AMD GPU runtime failure." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are dtype/device-style errors, but the model paths and bugs differ." + "reason": "Autocast dtype mismatch and AMD GPU failure are not the same underlying bug." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model-specific failures; too broad to merge." + "reason": "Different model families and code paths; no concrete shared bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Unrelated model/runtime issues." + "reason": "Qwen NVFP4 runtime error is unrelated to the AMD GPU loading problem." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export are unrelated." + "reason": "DeepSpeed collective mismatch and ONNX export failure are separate issues." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different subsystems and different concrete failures." + "reason": "Both are model-specific failures, but not the same code-path problem." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export and auto device mapping are unrelated." + "reason": "ONNX export and auto device-mapping cuda assert are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs-related, but they target different removed v5 features." + "reason": "Both are v5 docs regressions, but they refer to different removed docs topics and are not the same concrete issue." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export vs import error; not the same issue." + "reason": "ModernBERT ONNX export and GenerationMixin import breakage are unrelated." }, { "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Different models and different runtime paths." + "reason": "Shape-mismatch index error vs Gemma4 PLE device mismatch are different bugs." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Same generic IndexError shape pattern, but not enough evidence of the same root cause." + "reason": "Both produce index-related errors, but one is ZeRO-3/Bert initialization and the other is a mask-shape mismatch." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same generic IndexError pattern, but distinct repros and model paths." + "reason": "Different index errors with different failure modes; not clearly the same root cause." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Different models and unrelated failure classes." + "reason": "Mask-shape IndexError and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "These are different training failures in different stacks; no shared concrete bug." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export have no overlap beyond being model issues." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed symptoms and different model setup; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/BertModel out-of-bounds initialization bug, with only pretraining/setup differences." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Different feature areas; no concrete shared bug." + "reason": "Liger Kernel cross_entropy routing and GPT-OSS TP behavior are separate problems." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Tokenizer detokenization bug vs LoRA merge/save mismatch are not the same defect." + "reason": "DeepSeek detokenization and LoRA save/load mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model and different regression." + "reason": "Qwen NVFP4 runtime failure is not the same as the LoRA merge/save regression." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both are shape-related, but they describe different training/runtime problems." + "reason": "Different distributed-training errors: activation checkpointing/FSDP tensor recompute vs mask-shape mismatch." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Different DeepSpeed errors and different affected code paths." + "reason": "Both involve DeepSpeed, but the runtime errors and code paths differ." }, { "left": "issue:45859", "right": "issue:45902", "accept": true, - "reason": "Same Qwen3_5MoeTextRotaryEmbedding `inv_freq`/device-movement bug, surfaced via CPU offload vs `meta -> to_empty(cuda)` materialization." + "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/materialization bug; CPU-offload and meta->to_empty(cuda) look like two manifestations of one fix." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "Both mention loading/runtime failures, but the model and failure mechanisms differ." + "reason": "ZeRO-3/Bert initialization error is unrelated to GPT-OSS tensor-parallel issues." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch and custom trainer signature breakage are not duplicates." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch and GraniteMoE invalid method are different model-specific bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are different issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility and Qwen NVFP4 runtime failure are not the same underlying change." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP behavior do not share a concrete root cause." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GPT-OSS TP failure are separate problems." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram int limitation are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and error mechanisms; no duplicate evidence." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime error and Qwen3.5 SFT embedding issue are distinct." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and SFT embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 load errors, but the affected model and exact failure differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 doc regressions, but one is about removed pipeline tasks and the other about the removed run command." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral dtype mismatch and Qwen3-vl StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS histogram int error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl-embedding and MPS histogram int are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Different models and different numerical mismatch symptoms." + "reason": "Liger Kernel cross_entropy use and autocast dtype mismatch are separate bugs." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch vs trainer API signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and trainer compute_loss signature breakage are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation-checkpointing/FSDP issue vs import failure are unrelated." + "reason": "FSDP checkpointing mismatch and GenerationMixin import failure are separate issues." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Different subsystems and different concrete errors." + "reason": "Liger Kernel cross_entropy routing and mask-shape IndexError do not share a root cause." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues, but they concern different deprecated API text." + "reason": "Different docs removals: return_all_scores vs the removed run command." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Both are ZeRO-3 loading errors, but the model contexts differ and the shared root cause is not established." + "reason": "Both are ZeRO-3-related, but the Gemma3 zero-size index error is not the same as the BertModel load failure." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different models and different runtime failures." + "reason": "Gemma3 config attribute issue and Qwen3 auto device-mapping cuda assert are unrelated." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Unrelated model/backend failure vs table QA crash." + "reason": "GPT-OSS on AMD GPUs and table-question-answering crash are different failures." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure vs device mismatch are different bugs." + "reason": "Voxtral processor failure and Gemma4 device mismatch are unrelated." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Cross-entropy/Liger-Kernel issue vs video StopIteration are unrelated." + "reason": "Liger Kernel cross_entropy use and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same v5 AutoTokenizer token-ID regression; issue:45920 is the broader multi-model report while issue:45812 is Granite-specific." + "reason": "Same tokenizer regression family: the broader multi-model report subsumes the Granite-only mis-tokenization bug." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Checkpoint corruption vs load failure are different problems." + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading are different problems." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Different models and unrelated failure modes." + "reason": "GLM-4.7 test loading failure and Ovis2 checkpoint corruption are unrelated." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Same generic mask/index error wording, but not enough evidence of one underlying bug." + "reason": "Mask/tensor shape mismatch and ZeRO-3/Bert out-of-bounds are different index errors." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper model load/runtime issue vs table QA task crash are unrelated." - }, - { - "left": "issue:41762", - "right": "issue:43638", - "accept": false, - "reason": "Same broad ZeRO-3 symptom family, but the model-specific repros are too different to merge confidently." - }, - { - "left": "issue:43827", - "right": "issue:44512", - "accept": false, - "reason": "Both are docs cleanup, but they refer to different removed v5 surfaces." - }, - { - "left": "issue:43828", - "right": "issue:45161", - "accept": false, - "reason": "Different model/runtime issues; no shared concrete bug." - }, - { - "left": "issue:44918", - "right": "issue:45161", - "accept": false, - "reason": "Different model families and unrelated behavior." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Different model paths and unrelated backend errors." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "Different bugs with different model contexts." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger-Kernel cross-entropy issue vs SFT embedding unpacking are unrelated." - }, - { - "left": "issue:43596", - "right": "issue:43638", - "accept": true, - "reason": "Same ZeRO-3 Bert loading failure with the identical `index 0 is out of bounds for dimension 0 with size 0` error." + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The accepted duplicate pairs are well-supported by the titles, and the canonical issue choice for the v5 AutoTokenizer regression is reasonable from the packet." + "feedback": "The cluster summary is well grounded in the packet and stays conservative. The chosen anchor issue:45920 is appropriately the broadest open tokenizer-regression report, and the accepted soft edges are limited to clearly related subclusters (the two ZeRO-3/BertModel index issues, the two Qwen3_5MoeTextRotaryEmbedding device/materialization issues, and the Granite tokenizer regression subsumed by the broader v5 AutoTokenizer report). The rest are correctly kept separate as only broad-similarity matches." }, "evaluator_used": true, "retried": false, @@ -547,7 +625,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -804,8 +882,8 @@ "review_unit_count": 47, "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-10000-400", "nodes": [ @@ -899,7 +977,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -1223,7 +1301,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -1465,8 +1543,8 @@ "review_unit_count": 47, "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-10000-400", "nodes": [ @@ -1558,7 +1636,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -1794,8 +1872,8 @@ "review_unit_count": 47, "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-10000-400", "nodes": [ @@ -1891,7 +1969,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -2151,8 +2229,8 @@ "review_unit_count": 47, "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-10000-400", "nodes": [ @@ -2246,7 +2324,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -2587,7 +2665,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -2832,8 +2910,8 @@ "review_unit_count": 47, "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-10000-400", "nodes": [ @@ -2923,7 +3001,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -3244,7 +3322,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -3559,7 +3637,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -3877,7 +3955,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -4193,7 +4271,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -4411,8 +4489,8 @@ "review_unit_count": 47, "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-10000-400", "nodes": [ @@ -4502,7 +4580,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -4813,7 +4891,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -5105,7 +5183,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -5404,7 +5482,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -5710,7 +5788,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -6022,7 +6100,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -6324,7 +6402,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -6668,7 +6746,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -6901,8 +6979,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -6986,12 +7064,12 @@ "issue:43572|issue:43957", "issue:43844|issue:44936" ], - "prepared_review_unit_hash": "eee1573adc68cd615b64d0c7f0f40d98a8056232111f73de13044540dfe69725", + "prepared_review_unit_hash": "b0aa35f3a4b01f191d243be9d286c81ce36c028eec61fad4ba06832192e85c99", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -7008,8 +7086,8 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft links mostly share broad areas like tokenization, generation, or multimodal models, but they do not describe the same concrete bug or change. No duplicate canonical issue/PR stands out.", - "confidence": 0.94, + "summary": "These issues are a mixed bag of largely unrelated bugs across tokenization, generation, loading, multimodal processing, training, and platform-specific behavior. None of the soft pairs look like the same underlying bug or a single mergeable fix path, so I would not deduplicate any of them.", + "confidence": 0.96, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -7019,175 +7097,175 @@ "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "BF16->FP32 dtype drift in evaluation and resume_from_checkpoint key mismatch are different failures with different code paths." + "reason": "Different problems: training/eval dtype drift vs resume_from_checkpoint key mismatch." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A Janus model test failure and an unreleased PEFT version bump are unrelated." + "reason": "Janus image-generation test failure is unrelated to the PEFT version bump issue." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve chat templating, but one is wrong assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages; different bugs." + "reason": "Both hit apply_chat_template, but one is multimodal assistant mask generation and the other is tool-call/no-content crash handling." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting after job failure are unrelated." + "reason": "Flash Attention 2 test failures and MLFlow reporting after failed training are unrelated subsystems." }, { "left": "issue:42490", "right": "issue:43696", "accept": false, - "reason": "Local-path import warnings and CUDA OOM loading GPT-oss-20b are not the same issue." + "reason": "Local-path import warning is unrelated to a CUDA out-of-memory report." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and a model load/import failure are different problems." + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading regression are different code paths." }, { "left": "issue:28218", "right": "issue:34567", "accept": false, - "reason": "Tokenizer spacing after added tokens and TrainerState token counters not updating are separate behaviors." + "reason": "Tokenizer spacing after added tokens is unrelated to TrainerState token-count tracking." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "An MPS attention correctness bug and a PyTorch version check for AuxRequest import are unrelated." + "reason": "MPS attention correctness and a flex_attention import version check are not the same bug." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Template-node compilation errors and a flash_attn import KeyError on Python 3.13 are distinct import/compile paths." + "reason": "Template-node compilation error and flash_attn import lookup on Python 3.13 are unrelated." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon warmup TypeError and Qwen3.5 flash-attention generation issues are not the same bug." + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation bug do not share a concrete fix." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-processing ValueError in Qwen3OmniMoe and Gemma4 text-only mm_token_type_ids defaults are different multimodal issues." + "reason": "Qwen3OmniMoe video-processing failure is unrelated to Gemma 4 token-type defaults for text-only fine-tuning." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated model bugs." + "reason": "torch.jit.script GeneratorExp export failure and SigLIP2 zero-probabilities are different model/runtime issues." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs after sync_gpus and a Qwen3.5 hidden-states bug do not share the same underlying defect." + "reason": "Generation sync_gpus kwargs update and Qwen3.5 hidden-states output bug are distinct generation paths." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "bfloat16 dtype mismatches in inference and wav2vec2 save/tokenization failures are different code paths." + "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save_pretrained/tokenization failures." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Missing flash_supports_window_size import and meta-device loading regressions are separate import/model-loading bugs." + "reason": "Missing flash-attention helper import and meta-device model loading are different import/load regressions." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaults and device-map forward mismatches are not the same problem." + "reason": "Gemma 4 text-only mm_token_type_ids defaulting and device_map auto device mismatch are separate issues." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application with model_init and Qwen3.5 hidden-state behavior are unrelated." + "reason": "Liger Kernel not applied with model_init is unrelated to Qwen3.5 hidden-states behavior." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression are different subsystems and failures." + "reason": "MPS attention-head-dim correctness and Kimi-K2.5 tokenizer codec regression are unrelated." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 HF-vs-JAX discrepancy and checkpoint resume key mismatch are unrelated." + "reason": "SigLIP2 HF vs JAX discrepancy is not the same as checkpoint resume key mismatch." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer regression and OmDet-Turbo input-size mismatch are different bugs." + "reason": "processor.tokenizer regression with images is different from OmDet-Turbo processor image-size mismatch." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "Quantization offloading behavior and chunked generation under compiled forward are not the same issue." + "reason": "Quantization/offloading behavior and chunked generation under compiled forward are unrelated." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution interpolation failure and RT-DETR memory release leak are unrelated." + "reason": "Perceiver interpolation failure and RT-DETR memory release are different bugs." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "lm_head.weight serialization inconsistency and LoRA merge collapse with extended vocab are different failure modes." + "reason": "State serialization of tied lm_head weights is not the same as LoRA merge collapse with extended vocabulary." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "A Janus model test failure and a stale warning in paged generate() are not the same bug." + "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in config and a transformers>=5.1.0 load failure are only loosely related versioned-model issues, not one concrete defect." + "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast on transformers>=5.1 are unrelated." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma4 token-type defaults and Qwen2.5-VL rope index scaling are different multimodal bugs." + "reason": "Both involve multimodal token/position handling, but Gemma 4 mm_token_type_ids and Qwen2.5-VL rope scaling are different models and code paths." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "These are both import errors, but they concern different missing symbols for different models." + "reason": "Both are import errors, but they involve different missing symbols and different models." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "A missing config field and a meta-device loading regression are not the same underlying change." + "reason": "StableLm pad_token_idx config regression and meta-device loading failures are unrelated." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 gradient instability and trainer.evaluate() failing after train() are different training problems." + "reason": "ZeRO-3 gradient anomaly and trainer.evaluate() failing after train() are different training lifecycle bugs." } ] }, @@ -7206,8 +7284,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -7290,12 +7368,12 @@ "issue:44448|issue:44743", "issue:44857|issue:45593" ], - "prepared_review_unit_hash": "dd08ec80d0a6a3130b7b16dd0883e6c98f47312e92c9838e41a27d80e6178b7d", + "prepared_review_unit_hash": "f2a9b96435bd7ad42ecc55edf14e0314ed739b35e7cdc6a2420bf1b8e52abd13", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -7312,196 +7390,193 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: tokenization, multimodal chat-template, import, runtime, and training issues that only look superficially similar. I found one plausible duplicate family around missing `pad_token_id` on config objects; the rest should stay separate.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43334 is the clearest anchor for the only plausible duplicate family here: an `AttributeError` from missing `pad_token_id` on config objects, with a near-identical sibling in issue:43525.", + "summary": "No soft-edge pair looks like the same underlying bug/change. The set is heterogeneous, so there is no good canonical issue or PR for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; these items cover unrelated bugs across tokenization, multimodal processors, model loading, training, memory, and docs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43334 is the best overall issue to anchor the cluster because it has a concrete, model-loading code-path bug and a plausible duplicate; the other items are mostly unrelated or only broadly similar.", + "best_issue_reason": "No best issue: none is representative of the whole set because the cluster is not a single bug family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Different regressions: processor/tokenizer API breakage vs batched video shape handling." + "reason": "Different multimodal processor bugs: custom tokenizer/image regression vs batched video input shape." }, { "left": "issue:43334", "right": "issue:43525", - "accept": true, - "reason": "Both report the same underlying `pad_token_id` config attribute bug causing load-time `AttributeError`." + "accept": false, + "reason": "Both are pad_token_id attribute errors, but on different config classes and model families." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Unrelated failures: an import error for a missing class vs a detokenization/output issue." + "reason": "ImportError for a missing class vs a detokenization regression; different failures." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Processor regression and quantization/offloading behavior are different code paths and symptoms." + "reason": "Processor/tokenizer regression and quantization offload behavior are unrelated code paths." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different bugs in different helpers: metric gathering label truncation vs image processor label reduction." + "reason": "Different label-handling bugs in different components and APIs." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 output anomaly and RT-DETR memory retention are unrelated." + "reason": "SigLIP2 output probabilities and RT-DETR memory cleanup are unrelated." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "FP8 config failure and Qwen2.5-VL import failure are different issues." + "reason": "FP8 failure in Qwen3Moe is unrelated to Qwen2.5-VL import errors." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve `apply_chat_template`, but one crashes on batched input and the other produces incorrect assistant masks; not the same bug." + "reason": "Both involve apply_chat_template, but one is a batching crash and the other is assistant_mask generation; not the same concrete bug." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Same model family, but the titles point to different symptoms and not clearly the same fix." + "reason": "A specific zero-probability symptom is not the same as a broader HF-vs-JAX discrepancy report." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Tokenizer load failure vs save/tokenization failure in a different model family." + "reason": "Different speech tokenizer/model problems with different failure modes." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing behavior and embedding reinitialization are unrelated." + "reason": "Tokenizer spacing bug and embedding reinitialization bug are unrelated." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Training/evaluation dtype change and MoE memory usage are distinct problems." + "reason": "Training/eval dtype drift is unrelated to MoE memory usage." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning and SigLIP2 implementation discrepancy are unrelated." + "reason": "Local-path import warning and SigLIP2 implementation mismatch are unrelated." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug vs a stale CI device-override test." + "reason": "Tokenizer special-token registration and GraniteSpeech CI device override are unrelated." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs-related, but they cover different API deprecations and different pages." + "reason": "Both are docs regressions, but for different pipelines and different deprecated behavior." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video shape bug and tensor-parallel OOM are unrelated." + "reason": "Batched video shape bug and TP-induced OOM are unrelated." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Feature-extractor center-arg crash and Whisper empty-transcription handling are different failures." + "reason": "Unsupported feature-extractor arg crash and empty-transcription generation failure are unrelated." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "LoRA/vocabulary merge collapse and category-count overflow are not the same bug." + "reason": "LoRA/extended-vocab collapse and category-count runtime error are unrelated." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "DAC STE mismatch and qwen3_omni_moe length helper behavior are different code paths." + "reason": "DAC latent mismatch and Qwen3 Omni feature-length helper behavior are unrelated." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC forward mismatch and a GraniteSpeech CI test issue are unrelated." + "reason": "Completely different subsystems: DAC vs GraniteSpeech device overrides." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sample-rate defaulting and video batching shape are different subsystems." + "reason": "Audio chat-template sampling-rate default and batched video shape are unrelated." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor input-size mismatch and AMP/CUDA loss crash are separate bugs." + "reason": "Processor output size bug and AMP/CUDA loss crash are different issues." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype regression and pipeline docs mismatch are unrelated." + "reason": "Embedding dtype drift is unrelated to a pipeline error-message/docs issue." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "A specific import error and a Torch version incompatibility are not the same issue." + "reason": "Specific missing-symbol import error is not the same as a generic Torch 2.10 incompatibility report." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + "reason": "CPU offload device mismatch and feature-length helper behavior are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Chat-template tool-call crash and video vision-position-id bug are different multimodal issues." + "reason": "Tool-call chat-template crash and video vision_position_ids bug are unrelated." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Sparse-layer construction bug and Bamba SDPA/compile failure do not share the same root cause." + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile+SDPA failure are unrelated." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Output mismatch for Pegasus and recurrent-state reset in modular Qwen3 are unrelated." + "reason": "Pegasus v4/v5 output difference and Qwen3 recurrent-state reset are unrelated." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP/CUDA crash and missing auxiliary losses are different model-training bugs." + "reason": "AMP/CUDA crash and missing auxiliary losses are unrelated detection issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The anchor choice around issue:43334 is supported by the matching `pad_token_id` AttributeError in issue:43525, and the summary does not overclaim broader duplication beyond that plausible family. The other pairwise rejections are phrased cautiously and are consistent with the issue titles." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -7608,7 +7683,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -7856,8 +7931,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -7941,12 +8016,12 @@ "issue:43278|issue:43381", "issue:45588|issue:45823" ], - "prepared_review_unit_hash": "8e9fcfb3eaf43d6f226da521c48ee5d0c3fc8045d73de8800f7e9f5a569d8b78", + "prepared_review_unit_hash": "0cf171807dcf9593b079f38be0bdcdde304d60ea1ad7ac041a25509f2b4b22ec", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -7963,192 +8038,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broadly heterogeneous. A few items share themes like tokenizer/save-load regressions or Gemma4 processor-loading failures, but none of the soft pairs look like the same concrete bug/change, so I reject all duplicate candidates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45372 is the most central representative: it is a current Gemma4 processor-loading regression, has downstream references, and sits closest to the small number of related Gemma4/processor items in the set.", + "summary": "This cluster does not look like a duplicate set; it mixes unrelated tokenizer, model-loading, device, export, quantization, and evaluation regressions. I reject every soft edge candidate.", + "confidence": 0.93, + "canonical_issue_reason": "No single true duplicate canonical stands out. If a representative is needed, issue 43873 is the most central anchor because it has the broadest infrastructure scope and the most activity/inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45372 is the best single anchor for this set because it is specific, recent, open, and most likely to attract related follow-up reports.", + "best_issue_reason": "Issue 43873 is the best cluster representative by activity and breadth, but it is still not a duplicate for the rest of the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer special-token behavior vs Gemma3 NaN embeddings are unrelated bugs." + "reason": "Different bugs: tokenizer special-token insertion vs Gemma3 NaN embeddings in sliding-window attention." }, { "left": "issue:43927", "right": "issue:45698", "accept": false, - "reason": "Both involve save/load flows, but one is config token IDs and the other is wrong custom module resolution." + "reason": "Both involve save/load, but one is config token IDs and the other is wrong custom module loading; not the same code path." }, { "left": "issue:28218", "right": "issue:32090", "accept": false, - "reason": "Tokenizer spacing after added tokens is unrelated to Trainer broadcast NoneType errors." + "reason": "Tokenizer added-space behavior is unrelated to Trainer _gpu_broadcast_one NoneType errors." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch and multimodal feature-length behavior are different code paths." + "reason": "Resume-from-checkpoint key mismatch is unrelated to a qwen3_omni_moe feature-length helper bug." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to the feature-length helper issue." + "reason": "torch.compile/SDPA failure and feature-extract length behavior are different problems." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save/tokenization failure and Fuyu bare-except masking are distinct tokenizer issues." + "reason": "Save/tokenization failure in Wav2Vec2 is not the same as a bare-except swallowing errors in Fuyu conversion." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Both touch Gemma4-related loading/runtime, but one is an import dependency break and the other is a flash-attention attribute crash." + "reason": "Processor import breakage from mistral_common is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Missing flash-attention utility import is not the same as failing to load a specific model repository." + "reason": "Different import/loading failures with no shared concrete failing code path." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization on resize." + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." }, { "left": "issue:43873", "right": "issue:44493", "accept": false, - "reason": "Quantized offloading behavior and unexpected position-id keys are different defects." + "reason": "Quantization offloading and unexpected position-id keys are different issues." }, { "left": "issue:45459", "right": "issue:45712", "accept": false, - "reason": "Masked tokenizer decode errors and leftover dummy classes are unrelated maintenance issues." + "reason": "Tokenizer exception masking is unrelated to leftover dummy classes and dir(check_repo) failures." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer NoneType broadcast error is unrelated to a MacOS bus error on a CLIP model." + "reason": "NoneType GPU broadcast and MacOS bus error are different failure modes." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-cardinality runtime error is unrelated to a stale warning in paged generate()." + "reason": "Category-cardinality RuntimeError is unrelated to a stale generate warning." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "Executorch export failures and flash-attention sink-less crash are different concrete problems." + "reason": "Executorch export issues are not the same as a flash-attention attribute crash." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Quantization/offloading behavior is not the same as multi-GPU OOM on Gemma4." + "reason": "Quantization offloading and Gemma4 multi-GPU OOM are distinct memory-related symptoms, not the same bug." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "A800 cudaErrorAssert with auto device mapping is not the same as a multi-GPU OOM." + "reason": "Qwen3 auto device-map cuda assert and Gemma4 OOM are separate device-placement problems." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift and undefined video-branch helpers are unrelated model issues." + "reason": "BF16-to-FP32 eval dtype drift is unrelated to the undefined video-branch variables bug." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility and DeepSeek implementation divergence are different failures." + "reason": "Python version compatibility and DeepSeekV3 implementation divergence are unrelated." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and torch.jit GeneratorExp export failure are unrelated." + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are unrelated." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both involve Gemma4Processor, but the reported failures point to different root causes and code paths." + "reason": "Gemma4 processor import failure and Gemma4Processor missing _tokenizer in serve are different breakages." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 nonsensical outputs." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash import warning and tensor-parallel OOM are unrelated." + "reason": "Import warning on trailing-slash local paths is unrelated to tp OOM when loading Qwen2-57B-A14B-Instruct." }, { "left": "issue:28218", "right": "issue:29127", "accept": false, - "reason": "Tokenizer added-token spacing and LayoutLMv3 box-validation messaging are different issues." + "reason": "Tokenizer spacing after added tokens and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:43065", "right": "issue:45412", "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue is unrelated to RT-DETR memory not releasing." + "reason": "Dummy Sam3PixelDecoder layer and RT-DETR memory-release issues do not share the same underlying bug." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import failure and protobuf-error masking in tokenizers are not the same bug." + "reason": "ReasoningEffort import breakage is unrelated to protobuf exception masking in tokenizers." }, { "left": "issue:44857", "right": "issue:45588", "accept": false, - "reason": "AMP/CUDA loss crash and flash-attention sinkless-model crash are different runtime failures." + "reason": "LwDetrImageLoss AMP crash and flash_attention s_aux=None crash are different code paths." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "BigBird special-token registration and Qwen3 recurrent-state reset are unrelated." + "reason": "BigBirdTokenizer special-token registration and Qwen3 recurrent-state reset are unrelated." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Version output differences and lm_head serialization inconsistency are distinct model-state bugs." + "reason": "Pegasus v4/v5 output differences and lm_head serialization inconsistency are separate regression classes." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "Training/eval dtype change and gradient-checkpointing-in-eval are unrelated." + "reason": "Eval dtype change and gradient-checkpointing-in-eval are different issues." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are separate Gemma4 runtime bugs." + "reason": "Both mention device-related Gemma4 behavior, but one is a flash-attention null-field crash and the other is a PLE device mismatch; not the same fix." } ] }, @@ -8167,8 +8242,8 @@ "review_unit_count": 47, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10000-400", "nodes": [ @@ -8252,12 +8327,12 @@ "issue:29942|issue:36010", "issue:29127|issue:33357" ], - "prepared_review_unit_hash": "ee0a4c73a5d587a76ac5f59388e886383b5527958b8abbd48ef3f349c652a9d6", + "prepared_review_unit_hash": "c90e3fcb248e72672bbddb756d99949a47cc91e83cbedf539c8c6b788f10784f", "component_budget": { "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -8274,186 +8349,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad set of mostly unrelated Transformers issues that only look superficially similar by text embedding. None of the proposed soft edges are true duplicates, so all should be rejected. There is no meaningful canonical issue for the cluster.", - "confidence": 0.92, - "canonical_issue_reason": "No canonical issue: the items span different subsystems and failure modes (tokenization, quantization, training, vision, docs, export, offload), so there is no single underlying bug to represent the cluster.", + "summary": "These items are mostly a heterogeneous set of unrelated bugs and feature reports across tokenizers, vision processors, quantization, trainer, import paths, and model-specific regressions. I do not see a single coherent duplicate cluster or a clear canonical issue/PR target.", + "confidence": 0.91, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No global best issue: the soft matches are all broad similarity false positives rather than one coherent bug family, so no issue is a strong dedupe anchor.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Different regressions in different model paths: LasrFeatureExtractor center-arg handling vs Qwen video-input processing." + "reason": "Different regressions in different code paths: LasrFeatureExtractor arg handling vs Qwen video-input behavior." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Both involve tokenizers, but one is a decoder-type mismatch in v5 while the other is AutoTokenizer ignoring tokenizer.json; not the same bug." + "reason": "Both tokenizer-loading related, but one is a decoder-type mismatch in v5 and the other is repository tokenizer.json resolution; not the same bug." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "Unrelated failures: SigLIP2 inference corruption vs RT-DETR model memory not being released." + "reason": "SigLIP2 inference quality issue and RT-DETR memory reclamation bug are unrelated." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Top-k pipeline output nesting and trainer _gpu_broadcast_one NoneType errors are unrelated code paths." + "reason": "Pipeline output shape change and Trainer broadcast NoneType error are unrelated subsystems." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer-related, but the concrete failures differ: LayoutLMv2 NER/padding crash vs Wav2Vec2 save_pretrained/tokenization failure." + "reason": "LayoutLMv2 NER padding/truncation crash vs Wav2Vec2 save/tokenization failure; different models and failures." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Different root causes: model loading failure for ScandiBERT vs Python 3.13 flash_attn import-key issue." + "reason": "Model-loading failure for a specific repo is unrelated to the Python 3.13 flash_attn import-utils KeyError." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both touch quantization, but one is Qwen3MoE with FineGrainedFP8Config and the other is quantized model saving; not the same defect." + "reason": "Both touch quantization, but one is FP8 loading failure and the other is quantized model saving; not the same concrete bug." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model failures affecting different tasks and APIs; no shared underlying bug is evident." + "reason": "Tokenizer AttributeError on tasks and Wav2Vec2 save_pretrained/tokenization failure are distinct." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Eos-token config mismatch is not the same issue as Qwen3.5 flash-attention generation failure." + "reason": "EOS token config mismatch is not the same as a flash-attention generation regression." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 tokenization/save_pretrained problems." + "reason": "torch.export failure around torch_compilable_check is unrelated to Wav2Vec2 tokenization/save_pretrained issues." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Both concern model implementation divergence, but they affect different architectures and different mechanisms; not mergeable as one fix." + "reason": "Different model-implementation mismatches with different symptoms and code paths; too broad to merge." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Runtime special-token post-processing is unrelated to Gemma3 NaN embeddings from sliding-window attention." + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window padding." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map image-processing failures are separate bugs." + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Different issues: MoE weight conversion with accelerate+deepspeed vs embedding dtype changing between train/eval." + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed and training/eval dtype drift are different bugs." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "Both mention CLIP/SigLIP-family examples, but one is a Mac bus error on a community model and the other is a documentation example mismatch/quantization issue." + "reason": "MacOS bus error on a community CLIP model and SigLIP2 docs errors are different problems." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor output size mismatch and RT-DETR memory leak are unrelated." + "reason": "Processor output-size mismatch and RT-DETR memory leak are unrelated." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token-count tracking are different issues." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter update are unrelated." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Local-path import warning and quantization offloading behavior are not the same bug." + "reason": "Local-path import warning and quantization offloading failure are not the same issue." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType broadcast error and DeepSpeed Adafactor OOM are different failure modes in different layers." + "reason": "Trainer NoneType broadcast error and DeepSpeed Adafactor OOM are distinct failures." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation handling and Gemma 4 processor loading/import error are unrelated." + "reason": "auto_docstring crash from future annotations and Gemma 4 processor import error are unrelated." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepseekV3MoE implementation drift is not the same as D-FINE auxiliary-loss logic when denoising is off." + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Qwen2.5-VL import failure is not the same as a generic dependency issue in transformers." + "reason": "Missing Qwen2.5-VL import and generic dependency issue are not the same concrete bug." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird mask-token registration/empty decode and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer bugs." + "reason": "BigBirdTokenizer special-token registration bug and FastSpeech2ConformerTokenizer loading failure are different tokenizer issues." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated model-forward issues." + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels behavior and Kosmos2.5 OCR index errors are different image-processing problems." + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are different image-processing failures." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are not the same defect." + "reason": "Gradient checkpointing eval-mode restriction and checkpoint resume key mismatch are separate training-control bugs." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "ImageProcessorFast label reduction and LayoutLMv2 tokenizer crashes are different components and failure modes." + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2 tokenizer crashes are not the same bug." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures are unrelated to an ImportError for GenerationMixin." + "reason": "Flash Attention 2 test failures and GenerationMixin import error are unrelated." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 error-message clarity and a MacOS CLIP bus error are unrelated." + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus error are unrelated." } ] }, @@ -8560,7 +8635,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -8852,7 +8927,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -9151,7 +9226,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -9462,7 +9537,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -9774,7 +9849,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -10090,7 +10165,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -10388,7 +10463,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -10693,7 +10768,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -11008,7 +11083,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -11247,8 +11322,8 @@ "review_unit_count": 47, "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-10000-400", "nodes": [ @@ -11339,7 +11414,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -11569,8 +11644,8 @@ "review_unit_count": 47, "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-10000-400", "nodes": [ @@ -11665,7 +11740,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -11892,8 +11967,8 @@ "review_unit_count": 47, "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-10000-400", "nodes": [ @@ -11985,7 +12060,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -12311,7 +12386,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -12635,7 +12710,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -12856,8 +12931,8 @@ "review_unit_count": 47, "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-10000-400", "nodes": [ @@ -12952,7 +13027,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -13299,7 +13374,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -13644,7 +13719,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -13871,8 +13946,8 @@ "review_unit_count": 47, "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-10000-400", "nodes": [ @@ -13965,7 +14040,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -14304,7 +14379,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -14670,7 +14745,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -15013,7 +15088,7 @@ "node_count": 400, "item_count": 400, "soft_pair_count": 1499, - "serialized_chars": 772970, + "serialized_chars": 772972, "estimated_input_tokens": 193243, "estimated_eval_tokens": 386742 }, @@ -16644,7 +16719,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16702,214 +16777,214 @@ "pull_request:44827|pull_request:45922", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "b55d20d144ef80c3c13b8376a5e390e335227a9a88d87f7488b18563914f97af", + "prepared_review_unit_hash": "c0cec52f4588f3fc59d037f3daa34e78a4224ae582c6ab744596f451907684c5", "component_budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 29, - "serialized_chars": 46702, - "estimated_input_tokens": 11676, - "estimated_eval_tokens": 23608 + "serialized_chars": 46791, + "estimated_input_tokens": 11698, + "estimated_eval_tokens": 23652 }, "budget": { "node_count": 16, "item_count": 16, "soft_pair_count": 29, - "serialized_chars": 46702, - "estimated_input_tokens": 11676, - "estimated_eval_tokens": 23608 + "serialized_chars": 46791, + "estimated_input_tokens": 11698, + "estimated_eval_tokens": 23652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated PRs (new model additions, docs, and refactors). The only true duplicate pair is the two `fixed_cross_entropy` changes; the rest should stay separate.", - "confidence": 0.93, + "summary": "Mostly heterogeneous PRs spanning model additions, docs, refactors, and tests. The only clear duplicate pair is the two `fixed_cross_entropy` changes (#43251 and #43254), which touch the same code path and same issue target.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical PR for the only real duplicate pair: it directly targets issue 43240 and contains the fuller `fixed_cross_entropy` kwargs-forwarding change, while 43254 is a narrower variant.", + "canonical_pr_reason": "PR #43251 is the stronger canonical fix for the duplicate pair: it explicitly targets issue #43240 and fully threads `weight` and `label_smoothing` through `fixed_cross_entropy`. PR #43254 is the same underlying change in a slimmer variant.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest representative of the actual duplicate change because it is the more complete implementation of the same cross-entropy fix and has the explicit issue linkage; the other PRs are not duplicates of it.", + "best_pr_reason": "PR #43251 is the best representative of the only true duplicate change in this cluster; the rest are unrelated or only broadly similar by subsystem.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Videoprism model addition vs ExecuTorch dynamic-shape test; different subsystems and no shared bug/change." + "reason": "VideoPrism model addition vs ExecuTorch dynamic-shape test; unrelated changes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer API additions vs adding a new MobileLLM model; unrelated changes." + "reason": "Mistral tokenizer helper methods vs adding MobileLLM; different models and problems." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer utility fix vs export test coverage; not the same code-path problem." + "reason": "Tokenizer API methods vs export test; no shared code-path bug/change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-mapping robustness work vs new MobileLLM model implementation; different underlying changes." + "reason": "Processor auto-loading robustness vs MobileLLM model addition; same area only at a very broad level." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy helper fix vs new model addition; no overlap beyond being Transformers PRs." + "reason": "Cross-entropy loss fix vs MobileLLM model addition; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss-function kwargs fix and Mistral4 test/model work are unrelated." + "reason": "Loss utility fix vs Mistral4 test/refactor/model changes; not the same bug." }, { "left": "pull_request:43424", "right": "pull_request:45919", "accept": false, - "reason": "ExecuTorch export testing vs adding Sapiens2; different goals and code paths." + "reason": "Export test vs Sapiens2 model addition; different scope and code paths." }, { "left": "pull_request:43424", "right": "pull_request:45899", "accept": false, - "reason": "Export dynamic-shape test vs docs-only continuous batching note; not a duplicate change." + "reason": "ExecuTorch export test vs continuous batching docs update; docs are not the same change." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch export test and Mistral4 test/model fixes are unrelated." + "reason": "Export test vs Mistral4 fixes; no concrete overlap." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Export testing vs MobileLLM model addition; not the same underlying bug/change." + "reason": "Export test vs MobileLLM model addition; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model vs config-resolution refactor; unrelated." + "reason": "New model addition vs config-resolution refactor; different change and intent." }, { "left": "pull_request:43823", "right": "pull_request:45922", "accept": false, - "reason": "New MobileLLM model vs vision-model lru cache leak fix; different code paths." + "reason": "New model addition vs vision-model memory leak fix; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM model addition vs Falcon output-interface refactor; no duplicate relationship." + "reason": "New model addition vs Falcon output-interface refactor; not the same issue." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor vs model-creation skill/docs; completely different changes." + "reason": "Falcon refactor vs model-creation skill PR; completely different artifacts." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-collection refactor vs Mistral4 test fixes; not the same fix." + "reason": "Falcon output-collection refactor vs Mistral4 tests/fixes; different model families and changes." }, { "left": "pull_request:43995", "right": "pull_request:45899", "accept": false, - "reason": "Falcon model refactor vs continuous-batching docs update; unrelated." + "reason": "Model refactor vs docs about decode fast path; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45899", "accept": false, - "reason": "Mistral4 test/model fixes vs docs for decode fast path; not the same underlying change." + "reason": "Mistral4 test/model fixes vs continuous batching docs; not the same underlying change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs `layrnorm` renaming pass; different models and problems." + "reason": "Mistral4 fixes vs `layrnorm` rename cleanup across CLIP-like models; different bug classes." }, { "left": "pull_request:44827", "right": "pull_request:45795", "accept": false, - "reason": "Mistral4 test fixes vs docs for audio/video processors; unrelated." + "reason": "Mistral4 fixes vs docs for audio/video processors; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fix vs config-resolution order fix; different issues." + "reason": "Mistral4 fixes vs config-resolution order bug; different code paths." }, { "left": "pull_request:45170", "right": "pull_request:45899", "accept": false, - "reason": "CLIP-like weight renaming vs docs-only batching writeup; no shared code path." + "reason": "Weight-renaming cleanup vs docs change; not a duplicate." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Shared auto/modeling_auto filename is incidental; Mistral4 tests and model-creation skill are unrelated." + "reason": "Mistral4 fixes vs model-creation skill; no overlap." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model addition vs skill/doc scaffolding for model creation; not the same change." + "reason": "MobileLLM model addition vs skill/docs PR; unrelated." }, { "left": "pull_request:45213", "right": "pull_request:45899", "accept": false, - "reason": "Model-creation skill PR vs continuous-batching docs; unrelated documentation areas." + "reason": "Model-creation skill vs docs on decode fast path; different content and purpose." }, { "left": "pull_request:45795", "right": "pull_request:45899", "accept": false, - "reason": "Docs for audio/video processors vs docs for decode fast path; different documentation topics." + "reason": "Docs for audio/video processors vs docs for decode fast path; both docs-only but different topics." }, { "left": "pull_request:43823", "right": "pull_request:45795", "accept": false, - "reason": "MobileLLM model addition vs processor docs; no duplicate underlying bug/change." + "reason": "MobileLLM model addition vs processor docs; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45899", "accept": false, - "reason": "New model addition vs continuous-batching docs update; unrelated." + "reason": "Model addition vs docs on continuous batching decode fast path; not the same change." }, { "left": "pull_request:44827", "right": "pull_request:45922", "accept": false, - "reason": "Mistral4 test fixes vs vision-model memory-leak fix; different model families and defects." + "reason": "Mistral4 fixes vs vision-model memory leak fix; different subsystem and bug." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs patch `fixed_cross_entropy` in the same file for the same issue (43240) and differ only in how the supported kwargs are threaded through; they could be merged into one fix." + "reason": "Both patches change `fixed_cross_entropy` in the same way to pass supported kwargs to `nn.functional.cross_entropy`; same underlying bug and mergeable into one fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only pair that looks like a real duplicate bugfix is PR 43251/43254: both edit `src/transformers/loss/loss_utils.py` for issue 43240 and are mergeable into one `fixed_cross_entropy` kwargs-forwarding fix. The other pair verdicts are appropriately negative given the very different subsystems and file sets, even where the similarity heuristic was noisy." + "feedback": "The summary is grounded in the packet: the only clearly mergeable duplicate pair is PR #43251 and PR #43254, which both patch `fixed_cross_entropy` for the same issue target (#43240). The other pairwise rejections stay conservative and do not overclaim duplicates, even where the heuristic similarity is high. " }, "evaluator_used": true, "retried": false, @@ -16920,7 +16995,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16936,7 +17011,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "56d44b2db28df2867e1839c908b5c8418f06309ef086e934b11c8aa32c1edb0b", + "prepared_review_unit_hash": "9950bfa69fdea4668823c38e5be676dfc6282259e68beda62901efb6656fcfa0", "component_budget": { "node_count": 2, "item_count": 2, @@ -16958,18 +17033,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related but distinct VibeVoice PRs: one implements the base VibeVoice integration, the other adds VibeVoice Realtime with extra acoustic-tokenizer and generation/model changes. They overlap on shared package wiring, but they are not the same underlying change.", + "summary": "These PRs are related VibeVoice work but not duplicates: one adds the base VibeVoice integration, while the other adds VibeVoice Realtime and an acoustic tokenizer. They overlap in model wiring, but they do not fix the same concrete code-path problem or represent one mergeable change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:42781 is the more specific and more expansive VibeVoice follow-up, covering the realtime path plus the acoustic tokenizer and additional generation/model work; pull_request:40546 is the earlier base VibeVoice implementation.", + "canonical_pr_reason": "PR #40546 is the more foundational and representative VibeVoice implementation, covering the base model integration and broad auto-registry/doc wiring before the later realtime extension.", "best_issue_reason": null, - "best_pr_reason": "pull_request:42781 is the better representative of the current VibeVoice work because it covers the broader, newer realtime feature set and includes the shared VibeVoice integration pieces.", + "best_pr_reason": "PR #40546 is the best single representative of the cluster because it introduces the core VibeVoice support; #42781 is a distinct follow-up feature set focused on realtime and tokenizer additions.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Reject: both PRs share VibeVoice infrastructure, but 42781 adds a distinct realtime variant and acoustic-tokenizer/model changes, so they are not the same concrete change and would not realistically be merged as one PR." + "reason": "Reject: they share VibeVoice infrastructure files, but #42781 adds realtime-specific functionality and an acoustic tokenizer rather than fixing the same underlying change as #40546. The overlap is broad subsystem wiring, not the same concrete code-path problem." } ] }, @@ -16983,7 +17058,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16999,12 +17074,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "69a18bf0dde5addc97f4a6e448a32d2e77172290805e51d6bb21137618e88373", + "prepared_review_unit_hash": "0e295f19ce140b0bcae1c20b91f42e3dd6154fb91f1521a8b10fa63c92b6cd89", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17012,7 +17087,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4675, + "serialized_chars": 4674, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17021,18 +17096,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families and code paths, so this is not a duplicate cluster.", + "summary": "The two PRs target different models and code paths (TimesFM covariate forecasting vs. DINOv3 image classification), so they are not duplicates or merge candidates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: #40755 adds TimesFM covariate forecasting, while #41224 adds DINOv3 image classification support; they are distinct features in different subsystems.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster because they address unrelated enhancements and should not be merged or deduplicated together.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and different changes: TimesFM forecasting with covariates vs DINOv3 image classification support. They do not fix the same underlying bug or implement the same change." + "reason": "Different underlying changes in unrelated subsystems: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not fix the same concrete bug or implement the same feature." } ] }, @@ -17046,7 +17121,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17109,7 +17184,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17127,7 +17202,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "06859588dc075a9e835878ff034261da2c07225f583000bb155ab791287ef33b", + "prepared_review_unit_hash": "0d68969838830599e78cd4337a473560c787b61cee9f852b212223c38c565958", "component_budget": { "node_count": 3, "item_count": 3, @@ -17149,24 +17224,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate new-model integration PRs with overlapping Transformers boilerplate, not the same underlying change. The shared files are generic registration/documentation plumbing, while each PR targets a different model family and code path.", - "confidence": 0.98, + "summary": "These are three separate open model-integration PRs (DeepSeek OCR, Isaac, Kimi2-6). They share boilerplate Hugging Face model-registration files, but they target different models and codepaths, so they are not duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45186 is the most central representative of the cluster because it connects to both other PRs and reflects the shared model-integration scaffolding.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45186 is the best single representative here for triage because it sits at the center of the similarity graph, even though the PRs are not duplicates.", + "best_pr_reason": "PR 45630 is the strongest representative of the cluster: it is the most recent, has the highest review activity, and appears to be the most mature integration. It is still a distinct Kimi2-6 model addition, not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions: DeepSeek OCR vs Isaac. The overlap is only in generic docs/auto-registration files, not the same concrete bug or feature." + "reason": "Different model integrations: DeepSeek OCR vs Isaac. Shared auto-registration/docs scaffolding is expected and does not indicate the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions: Isaac vs Kimi2-6. Shared filenames are boilerplate integration points, but the PRs implement separate model code paths." + "reason": "Different model integrations: Isaac vs Kimi2-6. They touch similar framework plumbing, but they implement separate models and codepaths." } ] }, @@ -17180,7 +17255,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17196,7 +17271,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "4e069303b72d97d1faa2436a437e3bea501c536af27852685da957224ed1cc06", + "prepared_review_unit_hash": "27b738f7ad5260b03a3e74c1abd6504a495ca55a54caf049ebcc7826da5e9081", "component_budget": { "node_count": 2, "item_count": 2, @@ -17218,18 +17293,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs both update GitHub Actions dependencies, but they address different underlying changes: one is a Node 24 compatibility sweep for core workflow actions, while the other is a set of version bumps focused on docker/build-push-action and related workflow updates. They are related in theme, not duplicates.", - "confidence": 0.96, + "summary": "These are both maintenance PRs upgrading GitHub Actions, but they target different action families and different concrete changes, so they are not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42975 is the better representative of the cluster theme because it targets the core GitHub Actions runtime compatibility problem across many workflows (checkout/cache/upload-artifact).", + "canonical_pr_reason": "PR 42975 is the broader representative: it upgrades multiple core workflow actions for Node 24 compatibility across many workflows, whereas 42976 is a narrower build-action version bump.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the stronger representative because it has the broader, more foundational workflow-action compatibility scope; PR #42976 is narrower and mainly upgrades Docker build actions.", + "best_pr_reason": "PR 42975 is the best standalone representative of the cluster because it has the clearest, broader maintenance scope and the strongest title-to-diff alignment.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: they upgrade different actions and fix different concerns. #42975 is about Node 24 compatibility for core actions, while #42976 bumps docker/build-push-action and a few workflow versions; they are not the same concrete change." + "reason": "Both are workflow dependency upgrades, but they change different actions (`checkout`/`cache`/`upload-artifact` vs `docker/build-push-action`) and address different compatibility updates. They are related maintenance, not the same underlying change and would not plausibly be merged as one PR." } ] }, @@ -17243,7 +17318,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17272,12 +17347,12 @@ "pull_request:44601|pull_request:45838", "pull_request:45490|pull_request:45838" ], - "prepared_review_unit_hash": "1546ffa79f2dd77710fef19d466c113faab47a9633023d3e0b599dc0b51dcf05", + "prepared_review_unit_hash": "042e933838ae4d26e331d9d914c41bd3d652fbb2d2201104d7752ade485ddf95", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23542, + "serialized_chars": 23541, "estimated_input_tokens": 5886, "estimated_eval_tokens": 12028 }, @@ -17285,7 +17360,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 23542, + "serialized_chars": 23541, "estimated_input_tokens": 5886, "estimated_eval_tokens": 12028 }, @@ -17294,66 +17369,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes several unrelated model-addition PRs plus one distributed-loading feature PR. Despite superficial filename overlap in docs/auto registries, they do not fix the same underlying code-path problem, so no duplicates should be merged.", - "confidence": 0.98, + "summary": "This cluster is a set of unrelated PRs that only look similar because they all touch docs, auto-registration, and model-package boilerplate. They add different models/features (ViT NEPA, Molmo, Molmo2, LFM2 Audio, PP-OCRv6, CTSM) plus an independent pipeline-parallel loading change, so there is no real duplicate group here.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the items are distinct model additions or a distributed-loading feature, not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "No global best PR for deduping; the most active PRs are still unrelated changes, so none is a good representative duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model families and different implementation areas: ViT NEPA vs Molmo. Shared doc/auto registry edits are just boilerplate for new model support, not the same change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry edits are boilerplate, not the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are separate model integrations with different configs, modeling code, and tests; not the same bug or feature." + "reason": "Different model additions: ViT NEPA vs Molmo2. Same broad area, but not the same code path or bug." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA is unrelated to CTSM; both are model additions but for different architectures and code paths." + "reason": "Different models entirely: ViT NEPA vs CTSM. Similar support scaffolding does not make them duplicates." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model releases with separate packages and tests. Similar naming does not make them the same underlying change." + "reason": "Molmo and Molmo2 are related families, but these PRs add distinct implementations and docs for different models." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions touching different model code, so they are not duplicates." + "reason": "Molmo vs CTSM are unrelated model additions; overlap is only in shared repository plumbing." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model integrations with no shared concrete bug or code-path fix." + "reason": "Molmo2 vs CTSM are different model integrations, not the same underlying bug or feature." }, { "left": "pull_request:43973", "right": "pull_request:45838", "accept": false, - "reason": "Lfm2 Audio is an audio model addition, while PP-OCRv6 support is text recognition. Different domains, files, and code paths." + "reason": "Lfm2 audio support and PP-OCRv6 text recognition are unrelated model additions with no shared concrete fix." }, { "left": "pull_request:44601", "right": "pull_request:45838", "accept": false, - "reason": "Pipeline-parallel loading support is a distributed systems/runtime change; PP-OCRv6 is a model support PR. They do not address the same problem." + "reason": "Pipeline-parallel loading support is a runtime/distributed feature; PP-OCRv6 is a model support PR, so they are not duplicates." }, { "left": "pull_request:45490", "right": "pull_request:45838", "accept": false, - "reason": "CTSM model support and PP-OCRv6 text recognition support are distinct model additions with no shared underlying change." + "reason": "CTSM and PP-OCRv6 are separate model integrations, with only generic docs/registry overlap." } ] }, @@ -17367,7 +17442,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17386,7 +17461,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "cfc2ce156458e9974119231631ef6442e0b74100a93b7e5dad56c60b6f210e0a", + "prepared_review_unit_hash": "c0ccb0bf9373911f4ec24b6f2830e1a56208980369b33eae1e0ac95f16a2602b", "component_budget": { "node_count": 3, "item_count": 3, @@ -17408,30 +17483,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: one fixes Whisper decoding/tests, one is a Mistral/FP8 dequantization fix, and one appears to be unrelated test edits in CLIP/ViT. The only plausible representative is the FP8/dequant fix PR.", - "confidence": 0.95, + "summary": "These PRs do not appear to be duplicates of one another: one is a Whisper tokenizer/test change, one is a test-only CLIP/ViT edit, and one is a FP8 dequantization fix. The cluster is too loose to merge as the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most substantive and self-contained bug fix, with a clear code-path focus in loading/FP8 quantization and supporting model/test updates.", + "canonical_pr_reason": "PR 44815 is the strongest canonical PR because it contains a concrete implementation fix in loading/FP8 code, while 43291 is mainly Whisper test/tokenizer cleanup and 43665 is test-only noise.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 best represents the cluster because it addresses a concrete runtime/path issue across the dequantization and loading flow, unlike the other PRs which are narrower or appear unrelated.", + "best_pr_reason": "PR 44815 is the best representative of the cluster because it addresses an actual runtime/code-path bug with substantive logic changes; the other two are either test-focused or appear unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different areas and changes: Whisper tokenizer decoding/tests versus CLIP/ViT test edits. No shared concrete bug or mergeable single fix." + "reason": "Different targets and problems: Whisper tokenizer/tests vs CLIP/ViT test edits. Similarity is only superficial test churn." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper decode behavior is unrelated to Mistral FP8/dequant loading logic; they touch different code paths and would not be one combined fix." + "reason": "Whisper decoding/tokenizer changes and FP8 dequant/loading fixes are unrelated code paths and cannot plausibly be one PR." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "CLIP/ViT test-only edits are unrelated to the FP8 dequantization and model-loading changes in 44815, so these are not the same underlying change." + "reason": "Test-only CLIP/ViT edits do not match the FP8 dequantization/runtime fix; no shared concrete bug or change." } ] }, @@ -17445,7 +17520,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17461,7 +17536,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "b6fc18938084cf7282db2e5b613fab1104e182c751d08d9cdb8e7118278e154e", + "prepared_review_unit_hash": "fd81dd67951a1808d4947f9a85e411a0aceadb5b9763c6d1b6d89f0e9d43c3c9", "component_budget": { "node_count": 2, "item_count": 2, @@ -17483,18 +17558,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs are grouped only by weak surface similarity, but they change different code paths: one is a repo-bot/versioning test PR, the other rewires CI/comment-diff workflow plumbing. They are not duplicates.", - "confidence": 0.98, + "summary": "These are not duplicates: PR #43488 is a tiny repo-bot/version-format test tweak, while PR #43532 is a broader CI/workflow and testing-utils change set. They share a Vit test file but not the same underlying fix.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43532 is the stronger representative of the cluster because it contains the broader, substantive CI/workflow and test-related changes; #43488 is a narrow synthetic bot-check change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #43532 is the best standalone representative since it reflects the larger functional change set, whereas #43488 is mostly a small test/setup exercise.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different underlying changes and goals; shared vit test file is incidental, not evidence of the same fix or mergeable duplicate PRs." + "reason": "They do not fix the same concrete problem: #43488 changes packaging/versioning for a repo-bot check, while #43532 alters GitHub workflows and testing utilities. Shared Vit test filenames are incidental." } ] }, @@ -17508,7 +17583,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17524,12 +17599,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "9f8a6b2a2229ff17b1dfa226126422bdbc437821fa6472b56eef90d30bf3b29e", + "prepared_review_unit_hash": "d61482f8ed5e872771c14a5684ee959fa676f29bfefe86b4449d01719453b6e4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17537,7 +17612,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17546,18 +17621,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are related feature additions in the same segmentation area, but they implement different pipelines and different code paths: concept segmentation vs visual segmentation. They should not be treated as duplicates.", - "confidence": 0.94, + "summary": "The two PRs are related by theme and share a lot of docs/infrastructure plumbing, but they implement different segmentation pipelines with different model coverage and filenames. They should not be treated as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the broader, more integrated feature addition, with more model integrations and test coverage, so it is the better representative PR for this cluster.", + "canonical_pr_reason": "PR 43613 is the broader and more representative standalone change in this cluster, with wider model support and pipeline/test/docs coverage than 43612.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the stronger representative because it covers the larger promptable visual segmentation pipeline surface and includes more supporting files and model hookups.", + "best_pr_reason": "PR 43613 is the strongest overall PR here because it is more comprehensive and self-contained, but it is still a different feature from 43612 rather than a duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different features and code paths: promptable concept segmentation vs promptable visual segmentation. Shared docs/infrastructure do not make them the same underlying change." + "reason": "Different concrete features: promptable concept segmentation vs promptable visual segmentation. They share scaffolding, but the pipeline code, task docs, and model targets are distinct, so they are not the same change." } ] }, @@ -17571,7 +17646,7 @@ { "label": "pull_request", "component_index": 11, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17587,7 +17662,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "f42780f43d885ef13db20945118edd2617314d2499dc3da181cf691e9bbfc30f", + "prepared_review_unit_hash": "04fbb8be04d91c2315f42e7f71871a9144a3aa3dd17fbbef7d7521dc37d820c8", "component_budget": { "node_count": 2, "item_count": 2, @@ -17609,18 +17684,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different trainer.py changes: one addresses gradient-accumulation loss scaling, the other adds an overridable signature-column helper for data filtering. They share a file and subsystem, but not the same underlying bug or mergeable change set.", - "confidence": 0.97, + "summary": "These two PRs both touch `trainer.py`, but they address different trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering for custom/PEFT models. They are not duplicate fixes and should not be merged together.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR: the changes are unrelated enhancements in the same file, not the same underlying bug or code-path fix.", "best_issue_reason": null, - "best_pr_reason": "43651 is the more self-contained, user-facing trainer behavior change, but it is not a duplicate of 43663.", + "best_pr_reason": "If one PR must be highlighted, #43651 is the more self-contained behavioral fix around training loss scaling. #43663 is a separate API/refactor for column filtering and not a duplicate of #43651.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different code paths and purposes: loss scaling in training_step vs. column/signature filtering for model inputs. They would not plausibly be merged as one PR." + "reason": "Both edit `trainer.py`, but they solve different problems on different paths: loss normalization for gradient accumulation versus extracting signature columns for custom trainers. Shared file and broad trainer scope are not enough to treat them as the same change." } ] }, @@ -17634,7 +17709,7 @@ { "label": "pull_request", "component_index": 12, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17652,7 +17727,7 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "8ba016a4f08f2fc6bb99862c3c11efb6636bcedb519e1440e12db066a340f207", + "prepared_review_unit_hash": "26b2cb9681d21c5b5d83b54e4401f5fd8f959e9e3613f934882d40d64c0f7cd3", "component_budget": { "node_count": 3, "item_count": 3, @@ -17674,30 +17749,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs target the same import-time TypeAdapter annotation problem in `src/transformers/cli/serve.py`; PR 43842 is the cleanest, most focused fix.", - "confidence": 0.86, + "summary": "Three open PRs in src/transformers/cli/serve.py all target the same TypeAdapter/annotation NameError in the Transformers CLI, with 43842 being the narrowest fix.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most focused and explicit fix for the underlying NameError when pydantic is not installed, with a minimal annotation/import change in `serve.py`.", + "canonical_pr_reason": "PR 43842 is the cleanest representative: it directly fixes the pydantic/TypeAdapter NameError with a small, targeted change in serve.py and the title matches the concrete failure mode.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 best represents the cluster because it directly and narrowly fixes the concrete runtime NameError path without extra unrelated changes.", + "best_pr_reason": "PR 43842 is the best global representative because it is the most focused and explicit fix for the runtime NameError, with the least extra surface area compared with the broader annotation cleanups.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs address the same import-time NameError from evaluating `TypeAdapter` in `src/transformers/cli/serve.py`; they are compatible fixes for the same code path." + "reason": "Both PRs fix the same CLI TypeAdapter annotation NameError in src/transformers/cli/serve.py; 43656 is a broader annotation cleanup, while 43842 is the focused variant of the same bugfix." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "Both fixes target the same `TypeAdapter` annotation NameError in the CLI serve path; 43836 is broader, but its core change is the same bug fix and could plausibly be merged together." + "reason": "Both are aimed at the same underlying TypeAdapter NameError in the CLI serve code path, and the string-literal/TYPE_CHECKING changes are alternative implementations of the same fix." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and are clearly aimed at preventing a `TypeAdapter`/annotation-related import-time NameError. The choice of PR 43842 as the most focused fix is supported by the smaller diff and explicit pydantic gating. The soft-edge accepts are also conservative enough: both pairs appear to be alternative or complementary fixes for the same bug path in the same file, so they look mergeable into a single bugfix PR." + "feedback": "The clustering is mostly grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and the diffs are clearly in the same annotation/TypeAdapter runtime-NameError area. The soft-pair calls are conservative enough, with 43836 and 43842 especially appearing as alternative fixes for the same issue. The summary is a little broad for 43656 because it looks more like a wider annotation cleanup, but not enough to reject." }, "evaluator_used": true, "retried": false, @@ -17708,7 +17783,7 @@ { "label": "pull_request", "component_index": 13, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17774,7 +17849,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -17853,8 +17928,8 @@ "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44056|pull_request:44101", - "pull_request:44059|pull_request:44068", "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", "pull_request:44018|pull_request:44059", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -17886,12 +17961,12 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "933fa393f4ee6facf160dcc9f4a64f213051fc64cfba4ee53093a432823501f9", + "prepared_review_unit_hash": "b66a1235f2718158832a20bf186ddadcc8f6991a0dfdcb25cebb46b99b42ccdc", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, + "serialized_chars": 84894, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -17899,7 +17974,7 @@ "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75093, + "serialized_chars": 75094, "estimated_input_tokens": 18774, "estimated_eval_tokens": 37804 }, @@ -17908,363 +17983,267 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly independent per-model output-tracing refactors tied to #43979. There are at least two concrete mergeable overlap pockets: GPT-Neo (44018/44068) and GPT-J/CodeGen (44066/44085/44722), but the rest are separate model-specific changes.", - "confidence": 0.9, + "summary": "Mostly a set of independent model-specific refactors to standardized output tracing. The only clear duplicate groups are GPT-Neo (44018/44068) and the GPT-J/CodeGen subcluster around 44066/44085/44722; the rest share only the same umbrella initiative, not the same concrete code path.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is a reasonable cluster anchor because it is an explicit #43979-linked GPT-J/CodeGen output-tracing refactor and overlaps with the later GPT-J/CodeGen follow-up, but it should be treated as one representative pocket rather than the sole center of the cluster.", + "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen output-tracing refactor: it is the latest of the near-identical gptj changes, targets the same concrete files/code path, and is explicit about the standardized decorator migration.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the strongest single representative for the cluster because it has an explicit tracking-issue link and covers a broad concrete GPT-J/CodeGen refactor, while the cluster also contains a separate GPT-Neo overlap that should not be collapsed into the same anchor.", + "best_pr_reason": "44722 is the strongest single anchor for the cluster because it is a later, explicit GPT-J/CodeGen output-tracing refactor that overlaps the earlier GPT-J PRs on the same concrete code path.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Same output-tracing initiative, but different model implementations and code paths." + "reason": "Different model families and code paths; same tracking theme only." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both target #43979, but they are different model-specific refactors, not the same change." + "reason": "Different model families and implementations; only the output-tracing initiative matches." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both touch the same GPT-J output-tracing code path, and these changes could plausibly be merged into one PR." + "reason": "Same GPT-J output-tracing refactor on the same file; 44085 looks like a narrower variant of the 44066/44722 change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and concrete code paths; only the broad output-tracing theme overlaps." + "reason": "Both are output-tracing refactors, but for different model families and unrelated code paths." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "Different model implementations; shared tracking-issue context is not enough to make this a duplicate." + "reason": "EfficientNet vs GPT-J/CodeGen; shared initiative is not enough to make these duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different models and different output-tracing code paths." + "reason": "Different model code paths; only the refactor pattern is shared." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "Different model families and unrelated concrete refactors." + "reason": "MobileNetV2 and DeBERTa are unrelated concrete changes despite the same tracing motif." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "Both are output-tracing work, but they target different model code paths." + "reason": "GPT-J/CodeGen vs MGP-STR are different model implementations and not mergeable as one fix." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Different model implementations; same general refactor theme only." + "reason": "Different model families and forward paths; only the refactor style overlaps." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "These are the same GPT-Neo output-tracing refactor in the same model/file family and look mergeable as one PR." + "reason": "Same GPT-Neo output-tracing migration in the same model file; these look like duplicate implementations of the same change." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different concrete code paths." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44068", - "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo are separate model-specific changes." + "reason": "GPT-Neo vs GPT-J/CodeGen are different concrete changes." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and different refactors." + "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "Different model implementations; the shared theme is too broad to merge them." + "reason": "Different model implementations and different output paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and output paths." + "reason": "ResNet vs GPT-J are unrelated fixes." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated concrete changes." + "reason": "GPT-Neo and ResNet are unrelated model refactors." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "Different models and different output-tracing code paths." + "reason": "Different models and code paths; same tracing framework only." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "Different model families and unrelated concrete changes." + "reason": "GPT-Neo vs Flaubert/XLM are unrelated concrete changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "Different model code paths; same initiative only." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44116", - "accept": false, - "reason": "MPT and ImageGPT are different model implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "Different models; shared tracing pattern is too broad to merge." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J are separate model code paths." + "reason": "Different model families and forward paths." }, { "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "Different models; only the generic output-tracing theme overlaps." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", + "right": "pull_request:44722", "accept": false, - "reason": "Different models and different concrete refactors." + "reason": "MPT vs GPT-J/CodeGen are separate model refactors." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR are unrelated concrete changes." + "reason": "GPT-2 and MGP-STR are unrelated code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "Different models and code paths." + "reason": "GPT-J and MGP-STR are unrelated concrete changes." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "Different model families and different fixes." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44722", - "accept": false, - "reason": "Different models; same theme is not enough for duplicate triage." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are different model implementations." + "reason": "ViLT and Flaubert/XLM are different model implementations." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Different model families and concrete output paths." + "reason": "SegFormer and GPT-J/CodeGen are unrelated fixes." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Different model-specific refactors." + "reason": "Different models; only the decorator/output-tracing refactor pattern matches." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Different model families and code paths." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44071", - "accept": false, - "reason": "Different model implementations; same tracing pattern only." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "Different models and output implementations." + "reason": "SegFormer and VisualBERT are separate code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet and VisualBert are unrelated concrete changes." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44018", - "accept": false, - "reason": "Different model families and output paths." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44056", - "accept": false, - "reason": "Different model families; same tracking initiative only." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "Different models and different output-tracing implementations." - }, - { - "left": "pull_request:44074", + "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert are unrelated concrete changes." + "reason": "MPNet vs Flaubert/XLM are unrelated model changes." }, { - "left": "pull_request:44056", + "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "Different models and refactor targets." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet and GPT-Neo are unrelated concrete code paths." + "reason": "VisualBERT and LongT5 are different model implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "Different model families; only the broad output-tracing theme overlaps." + "reason": "GPT-2 and GPT-Neo are different model-specific changes." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44056", + "right": "pull_request:44071", "accept": false, - "reason": "MPT and ImageGPT are different model-specific changes." + "reason": "MPNet and MPT are unrelated code paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different model implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44129", - "accept": false, - "reason": "Different models and output code paths." + "reason": "SqueezeBERT and MPT are different models with unrelated fixes." }, { "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "Different models; not the same underlying change." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet vs LongT5 are unrelated concrete changes." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44161", + "right": "pull_request:44018", "accept": false, - "reason": "Different model families and output paths." + "reason": "SqueezeBERT and GPT-Neo are separate model refactors." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "Different model families and concrete code paths." + "reason": "RegNet and VisualBERT are unrelated concrete implementations." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "Different models; the shared tracing theme is too broad." + "reason": "SqueezeBERT vs DeBERTa are unrelated changes." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "Different models and different fixes." + "reason": "DeBERTa and TextNet are different model code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing family with overlapping GPT-J code; they could plausibly be merged into one PR." + "reason": "Same GPT-J/CodeGen output-tracing migration on the same code path; 44722 is effectively the later version of the same refactor." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing changes on the same file/code path, so they look mergeable as one PR." + "reason": "Both are GPT-J output-tracing refactors on the same file and concrete path; they appear to be the same underlying change family." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + "reason": "GPT-J and SpeechT5 are unrelated model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different model families and concrete output paths." + "reason": "FNet/CVT and RegNet/ResNet are different model-specific refactors." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "Different model families; same initiative only." + "reason": "Different model families and code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated concrete changes." + "reason": "DeBERTa and SpeechT5 are unrelated concrete fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model implementations; same refactor theme only." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The packet supports the general conclusion that this is mostly a set of separate model-by-model output-tracing refactors tied to #43979, but the reasoning overstates the evidence in a few places. In particular, PR 44066 is not the center of the only clearly mergeable overlap: the GPT-Neo pair (44018/44068) is also a strong mergeable overlap, and 44066 also overlaps with 44722. Please keep the verdicts and anchor language more conservative and avoid implying uniqueness where the packet shows multiple mergeable pairs." + "accept": true, + "feedback": "The cluster summary stays grounded in the packet and is conservative about shared evidence. The accepted duplicate groups are well supported by shared files/paths and the same issue target, while the cross-model pairs are properly kept negative. No soft-edge verdict overstates the evidence." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -18272,7 +18251,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 27, + "component_count": 28, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -18299,12 +18278,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "edcafb15aa209634d5a49ca54432fc8d284926878e6f33cb4b2ae396bda186ab", + "prepared_review_unit_hash": "a72f84341ebc4f53ffc55dcbda7f32b1967190928aa70f20624ca298119e10f7", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84895, + "serialized_chars": 84894, "estimated_input_tokens": 21224, "estimated_eval_tokens": 42704 }, @@ -18312,7 +18291,7 @@ "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17123, + "serialized_chars": 17121, "estimated_input_tokens": 4281, "estimated_eval_tokens": 8818 }, @@ -18321,48 +18300,48 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are related only by a broad theme: migrating different model implementations to the new standardized output-capture machinery. Each one targets a different model/code path, so they are not duplicates of the same underlying change.", - "confidence": 0.95, + "summary": "This cluster is a set of closely related but model-specific refactors to standardized output tracing/capture_outputs across several transformers models. They share a common theme, but each PR touches a different code path and model implementation.", + "confidence": 0.72, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a safe canonical duplicate target here: every candidate is model-specific and changes a different forward path, even though the refactor pattern is similar.", + "canonical_pr_reason": "PR 44129 is the cleanest anchor for the cluster: it has an explicit issue target and a concrete, self-contained output-tracing refactor in SpeechT5.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the clearest representative of the shared refactor pattern, with explicit `capture_outputs` and `can_return_tuple` integration and a straightforward output-tracing migration, but it remains specific to VisualBert rather than a cluster-wide duplicate target.", + "best_pr_reason": "PR 44129 is the best representative overall because it is well-scoped, explicitly tracked to an issue, and clearly exemplifies the standardized output-capture migration pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "Both are standardized-output refactors, but they touch different models (FocalNet vs ImageGPT) and different forward paths; similar theme, not the same fix." + "reason": "Both are output-tracing migrations, but FocalNet and ImageGPT have different model internals and distinct capture mappings; this is similar refactoring, not the same concrete fix." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Different model implementations (VisualBert vs TextNet) with separate output-capture plumbing; they are not plausibly mergeable into one PR." + "reason": "VisualBert and TextNet are separate model implementations with different forward/output changes; they share a pattern but not the same underlying bug or change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both adopt output-tracing decorators, but they affect different architectures and code paths (MPNet vs VisualBert), so this is not the same underlying change." + "reason": "MPNet and VisualBert target different architectures and output-recording hooks, so this is not one shared code-path problem." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "MPNet and TextNet are unrelated model implementations; the shared refactor pattern is too broad to treat as a duplicate." + "reason": "These are independent model refactors in different files; the common decorator/capture_outputs theme is too broad to treat as a duplicate." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are distinct model stacks with different forward logic; the overlap is only in migration style, not in the same bug or change." + "reason": "RegNet and SqueezeBert are unrelated model implementations; the PRs are analogous migrations, not the same bug or mergeable duplicate." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 modify different subsystems and output contracts; they share the decorator migration theme but not a single concrete code-path fix." + "reason": "SqueezeBert and SpeechT5 change different output-tracing paths in different models; they are not fixing the same concrete issue." } ] }, @@ -18376,7 +18355,7 @@ { "label": "pull_request", "component_index": 15, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18442,274 +18421,268 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "fac27c8c4c121b855ebaf4ae33eb25c30a640387c3fffe83d14868c548661962", + "prepared_review_unit_hash": "3d17bf8d59819b4bbd1b1e0d0bc148311b5c55b4717c052b0fba0bc4cd920972", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40167, - "estimated_input_tokens": 10042, - "estimated_eval_tokens": 20340 + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40167, - "estimated_input_tokens": 10042, - "estimated_eval_tokens": 20340 + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of similar but independent model-specific output-tracing refactors; they share a theme, not a single underlying bug or change.", - "confidence": 0.88, + "summary": "These PRs are all model-specific output-tracing refactors with similar mechanics, but they target different architectures and code paths. They should remain separate; the similarity is at the framework-pattern level, not a duplicated bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "44025 is the best cluster anchor: it\u2019s a straightforward output-tracing refactor with a clear model-specific scope and touches two closely related depth_anything files.", + "canonical_pr_reason": "PR 44003 is the broadest representative of the pattern, touching both Mamba and FalconMamba and the output-capture plumbing, but it is not the same change as the other PRs.", "best_issue_reason": null, - "best_pr_reason": "44025 is the most representative PR in the set, with a clean refactor scope and the strongest centrality among the similar output-tracing changes.", + "best_pr_reason": "PR 44003 is the strongest single exemplar if one representative must be chosen, but the collection is not a duplicate set.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different models and code paths; same refactor pattern, but not one mergeable change." + "reason": "timm_backbone vs upernet: same refactor theme, different model code paths and not one underlying bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different model families; this is broad output-tracing cleanup, not the same underlying fix." + "reason": "timm_backbone vs vision_text_dual_encoder: unrelated architectures; similar tracing cleanup only." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Timm backbone vs UnivNet are unrelated implementations; shared theme is too broad." + "reason": "timm_backbone vs univnet: different model families and forward paths, so not duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and model stacks; no single concrete bug/change here." + "reason": "timm_backbone vs mamba/falcon_mamba: same pattern, but distinct implementation targets." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model code paths; similar tracing refactor only." + "reason": "timm_backbone vs rwkv: different backbone and cache/output handling, not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are unrelated models; not the same PR-worthy change." + "reason": "mobilenet_v1 vs univnet: both trace output refactors, but different models and APIs." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations; too broad to treat as duplicates." + "reason": "mobilenet_v1 vs upernet: separate model code paths; no shared concrete bug." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families; same output-tracing theme but separate changes." + "reason": "mobilenet_v1 vs depth_anything: similar decorator-based cleanup, but unrelated model families." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different code paths and model families; not one concrete fix." + "reason": "mobilenet_v1 vs vision_encoder_decoder: different subsystems and forward signatures." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Model-specific refactors only; these are not mergeable as one PR." + "reason": "mobilenet_v1 vs speech_encoder_decoder: same broad refactor style, not the same fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder vs UnivNet are unrelated; only the refactor pattern matches." + "reason": "vision_text_dual_encoder vs univnet: unrelated model paths; not mergeable as one duplicate fix." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different models and behavior; no shared underlying bug." + "reason": "vision_text_dual_encoder vs upernet: different multimodal vs segmentation code, so not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths and architectures; same theme, not same change." + "reason": "vision_text_dual_encoder vs mamba/falcon_mamba: same tracing theme, different concrete code paths." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Separate model implementations; output-tracing refactor is too generic to merge." + "reason": "vision_text_dual_encoder vs depth_anything: different model families; similar refactor only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet and UperNet are unrelated model paths; not the same fix." + "reason": "univnet vs upernet: unrelated architectures and output contracts." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; similar cleanup only." + "reason": "univnet vs mamba/falcon_mamba: no shared underlying bug, just the same refactor pattern." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different models; same refactor style is not enough to duplicate." + "reason": "univnet vs depth_anything: different models and different forward behavior." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated; no common concrete bug/change." + "reason": "upernet vs rwkv: segmentation model vs recurrent LM; not the same change." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Different model stacks and code paths; not one change." + "reason": "upernet vs mamba/falcon_mamba: similar output-tracing cleanup, but distinct code paths." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/Falcon-Mamba vs SuperPoint are unrelated implementations; only superficially similar." + "reason": "mamba/falcon_mamba vs superpoint: different models and output handling, no duplicate fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and forward signatures; not a single mergeable fix." + "reason": "mamba/falcon_mamba vs codegen: different model internals and tracing logic." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone and CodeGen are unrelated; same refactor theme is too broad." + "reason": "timm_backbone vs codegen: unrelated model families; same broad theme only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet vs CodeGen are different code paths; not duplicates." + "reason": "univnet vs codegen: no shared concrete code-path bug, only similar refactor style." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different models and behavior; no shared concrete bug." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Different model implementations; not the same underlying change." + "reason": "upernet vs codegen: different model classes and forward semantics." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model wrappers and files; same tracing refactor pattern only." + "reason": "depth_anything vs vision_encoder_decoder: both are output-tracing refactors, but different files and behaviors." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "DepthAnything vs SpeechEncoderDecoder are unrelated; not one bug fix." + "reason": "depth_anything vs speech_encoder_decoder: distinct encoder-decoder/depth-estimation code paths." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and outputs; similar refactor, not duplicate." + "reason": "depth_anything vs superpoint: unrelated vision models; not one underlying fix." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "DepthAnything and RWKV are unrelated code paths." + "reason": "depth_anything vs rwkv: different architectures and output-capture implementations." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families; same output-tracing cleanup only." + "reason": "depth_anything vs DPR: separate model families and forward logic." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "Encoder-decoder wrappers for different modalities; not the same concrete change." + "reason": "vision_encoder_decoder vs rwkv: unrelated models; similarity is only at the refactor pattern level." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are unrelated; only the tracing refactor theme overlaps." + "reason": "vision_encoder_decoder vs speech_encoder_decoder: closely named but still different wrapper code and modalities." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "Different model stacks and behavior; not mergeable as one PR." + "reason": "vision_encoder_decoder vs superpoint: distinct tasks and code paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths; similar cleanup, not duplicate." + "reason": "vision_encoder_decoder vs DPR: different model internals and no shared bug." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder vs SuperPoint are unrelated implementations." + "reason": "speech_encoder_decoder vs superpoint: unrelated model code, only same cleanup style." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and forward logic; not the same bug/change." + "reason": "speech_encoder_decoder vs rwkv: different output semantics and implementations." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Separate model-specific refactors; not one concrete PR." + "reason": "speech_encoder_decoder vs DPR: separate models and code paths." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated; shared refactor pattern is insufficient." + "reason": "superpoint vs rwkv: completely different model families; not mergeable into one PR." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths; not the same underlying change." + "reason": "superpoint vs DPR: distinct vision and retrieval models, no duplicate change." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate models; no single mergeable fix." + "reason": "rwkv vs DPR: different architectures and forward/output logic; same pattern, not same bug." } ] }, @@ -18723,7 +18696,7 @@ { "label": "pull_request", "component_index": 16, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18742,52 +18715,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "379b431497882f505caa509e54d6408b81cbd5ce2441305d2c43838eb19b40b6", + "prepared_review_unit_hash": "b0c185d48dd11b1ae1725e8324af073e6753d3f6291c66659faa62d90db46c89", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs all add separate new model integrations, but for different models and code paths, so they are not duplicates.", - "confidence": 0.98, - "canonical_issue_reason": "No issue items are present in this cluster.", - "canonical_pr_reason": "No canonical PR: PenguinVL, DeepSeek-OCR-2, and Voxtral TTS are distinct model additions, not the same change.", - "best_issue_reason": "No issue candidate to select as best issue.", - "best_pr_reason": "No single best PR for deduplication; each PR implements a different model integration.", + "summary": "All three PRs are separate model-addition workstreams (PenguinVL, DeepSeek-OCR-2, Voxtral TTS) with only boilerplate overlap in auto-registry/docs files; they are not duplicate fixes or mergeable into one change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate representative: these are distinct model integrations, not the same underlying change. If one must be picked as the most complete standalone example, 45075 is the strongest candidate because it has the broadest implementation surface and test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the best standalone representative of this cluster because it is a full model integration with explicit conversion, image processing, modeling, processing, and tests, making it the most complete example of the pattern.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "PenguinVL and Voxtral TTS are different model additions with different architectures and functionality; they do not fix the same underlying problem and would not be merged as one PR." + "reason": "Different models and different codepaths: PenguinVL versus Voxtral TTS. Shared files are only generic registration/docs plumbing, not the same bug or change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are separate model implementations; shared registration/docs boilerplate is not enough to treat them as the same change." + "reason": "Both are new model implementations, but for unrelated architectures and tasks. Overlap is limited to auto-mapping and repo plumbing, so they are not the same underlying change." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS add different models in different domains, so they are not the same code-path change or duplicate PR." + "reason": "DeepSeek-OCR-2 and Voxtral TTS target different modalities and model stacks. The common touched files are generic integration points, not evidence of a shared fix." } ] }, @@ -18801,7 +18774,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18817,12 +18790,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "65e585d2f265df15d64ab74be5f85bc21c34ef0ed34ede50226c82a7ad2b027f", + "prepared_review_unit_hash": "7780ee926025de96ca7ec0dccfa5b94f88117b2f5f02e9f40b8827ff4a926188", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4405, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18830,7 +18803,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4405, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -18839,18 +18812,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are related in the broad area of module/kernel fusion, but they are not the same change. PR #44979 adds a generic Module Fusion API and tests, while PR #45363 implements a specific n-to-1 kernel fusion workflow via KernelConfig across multiple integration/modeling files. The overlap is architectural, not a duplicate bug fix or mergeable single patch.", + "summary": "Two open PRs touch related fusion ideas, but they implement different layers of the stack: one introduces a generic Module Fusion API, while the other adds KernelConfig-based n-to-1 kernel fusion and integration hooks. They are conceptually adjacent, not the same change.", "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the more concrete end-user feature implementation: it wires fusion through KernelConfig, touches the actual integration/modeling path, and includes an example. #44979 is the underlying API scaffold, not the same deliverable.", + "canonical_pr_reason": "PR #45363 is the stronger representative of the cluster because it is the more concrete end-user feature: it wires KernelConfig through model loading, adds integration code, and includes an example. PR #44979 is a lower-level API foundation rather than the same deliverable.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the best representative PR for the cluster because it contains the practical fusion behavior and integration changes. #44979 is broader infrastructure, but it does not subsume the specific n-to-1 kernel fusion feature.", + "best_pr_reason": "PR #45363 is the best overall PR candidate here: it has the broader implementation surface and a more complete feature story, whereas PR #44979 is primarily an underlying API addition.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Do not treat as duplicates: #44979 introduces a generic module fusion API, whereas #45363 adds a specific KernelConfig-based n-to-1 kernel fusion implementation. They share a theme but not the same concrete code-path change." + "reason": "Reject: these are related fusion efforts, but not the same underlying bug/change. #44979 adds a generic Module Fusion API, while #45363 implements KernelConfig-driven kernel fusion and related integration changes; they could coexist as separate PRs." } ] }, @@ -18864,7 +18837,7 @@ { "label": "pull_request", "component_index": 18, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18880,7 +18853,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "24c7c535cdc03a35c40f44017f8591df820e088d770584d2ea6bbb47a11c8ad3", + "prepared_review_unit_hash": "7ed5ecddb000868f6911517b446c1f966b01329fae8000c42070b4bd26dd5aaa", "component_budget": { "node_count": 2, "item_count": 2, @@ -18902,18 +18875,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same Mistral regex patch AttributeError in the same code path; 45317 is the fuller version with tests, while 45086 is a smaller earlier variant.", + "summary": "Both PRs address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds tests.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "45317 is the better canonical PR because it targets the same fix as 45086 but adds test coverage and appears more complete.", + "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same bug as 45086 but is more complete, with added test coverage and clearer framing of the failure mode.", "best_issue_reason": null, - "best_pr_reason": "45317 is the strongest representative of the cluster: same bug fix, same file, same issue target, plus tests verifying the behavior.", + "best_pr_reason": "PR 45317 is the best representative of the cluster because it contains the same core fix plus tests, making it the most complete and merge-ready patch for the underlying bug.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in _patch_mistral_regex; same file and issue target, and the later PR extends the same change with tests rather than a different fix." + "reason": "Same concrete bug and same code-path fix in `tokenization_utils_tokenizers.py`; 45317 is effectively the superseding, test-backed version of 45086." } ] }, @@ -18927,7 +18900,7 @@ { "label": "pull_request", "component_index": 19, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18943,12 +18916,12 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "93db06790329c486fa5b959ba9141d15af12809135c950c560a918f329ed9929", + "prepared_review_unit_hash": "7f9e180335af1bc3f624e014f9f4d199dab983e2b55a66347d6071e9477b6b9c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -18956,7 +18929,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6066, + "serialized_chars": 6065, "estimated_input_tokens": 1517, "estimated_eval_tokens": 3290 }, @@ -18965,18 +18938,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch NemotronH internals, but they are different changes: one is a small conversion/mapping and inheritance refactor, the other is a broader architectural split into NemotronHDense/NemotronHSparse with docs and tests.", - "confidence": 0.89, + "summary": "Two related NemotronH pull requests, but they target different changes: one is a narrow inheritance/conversion-mapping refactor, the other is a broader model split/addition for NemotronH dense/sparse variants plus docs and tests. They share files because the later PR builds on the same model area, not because they fix the same concrete change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better canonical PR because it represents the larger, more complete NemotronH restructuring, including the new dense/sparse model split, auto-mapping updates, docs, and tests.", + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete change set for the NemotronH model family; PR #45115 is a narrower predecessor-style refactor focused on conversion/mapping and inheritance wiring.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative of the cluster since it is the more comprehensive user-facing/model-architecture change; PR 45115 is a narrower preparatory refactor focused on conversion mapping and inheritance wiring.", + "best_pr_reason": "PR #45569 is the best standalone PR in the cluster because it appears to implement the larger user-facing model refactor/addition, with model, auto-mapping, docs, and tests. PR #45115 is too specific and partial to serve as the main representative of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Reject: they share NemotronH-related files, but the concrete changes differ. 45115 is a focused conversion-mapping/refactor PR, while 45569 introduces the dense/sparse model split plus docs/tests. They are related work, not the same underlying change and would not plausibly be merged into one PR." + "reason": "Related area, but not the same underlying bug/change. #45115 focuses on NemotronH conversion mapping and GraniteMoeHybrid-style inheritance; #45569 adds/splits NemotronH dense and sparse variants with docs and tests. They could coexist, but they are not mergeable as one duplicate PR." } ] }, @@ -18990,7 +18963,7 @@ { "label": "pull_request", "component_index": 20, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19006,12 +18979,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "37732b33b8b5144327a3eccb2d00d78a67834b5a8cf0064fca19fbe7241a90df", + "prepared_review_unit_hash": "bde4f19e53c1b13b8d56776cd8f4d732119a177a1d475adb58c18a00f649b86f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -19019,7 +18992,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -19028,18 +19001,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two closely related but distinct PRs: one adds the heterogeneous per-layer config API, and the other builds model/cache support on top of it. They share infrastructure, but they are not the same concrete change.", - "confidence": 0.91, + "summary": "These are related heterogeneous-feature PRs, but they are not duplicates: one is a config-only foundation, the other adds broader model/runtime support on top. Keep them separate.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader umbrella change: it adds heterogeneous model support and also includes the config plumbing it depends on. PR #45333 is a narrower prerequisite subset focused on config serialization/representation.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it covers per-layer config handling plus cache/masking/modeling updates, so it best represents the full heterogeneous-support effort.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the strongest single representative of the cluster because it covers the larger end-to-end feature and incorporates the shared heterogeneity foundation used by #45333.", + "best_pr_reason": "PR #45332 is the best representative of the cluster because it spans the full feature area rather than only the config layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Do not treat these as duplicates: #45333 is config-layer support only, while #45332 adds broader model/cache integration and downstream behavior. They are related and sequenced, but not the same underlying code-path fix or mergeable into one PR without collapsing distinct scopes." + "reason": "Related feature work, but not the same concrete change. #45333 is config-only support, while #45332 extends into model/cache/masking behavior and is not plausibly merged as one PR with #45333 without collapsing distinct layers of the feature." } ] }, @@ -19053,7 +19026,7 @@ { "label": "pull_request", "component_index": 21, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19069,7 +19042,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "764bb3966caa37bafe982d589372f28f8e0b1ee7b003c6edbec50b83d8754ad3", + "prepared_review_unit_hash": "43e87f413ca077bc9294ef6342c9ab63ffe3fa90bac786d16eb5607a11fdccbc", "component_budget": { "node_count": 2, "item_count": 2, @@ -19091,18 +19064,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-related pull requests, but they make different changes: one is a broad repo-wide type-checking cleanup, the other adds specific typing protocols and related model-utils annotations. They should not be treated as duplicates.", + "summary": "These are related to typing work, but they are not the same underlying change: one is a broad type-checking sweep across many files, the other adds shared typing protocols and targeted fixes for a few modules.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused, code-path-specific typing change, adding shared typing protocols and model-utils-related annotations; PR 45415 is a much broader type-checking sweep across many files and a config tweak, so it is not the best representative of the cluster.", + "canonical_pr_reason": "PR 45425 is the more self-contained, concrete typing change; 45415 is a broad repository-wide type-checking sweep touching many unrelated files.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the better cluster representative because it introduces concrete typing infrastructure changes in core modules, whereas PR 45415 is mostly a wide annotation/checker cleanup touching many unrelated files.", + "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a specific typing-helper focus and a narrower code-path scope than the large multi-file cleanup in 45415.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "They overlap on typing/theme and share a few filenames, but the underlying changes are different: 45415 is a broad mypy/type-ignore cleanup across many files, while 45425 adds specific typing protocols and model-utils support. Not the same concrete fix/change." + "reason": "Reject: both are typing-related and share a few files, but 45415 is a broad type-checking/config sweep while 45425 adds specific typing protocols and targeted fixes. They do not look like the same concrete change and would not plausibly merge into one PR." } ] }, @@ -19116,7 +19089,7 @@ { "label": "pull_request", "component_index": 22, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19141,12 +19114,12 @@ "pull_request:45858|pull_request:45926", "pull_request:45890|pull_request:45926" ], - "prepared_review_unit_hash": "f544d3c5395f37af9059cac4274a03ea3c9a0f0cf8fb4405a565e24bf3797892", + "prepared_review_unit_hash": "06663770a99d921cb27def0732bb7d3b68ecde392e0c8be15abf1e6feee651a3", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14717, + "serialized_chars": 14719, "estimated_input_tokens": 3680, "estimated_eval_tokens": 7616 }, @@ -19154,7 +19127,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 6, - "serialized_chars": 14717, + "serialized_chars": 14719, "estimated_input_tokens": 3680, "estimated_eval_tokens": 7616 }, @@ -19163,48 +19136,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster mixes several unrelated PRs: two real model-parallel code fixes and three separate XPU test-expectation updates. None of the soft edges should be merged as duplicates.", - "confidence": 0.93, + "summary": "The cluster is heterogeneous: one group contains real model-parallel code fixes across different models, while another group is just XPU test expectation updates for unrelated models. These are not duplicates of a single underlying bug/change.", + "confidence": 0.48, "canonical_issue_reason": null, - "canonical_pr_reason": "No single PR is a true duplicate of the others, but #45487 is the best representative of the cluster\u2019s substantive bug-fix side because it changes model code to fix device placement in AltCLIP/ChineseCLIP rather than only updating tests.", + "canonical_pr_reason": "PR 45487 is the broadest concrete model-parallel fix in the set, with an actual code-path change in multiple model implementations rather than just test data. It is the most representative of the cluster\u2019s main technical theme, even though the cluster is not a true duplicate set.", "best_issue_reason": null, - "best_pr_reason": "#45487 is the strongest canonical PR candidate overall: it addresses an actual code-path bug in model parallel execution and spans the most directly related affected models, while the others are either different model families or test-only expectation updates.", + "best_pr_reason": "PR 45487 is the best single representative because it fixes a real device-placement bug in model code across several related text/vision models. The other PRs are either model-specific fixes in different code paths or test-only expectation updates, so they are weaker as a canonical representative.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45843", "accept": false, - "reason": "Both mention model parallel, but they fix different models and different code paths (AltCLIP/ChineseCLIP vs Deimv2). Not the same underlying bug." + "reason": "Both are model-parallel-related, but they fix different bugs in different model families and different code paths. Too broad to treat as the same underlying change." }, { "left": "pull_request:45487", "right": "pull_request:45926", "accept": false, - "reason": "#45487 is a source-code device placement fix; #45926 only adds XPU test expectations for HyperCLOVA X. Different models and different change types." + "reason": "45487 is a core model-code fix; 45926 is a test expectation update for a different model. They are not the same bug or change." }, { "left": "pull_request:45817", "right": "pull_request:45843", "accept": false, - "reason": "Both are model-parallel fixes, but for different architectures and distinct implementation issues. They would not plausibly be merged into one PR." + "reason": "Gemma4 device handling and Deimv2 internals are unrelated fixes. Same broad theme, but not the same underlying problem." }, { "left": "pull_request:45858", "right": "pull_request:45890", "accept": false, - "reason": "These are separate test-only XPU expectation updates for different models, not the same bug or change." + "reason": "Both only add XPU expectations, but for different models and different tests. They are not mergeable as one concrete fix." }, { "left": "pull_request:45858", "right": "pull_request:45926", "accept": false, - "reason": "Different model test expectation additions for different architectures; similarity is only at the broad CI/test level." + "reason": "These are separate test-only expectation updates for different model suites, not the same underlying issue." }, { "left": "pull_request:45890", "right": "pull_request:45926", "accept": false, - "reason": "Separate model-specific XPU expectation updates; no shared concrete code-path problem." + "reason": "Different model test expectation updates with no shared bug beyond general XPU coverage." } ] }, @@ -19218,7 +19191,7 @@ { "label": "pull_request", "component_index": 23, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19234,7 +19207,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "c192077cd647c9d391cad276140a94397734170337ad7d3c84919bc5856bce08", + "prepared_review_unit_hash": "9668efd69448fcc694ec968b6cee72a003038427a56e5e18a16fd5ba3865a2d0", "component_budget": { "node_count": 2, "item_count": 2, @@ -19256,18 +19229,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about expert-parallel (EP) loading in Transformers, but they address different failure modes and distributed backends: one is focused on accelerate + DeepSpeed ZeRO-3/config serialization, the other on FSDP2 rank-0 broadcast overwriting expert tensors. They are related but not the same underlying change.", - "confidence": 0.89, + "summary": "These are two separate PRs in the same expert-parallel/loading area, but they address different failure modes: one fixes EP + DeepSpeed ZeRO-3 loading metadata/serialization, the other fixes EP + FSDP2 parameter overwrites during sharded loading. They should not be treated as duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the better canonical representative for the cluster because it targets the core loading path and fixes a concrete EP corruption bug for distributed tensor handling; #45548 is narrower and tied to accelerate/ZeRO-3 config serialization.", + "canonical_pr_reason": "PR #45662 is the stronger canonical PR for the cluster because it targets a concrete, well-scoped loading corruption bug in the EP/FSDP2 path and includes the most substantial code-path fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the strongest standalone candidate: it fixes a specific, reproducible code-path problem in model loading and has the broader technical scope among the two. #45548 is more specialized and does not cover the same failure mode.", + "best_pr_reason": "PR #45662 is the best representative artifact: it fixes a specific, reproducible EP loading overwrite bug in core model loading rather than a more indirect configuration/serialization issue.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Related EP-loading area, but different bugs and backends: #45548 removes distributed_config from serialization and adds has_ep for accelerate/ZeRO-3, while #45662 prevents expert parameters from being overwritten after sharding in FSDP2. They would not naturally merge into one PR." + "reason": "Both concern expert parallelism, but they fix different code-path problems: #45548 is about preserving distributed_config and enabling EP during ZeRO-3 loading, while #45662 fixes rank-0 broadcast overwriting experts during FSDP2/sharded loading. Not the same underlying bug." } ] }, @@ -19281,7 +19254,7 @@ { "label": "pull_request", "component_index": 24, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19297,12 +19270,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "187a07454dfada8b44baf625e90d9b61819d8c1a2070073e97efa646878254e7", + "prepared_review_unit_hash": "39ca8634070932d0bd287cf1b5b2f131a48a23116f243da26c335d43b789accb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -19310,7 +19283,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -19319,18 +19292,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same xdist-related captured_info logging problem; #45645 is the broader superset and likely the better canonical PR.", - "confidence": 0.81, + "summary": "These two PRs address the same xdist collision problem for `captured_info` debug logs; PR 45645 appears to subsume PR 45639 by including the shared `testing_utils.py` fix plus the downstream CI log handling changes.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "#45645 covers the full end-to-end fix for xdist-safe captured_info artifacts, including the testing utility change plus CI log consumption updates, so it is the more complete canonical PR.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe `captured_info` fix from 45639 and also updates CI/workflow consumers to handle the new multi-file output.", "best_issue_reason": null, - "best_pr_reason": "#45645 is the best representative because it subsumes the core fix in #45639 and adds the related CI handling needed to preserve and read all captured_info files.", + "best_pr_reason": "PR 45645 is the most complete representation of the underlying change: it fixes the collision source and updates the log collection path that consumes those files.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Same underlying bug: xdist collisions in captured_info handling for patched testing debug logs. #45645 includes the same testing_utils/test changes and extends them with workflow-side log aggregation, so these look like one coherent fix that could plausibly be merged together." + "reason": "Both PRs target the same concrete bug: xdist collisions for `captured_info` artifacts. 45645 includes the same `testing_utils.py` change and extends it with workflow updates, so they look like the same fix family rather than separate changes." } ] }, @@ -19344,7 +19317,7 @@ { "label": "pull_request", "component_index": 25, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19407,7 +19380,7 @@ { "label": "pull_request", "component_index": 26, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19473,7 +19446,7 @@ { "label": "pull_request", "component_index": 27, - "component_count": 27, + "component_count": 28, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19489,12 +19462,12 @@ "soft_pairs": [ "pull_request:45851|pull_request:45947" ], - "prepared_review_unit_hash": "0836afdc4169fa50f00f9ad52c4c9bc6611b7530d4d254c1bb2dcbdcb4bf1e37", + "prepared_review_unit_hash": "11ca43dd19fd243aa4f83ae45f926dd02bfedc26e36a72e96f222b41ed92fc38", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4106, + "serialized_chars": 4105, "estimated_input_tokens": 1027, "estimated_eval_tokens": 2310 }, @@ -19502,7 +19475,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4106, + "serialized_chars": 4105, "estimated_input_tokens": 1027, "estimated_eval_tokens": 2310 }, @@ -19511,18 +19484,81 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate docs-only pull requests in the chat templating area, but they address different topics: template file/storage docs vs. reasoning-field prefill behavior.", - "confidence": 0.93, + "summary": "Two open docs PRs in the same chat-templating area, but they fix different topics: one documents storing/loading template files, the other documents prefill behavior for reasoning fields. Not a duplicate pair.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR duplicate here; the patches are about different chat templating documentation changes rather than the same fix.", + "canonical_pr_reason": "If a representative PR is needed, 45851 is the better anchor because it has an explicit issue target (#45205) and a fuller, self-contained chat-template docs update; 45947 is a separate docs addition about reasoning-field prefill.", "best_issue_reason": null, - "best_pr_reason": "PR 45851 is the better representative because it has an explicit issue target and a broader, more central documentation update.", + "best_pr_reason": "45851 is the stronger representative for the cluster because it is tied to an explicit issue and covers a more concrete documentation change, while 45947 covers a distinct prefill feature note.", "soft_edge_verdicts": [ { "left": "pull_request:45851", "right": "pull_request:45947", "accept": false, - "reason": "Different changes and different user-facing concerns: one documents chat template storage/writing, the other documents prefill behavior for reasoning fields. They share a subsystem but not the same underlying change." + "reason": "Different underlying doc changes: 45851 explains on-disk chat template storage/loading, while 45947 explains prefilling reasoning fields during chat templating. Same subsystem, but not the same change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 28, + "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-45975-2", + "nodes": [ + "pull_request:45975", + "pull_request:45977" + ], + "soft_pairs": [ + "pull_request:45975|pull_request:45977" + ], + "prepared_review_unit_hash": "7571a246f857eefe52a1913484e927719bcbf3c0dea1226dab34d9f6b2299092", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4523, + "estimated_input_tokens": 1131, + "estimated_eval_tokens": 2518 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4523, + "estimated_input_tokens": 1131, + "estimated_eval_tokens": 2518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about GGUF/Apple Silicon/Metal acceleration, but they implement different changes: one adds an optional kernels-community fast path and CLI plumbing, while the other introduces a new GgufLinear inference-time matmul path with quantizer/model integration and tests. They are related, but not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45977 is the more representative PR for the cluster because it is the core inference-time GGUF matmul implementation with new module and tests; pull_request:45975 is a narrower optional fast-path/plumbing change.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45977 is the strongest standalone representative of the underlying GGUF-on-Apple-Silicon work: it introduces the main code path and validation, rather than only exposing an optional backend choice.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45975", + "right": "pull_request:45977", + "accept": false, + "reason": "Both target GGUF/Metal acceleration on Apple Silicon, but 45975 adds an optional kernels-community dequant fast path and CLI/model-manager plumbing, while 45977 adds a new GgufLinear implementation and quantizer integration. Different concrete code paths, so not duplicates." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 924f2dc1427b54b9e1cc7a2bdc31c2a4665de998..df083910697c39460f1f2e3adeebbdca8ff32446 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260514t060044z", + "analysis_id": "hybrid-model-20260514t120030z", "archived_artifacts": { - "hybrid": "snapshots/20260514T060044Z/analysis-runs/hybrid-model-20260514t060044z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260514T060044Z/analysis-runs/hybrid-model-20260514t060044z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-14T06:06:24Z", + "published_at": "2026-05-14T12:05:50Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260514T060044Z", + "snapshot_id": "20260514T120030Z", "variant": "hybrid" } diff --git a/snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/analysis-report-hybrid.json b/snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..fa406e2727f503a4aeccd97bbb6fbba0be32dfd3 --- /dev/null +++ b/snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/analysis-report-hybrid.json @@ -0,0 +1,2205 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260514T120030Z", + "generated_at": "2026-05-14T12:05:48Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": [ + 43979 + ], + "pr_numbers": [ + 43996, + 44007, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43996, + "right_pr_number": 44007, + "code_similarity": 0.179, + "size_similarity": 0.576, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.429, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44013, + "code_similarity": 0.122, + "size_similarity": 0.318, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.392, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44044, + "code_similarity": 0.245, + "size_similarity": 0.864, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.479, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44066, + "code_similarity": 0.225, + "size_similarity": 0.818, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.408, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44072, + "code_similarity": 0.14, + "size_similarity": 0.303, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.528, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44085, + "code_similarity": 0.216, + "size_similarity": 0.783, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44129, + "code_similarity": 0.163, + "size_similarity": 0.643, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.229, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44154, + "code_similarity": 0.153, + "size_similarity": 0.535, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.31, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 43996, + "right_pr_number": 44722, + "code_similarity": 0.225, + "size_similarity": 0.848, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.368, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44013, + "code_similarity": 0.19, + "size_similarity": 0.553, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.531, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44044, + "code_similarity": 0.186, + "size_similarity": 0.667, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.354, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44066, + "code_similarity": 0.188, + "size_similarity": 0.704, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.315, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44072, + "code_similarity": 0.212, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.708, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44085, + "code_similarity": 0.195, + "size_similarity": 0.735, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.318, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44129, + "code_similarity": 0.103, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.191, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44154, + "code_similarity": 0.238, + "size_similarity": 0.93, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.344, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44007, + "right_pr_number": 44722, + "code_similarity": 0.178, + "size_similarity": 0.679, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.28, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44044, + "code_similarity": 0.126, + "size_similarity": 0.368, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.351, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44066, + "code_similarity": 0.127, + "size_similarity": 0.389, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.325, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44072, + "code_similarity": 0.29, + "size_similarity": 0.952, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.667, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44085, + "code_similarity": 0.131, + "size_similarity": 0.406, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.329, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44129, + "code_similarity": 0.07, + "size_similarity": 0.205, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.192, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44154, + "code_similarity": 0.177, + "size_similarity": 0.594, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.389, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44013, + "right_pr_number": 44722, + "code_similarity": 0.118, + "size_similarity": 0.375, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.287, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44066, + "code_similarity": 0.25, + "size_similarity": 0.947, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.404, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44072, + "code_similarity": 0.136, + "size_similarity": 0.351, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.442, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44085, + "code_similarity": 0.24, + "size_similarity": 0.906, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.394, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44129, + "code_similarity": 0.147, + "size_similarity": 0.555, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.243, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44154, + "code_similarity": 0.17, + "size_similarity": 0.62, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.306, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44044, + "right_pr_number": 44722, + "code_similarity": 0.257, + "size_similarity": 0.982, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.402, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44072, + "code_similarity": 0.133, + "size_similarity": 0.37, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.393, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44085, + "code_similarity": 0.763, + "size_similarity": 0.957, + "file_overlap": 0.5, + "area_overlap": 0.825, + "patch_similarity": 0.887, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ] + } + ] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44129, + "code_similarity": 0.145, + "size_similarity": 0.526, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.263, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44154, + "code_similarity": 0.174, + "size_similarity": 0.654, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.286, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44066, + "right_pr_number": 44722, + "code_similarity": 0.907, + "size_similarity": 0.964, + "file_overlap": 1.0, + "area_overlap": 0.808, + "patch_similarity": 0.874, + "shared_filenames": [ + "src/transformers/models/codegen/modeling_codegen.py", + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/codegen/modeling_codegen.py", + "left_ranges": [ + [ + 245, + 266 + ] + ], + "right_ranges": [ + [ + 228, + 234 + ] + ] + }, + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 41 + ], + [ + 174, + 181 + ], + [ + 250, + 257 + ], + [ + 398, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 466 + ], + [ + 471, + 488 + ], + [ + 518, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 606 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44085, + "code_similarity": 0.137, + "size_similarity": 0.387, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.398, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44129, + "code_similarity": 0.074, + "size_similarity": 0.195, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.231, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44154, + "code_similarity": 0.175, + "size_similarity": 0.566, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.414, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44072, + "right_pr_number": 44722, + "code_similarity": 0.124, + "size_similarity": 0.357, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.347, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44129, + "code_similarity": 0.141, + "size_similarity": 0.503, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.272, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44154, + "code_similarity": 0.18, + "size_similarity": 0.684, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.289, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44085, + "right_pr_number": 44722, + "code_similarity": 0.728, + "size_similarity": 0.923, + "file_overlap": 0.5, + "area_overlap": 0.791, + "patch_similarity": 0.78, + "shared_filenames": [ + "src/transformers/models/gptj/modeling_gptj.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gptj/modeling_gptj.py", + "left_ranges": [ + [ + 33, + 40 + ], + [ + 173, + 180 + ], + [ + 249, + 256 + ], + [ + 397, + 405 + ], + [ + 408, + 419 + ], + [ + 425, + 434 + ], + [ + 459, + 465 + ], + [ + 470, + 489 + ], + [ + 517, + 539 + ], + [ + 553, + 559 + ], + [ + 565, + 574 + ], + [ + 579, + 597 + ], + [ + 600, + 611 + ], + [ + 633, + 639 + ], + [ + 645, + 652 + ], + [ + 657, + 673 + ], + [ + 716, + 728 + ], + [ + 737, + 743 + ], + [ + 748, + 771 + ], + [ + 789, + 794 + ] + ], + "right_ranges": [ + [ + 33, + 42 + ], + [ + 175, + 182 + ], + [ + 251, + 258 + ], + [ + 399, + 420 + ], + [ + 426, + 435 + ], + [ + 460, + 467 + ], + [ + 472, + 489 + ], + [ + 519, + 540 + ], + [ + 554, + 560 + ], + [ + 566, + 575 + ], + [ + 580, + 598 + ], + [ + 601, + 612 + ], + [ + 634, + 640 + ], + [ + 646, + 653 + ], + [ + 658, + 663 + ], + [ + 666, + 674 + ], + [ + 717, + 722 + ], + [ + 738, + 744 + ], + [ + 749, + 772 + ], + [ + 790, + 795 + ] + ] + } + ] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44154, + "code_similarity": 0.099, + "size_similarity": 0.344, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.199, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44129, + "right_pr_number": 44722, + "code_similarity": 0.146, + "size_similarity": 0.545, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.247, + "shared_filenames": [], + "shared_file_areas": [] + }, + { + "left_pr_number": 44154, + "right_pr_number": 44722, + "code_similarity": 0.164, + "size_similarity": 0.631, + "file_overlap": 0.0, + "area_overlap": 0.0, + "patch_similarity": 0.255, + "shared_filenames": [], + "shared_file_areas": [] + } + ] + }, + { + "cluster_id": "cluster-41211-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41211, + "canonical_pr_number": 44339, + "issue_numbers": [ + 41211 + ], + "pr_numbers": [ + 41356, + 44339 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41356, + "right_pr_number": 44339, + "code_similarity": 0.155, + "size_similarity": 0.094, + "file_overlap": 0.273, + "area_overlap": 0.078, + "patch_similarity": 0.183, + "shared_filenames": [ + "docs/source/en/model_doc/deimv2.md", + "src/transformers/models/deimv2/__init__.py", + "src/transformers/models/deimv2/configuration_deimv2.py", + "src/transformers/models/deimv2/modeling_deimv2.py", + "tests/models/deimv2/__init__.py", + "tests/models/deimv2/test_modeling_deimv2.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/model_doc/deimv2.md", + "left_ranges": [ + [ + 1, + 132 + ] + ], + "right_ranges": [ + [ + 1, + 65 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/__init__.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/deimv2/configuration_deimv2.py", + "left_ranges": [ + [ + 1, + 74 + ] + ], + "right_ranges": [ + [ + 1, + 266 + ] + ] + }, + { + "filename": "tests/models/deimv2/test_modeling_deimv2.py", + "left_ranges": [ + [ + 1, + 15 + ] + ], + "right_ranges": [ + [ + 1, + 1734 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43656-4", + "summary": "Cluster of 1 issues and 3 PRs centered on issue #43824.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 43824, + "canonical_pr_number": 43656, + "issue_numbers": [ + 43824 + ], + "pr_numbers": [ + 43656, + 43836, + 43842 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 43656, + "right_pr_number": 43836, + "code_similarity": 0.36, + "size_similarity": 0.176, + "file_overlap": 1.0, + "area_overlap": 0.051, + "patch_similarity": 0.048, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ] + } + ] + }, + { + "left_pr_number": 43656, + "right_pr_number": 43842, + "code_similarity": 0.405, + "size_similarity": 0.5, + "file_overlap": 1.0, + "area_overlap": 0.0, + "patch_similarity": 0.036, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 30, + 36 + ], + [ + 315, + 323 + ], + [ + 665, + 671 + ], + [ + 931, + 937 + ], + [ + 1843, + 1849 + ], + [ + 1868, + 1874 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + }, + { + "left_pr_number": 43836, + "right_pr_number": 43842, + "code_similarity": 0.332, + "size_similarity": 0.088, + "file_overlap": 1.0, + "area_overlap": 0.033, + "patch_similarity": 0.017, + "shared_filenames": [ + "src/transformers/cli/serve.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/cli/serve.py", + "left_ranges": [ + [ + 11, + 18 + ], + [ + 359, + 429 + ], + [ + 584, + 590 + ], + [ + 1892, + 1910 + ], + [ + 1917, + 1923 + ] + ], + "right_ranges": [ + [ + 54, + 61 + ], + [ + 587, + 593 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43240-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43240, + "canonical_pr_number": 43251, + "issue_numbers": [ + 43240 + ], + "pr_numbers": [ + 43251, + 43254 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43251, + "right_pr_number": 43254, + "code_similarity": 0.794, + "size_similarity": 0.64, + "file_overlap": 1.0, + "area_overlap": 0.667, + "patch_similarity": 0.882, + "shared_filenames": [ + "src/transformers/loss/loss_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/loss/loss_utils.py", + "left_ranges": [ + [ + 30, + 50 + ] + ], + "right_ranges": [ + [ + 30, + 43 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-41115-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #41115.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 41115, + "canonical_pr_number": 45613, + "issue_numbers": [ + 41115 + ], + "pr_numbers": [ + 41116, + 45613 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 41116, + "right_pr_number": 45613, + "code_similarity": 0.805, + "size_similarity": 0.885, + "file_overlap": 0.75, + "area_overlap": 0.854, + "patch_similarity": 0.693, + "shared_filenames": [ + "docs/source/en/_toctree.yml", + "docs/source/en/model_doc/minicpm3.md", + "src/transformers/models/auto/modeling_auto.py", + "src/transformers/models/minicpm3/__init__.py", + "src/transformers/models/minicpm3/configuration_minicpm3.py", + "src/transformers/models/minicpm3/modeling_minicpm3.py", + "src/transformers/models/minicpm3/modular_minicpm3.py", + "tests/models/minicpm3/__init__.py", + "tests/models/minicpm3/test_modeling_minicpm3.py" + ], + "shared_file_areas": [ + { + "filename": "docs/source/en/_toctree.yml", + "left_ranges": [ + [ + 713, + 720 + ] + ], + "right_ranges": [ + [ + 713, + 720 + ] + ] + }, + { + "filename": "docs/source/en/model_doc/minicpm3.md", + "left_ranges": [ + [ + 1, + 67 + ] + ], + "right_ranges": [ + [ + 1, + 45 + ] + ] + }, + { + "filename": "src/transformers/models/auto/modeling_auto.py", + "left_ranges": [ + [ + 285, + 291 + ], + [ + 700, + 706 + ], + [ + 1298, + 1304 + ] + ], + "right_ranges": [ + [ + 699, + 705 + ], + [ + 1301, + 1307 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/__init__.py", + "left_ranges": [ + [ + 1, + 29 + ] + ], + "right_ranges": [ + [ + 1, + 29 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/configuration_minicpm3.py", + "left_ranges": [ + [ + 1, + 141 + ] + ], + "right_ranges": [ + [ + 1, + 126 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 544 + ] + ], + "right_ranges": [ + [ + 1, + 522 + ] + ] + }, + { + "filename": "src/transformers/models/minicpm3/modular_minicpm3.py", + "left_ranges": [ + [ + 1, + 444 + ] + ], + "right_ranges": [ + [ + 1, + 342 + ] + ] + }, + { + "filename": "tests/models/minicpm3/test_modeling_minicpm3.py", + "left_ranges": [ + [ + 1, + 109 + ] + ], + "right_ranges": [ + [ + 1, + 136 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45647-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45647.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 45647, + "canonical_pr_number": 45738, + "issue_numbers": [ + 45647 + ], + "pr_numbers": [ + 45737, + 45738 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 45737, + "right_pr_number": 45738, + "code_similarity": 0.526, + "size_similarity": 0.11, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.024, + "shared_filenames": [ + "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/musicgen_melody/modeling_musicgen_melody.py", + "left_ranges": [ + [ + 491, + 497 + ] + ], + "right_ranges": [ + [ + 491, + 497 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45081-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-45561-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45561.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45561, + "canonical_pr_number": 45645, + "issue_numbers": [ + 45561 + ], + "pr_numbers": [ + 45639, + 45645 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45639, + "right_pr_number": 45645, + "code_similarity": 0.532, + "size_similarity": 0.619, + "file_overlap": 0.5, + "area_overlap": 0.543, + "patch_similarity": 0.451, + "shared_filenames": [ + "src/transformers/testing_utils.py", + "tests/utils/test_testing_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/testing_utils.py", + "left_ranges": [ + [ + 3529, + 3536 + ], + [ + 3753, + 3787 + ] + ], + "right_ranges": [ + [ + 3525, + 3558 + ], + [ + 3782, + 3788 + ] + ] + }, + { + "filename": "tests/utils/test_testing_utils.py", + "left_ranges": [ + [ + 1, + 86 + ] + ], + "right_ranges": [ + [ + 1, + 114 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-43698-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 43698, + "canonical_pr_number": 43779, + "issue_numbers": [ + 43698 + ], + "pr_numbers": [ + 43779, + 43816 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 43779, + "right_pr_number": 43816, + "code_similarity": 0.418, + "size_similarity": 0.538, + "file_overlap": 1.0, + "area_overlap": 0.02, + "patch_similarity": 0.02, + "shared_filenames": [ + "src/transformers/integrations/integration_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/integrations/integration_utils.py", + "left_ranges": [ + [ + 2227, + 2241 + ], + [ + 2303, + 2309 + ] + ], + "right_ranges": [ + [ + 2278, + 2291 + ], + [ + 2309, + 2322 + ] + ] + } + ] + } + ] + }, + { + "cluster_id": "cluster-44018-2", + "summary": "Cluster of 2 related pull requests linked by soft_similarity.", + "status": "open", + "confidence": 0.5, + "canonical_issue_number": null, + "canonical_pr_number": 44068, + "issue_numbers": [], + "pr_numbers": [ + 44018, + 44068 + ], + "evidence_types": [ + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 44018, + "right_pr_number": 44068, + "code_similarity": 0.766, + "size_similarity": 0.939, + "file_overlap": 1.0, + "area_overlap": 0.425, + "patch_similarity": 0.866, + "shared_filenames": [ + "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "tests/models/gpt_neo/test_modeling_gpt_neo.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/gpt_neo/modeling_gpt_neo.py", + "left_ranges": [ + [ + 26, + 46 + ], + [ + 138, + 143 + ], + [ + 182, + 187 + ], + [ + 283, + 295 + ], + [ + 327, + 341 + ], + [ + 348, + 354 + ], + [ + 360, + 369 + ], + [ + 399, + 406 + ], + [ + 411, + 419 + ], + [ + 428, + 433 + ], + [ + 472, + 492 + ], + [ + 507, + 513 + ], + [ + 519, + 528 + ], + [ + 541, + 559 + ], + [ + 562, + 567 + ], + [ + 595, + 601 + ], + [ + 607, + 614 + ], + [ + 627, + 643 + ], + [ + 685, + 690 + ], + [ + 708, + 714 + ], + [ + 720, + 727 + ], + [ + 740, + 757 + ], + [ + 761, + 766 + ], + [ + 780, + 786 + ], + [ + 791, + 798 + ], + [ + 807, + 822 + ], + [ + 840, + 845 + ] + ], + "right_ranges": [ + [ + 26, + 31 + ], + [ + 34, + 44 + ], + [ + 136, + 141 + ], + [ + 180, + 185 + ], + [ + 281, + 293 + ], + [ + 325, + 339 + ], + [ + 346, + 352 + ], + [ + 358, + 367 + ], + [ + 397, + 404 + ], + [ + 409, + 417 + ], + [ + 426, + 434 + ], + [ + 463, + 483 + ], + [ + 498, + 504 + ], + [ + 510, + 519 + ], + [ + 532, + 550 + ], + [ + 553, + 564 + ], + [ + 586, + 592 + ], + [ + 598, + 605 + ], + [ + 618, + 634 + ], + [ + 676, + 688 + ], + [ + 699, + 705 + ], + [ + 711, + 718 + ], + [ + 731, + 748 + ], + [ + 752, + 762 + ], + [ + 771, + 777 + ], + [ + 782, + 789 + ], + [ + 798, + 813 + ], + [ + 831, + 836 + ] + ] + }, + { + "filename": "tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "cluster_id": "cluster-41211-3", + "canonical_pr_number": 44339, + "duplicate_pr_numbers": [ + 41356 + ], + "target_issue_number": 41211, + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." + }, + { + "cluster_id": "cluster-43240-3", + "canonical_pr_number": 43251, + "duplicate_pr_numbers": [ + 43254 + ], + "target_issue_number": 43240, + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43656-4", + "canonical_pr_number": 43656, + "duplicate_pr_numbers": [ + 43836, + 43842 + ], + "target_issue_number": 43824, + "reason": "PRs in cluster-43656-4 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-43698-3", + "canonical_pr_number": 43779, + "duplicate_pr_numbers": [ + 43816 + ], + "target_issue_number": 43698, + "reason": "PRs in cluster-43698-3 are treated as duplicates because they converge on issue #43698 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-43979-11", + "canonical_pr_number": 44007, + "duplicate_pr_numbers": [ + 43996, + 44013, + 44044, + 44066, + 44072, + 44085, + 44129, + 44154, + 44722 + ], + "target_issue_number": 43979, + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." + }, + { + "cluster_id": "cluster-44018-2", + "canonical_pr_number": 44068, + "duplicate_pr_numbers": [ + 44018 + ], + "target_issue_number": null, + "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." + }, + { + "cluster_id": "cluster-45081-3", + "canonical_pr_number": 45317, + "duplicate_pr_numbers": [ + 45086 + ], + "target_issue_number": 45081, + "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #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/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..30ab5829566c1089b6aa1a028c91b18f0bec6d7f --- /dev/null +++ b/snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,19573 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260514T120030Z", + "generated_at": "2026-05-14T12:05:48Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "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:43425", + "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:45081", + "issue:45161", + "issue:45237", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:45874", + "issue:45901", + "issue:45902", + "issue:45920" + ], + "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:45859|issue:45902", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:43901|issue:44512", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43792|issue:45901" + ], + "prepared_review_unit_hash": "5747e5de9511719b20416b016737f7617fe083e27ba28339f54a397a07ed9949", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 62, + "serialized_chars": 46372, + "estimated_input_tokens": 11593, + "estimated_eval_tokens": 23442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster with a few true duplicate subclusters: ZeRO-3/BertModel index errors, tokenizer regressions for Granite/related models, and a couple of closely related Qwen3.5-MoE/device-handling reports. Most other pairs are only broad-similarity matches and should stay separate.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45920 is the broadest open tokenizer-regression report, covering multiple affected model families and subsuming the narrower Granite-only mis-tokenization report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best cluster anchor because it is open, broad, and describes the underlying v5 AutoTokenizer regression across several model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: Qwen3.5 config attribute lookup vs streaming chat/completions inference." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated model/runtime paths: AMD GPU load failure vs MPS histogram int limitation." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Both are model/device issues, but the actual bugs differ: image preprocessor dtype mismatch vs AMD GPU runtime failure." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Autocast dtype mismatch and AMD GPU failure are not the same underlying bug." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and code paths; no concrete shared bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Qwen NVFP4 runtime error is unrelated to the AMD GPU loading problem." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch and ONNX export failure are separate issues." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Both are model-specific failures, but not the same code-path problem." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ONNX export and auto device-mapping cuda assert are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but they refer to different removed docs topics and are not the same concrete issue." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ModernBERT ONNX export and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Shape-mismatch index error vs Gemma4 PLE device mismatch are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both produce index-related errors, but one is ZeRO-3/Bert initialization and the other is a mask-shape mismatch." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different index errors with different failure modes; not clearly the same root cause." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape IndexError and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "These are different training failures in different stacks; no shared concrete bug." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset and ModernBERT ONNX export have no overlap beyond being model issues." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Different DeepSpeed symptoms and different model setup; not the same bug." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/BertModel out-of-bounds initialization bug, with only pretraining/setup differences." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and GPT-OSS TP behavior are separate problems." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization and LoRA save/load mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime failure is not the same as the LoRA merge/save regression." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different distributed-training errors: activation checkpointing/FSDP tensor recompute vs mask-shape mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both involve DeepSpeed, but the runtime errors and code paths differ." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": true, + "reason": "Same Qwen3_5MoeTextRotaryEmbedding device/materialization bug; CPU-offload and meta->to_empty(cuda) look like two manifestations of one fix." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3/Bert initialization error is unrelated to GPT-OSS tensor-parallel issues." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP recompute mismatch and custom trainer signature breakage are not duplicates." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral dtype mismatch and GraniteMoE invalid method are different model-specific bugs." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config attribute error and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch and expensive reverse embedding lookup are different issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch version compatibility and Qwen NVFP4 runtime failure are not the same underlying change." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS TP behavior do not share a concrete root cause." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 SFT embedding unpacking and GPT-OSS TP failure are separate problems." + }, + { + "left": "issue:45507", + "right": "issue:45685", + "accept": false, + "reason": "Invalid method call in GraniteMoEHybrid vs MPS histogram int limitation are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and error mechanisms; no duplicate evidence." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "Qwen NVFP4 runtime error and Qwen3.5 SFT embedding issue are distinct." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and SFT embedding unpacking are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are DeepSpeed ZeRO-3 load errors, but the affected model and exact failure differ." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 doc regressions, but one is about removed pipeline tasks and the other about the removed run command." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral dtype mismatch and Qwen3-vl StopIteration are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS histogram int error." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl-embedding and MPS histogram int are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy use and autocast dtype mismatch are separate bugs." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP checkpointing mismatch and GenerationMixin import failure are separate issues." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and mask-shape IndexError do not share a root cause." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs removals: return_all_scores vs the removed run command." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3-related, but the Gemma3 zero-size index error is not the same as the BertModel load failure." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 config attribute issue and Qwen3 auto device-mapping cuda assert are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS on AMD GPUs and table-question-answering crash are different failures." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Voxtral processor failure and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy use and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same tokenizer regression family: the broader multi-model report subsumes the Granite-only mis-tokenization bug." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint loading are different problems." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 test loading failure and Ovis2 checkpoint corruption are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Mask/tensor shape mismatch and ZeRO-3/Bert out-of-bounds are different index errors." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is well grounded in the packet and stays conservative. The chosen anchor issue:45920 is appropriately the broadest open tokenizer-regression report, and the accepted soft edges are limited to clearly related subclusters (the two ZeRO-3/BertModel index issues, the two Qwen3_5MoeTextRotaryEmbedding device/materialization issues, and the Granite tokenizer regression subsumed by the broader v5 AutoTokenizer report). The rest are correctly kept separate as only broad-similarity matches." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:44292|issue:45901", + "issue:43404|issue:43866", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:41093|issue:41762", + "issue:45800|issue:45823", + "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:43531|issue:45070", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43716|issue:44918", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005" + ], + "prepared_review_unit_hash": "58bcb3482a849cba68ac270f6c09d4875e4c8c24d3438ab773479384c83fa1af", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37921, + "estimated_input_tokens": 9481, + "estimated_eval_tokens": 19218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers issues are mixed together here; the soft links are generally just broad overlaps in model family, error type, or subsystem rather than the same concrete bug. I would not merge any of the soft pairs, and I\u2019d use the broad remote_code regression as the best representative issue.", + "confidence": 0.35, + "canonical_issue_reason": "issue:45020 is the broadest, most representative open bug report in the set: it describes a general regression where recent Transformers versions break models using `remote_code`, which is a common umbrella for several loading/configuration failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the strongest global representative because it is general, clearly scoped, and likely to cover a wider class of user-facing breakages than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window related config issues, but they affect different model families and symptoms; not the same concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "One is a Torch version incompatibility, the other is a v5 Pydantic/config regression; too different to be duplicates." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Different failure modes: DeepSpeed ZeRO-3 index error vs a Torch/Transformers compatibility issue." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Completely different bugs: detokenization regression vs table-question-answering crash." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 and chat paths, but the model size, API path, and failure mode differ; not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure is unrelated to the Pydantic field regression in Transformers v5.4.0." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different domains and code paths: Qwen NVFP4 loading vs table-question-answering crash." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Different models and symptoms; tied lm_head weights vs a corrupted checkpoint report." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma-related, but one is a missing config attribute and the other is a device mismatch at forward time." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat failure on Qwen3.5 is unrelated to the MPS histogram/int error in a MoE model." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different subsystems and symptoms: torch dynamo/grouped_mm tracing error vs MPS unsupported histogram op." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are dtype/runtime problems in MoE models, but the model families and exact code paths differ; too broad to merge." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to a template-node compilation error." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import path breakage for GenerationMixin is unrelated to the Gemma sliding_window_pattern issue." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index/shape errors, but one is a mask-size mismatch and the other is a zero-size index during Gemma3 loading." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Version incompatibility and device placement mismatch are different bugs." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different model-support gaps: PaddleOCR-VL loading in vLLM vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is a model config regression, not the same as the PretrainedConfig/Pydantic issue." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both are v5 regressions, but one is int4 memory/OOM behavior and the other is tied-weights handling on translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different MoE-related problems: torch dynamo grouped_mm failure vs tensor-parallel support issue for GPT-OSS." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different model families and error paths; dtype mismatch under autocast is not the same as a streaming chat API crash." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights constructor argument failure is unrelated to the PretrainedConfig/Pydantic regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF architecture support and Qwen3.5 streaming inference failure are distinct issues." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "A general remote_code regression is not the same as a Torch 2.4.1/Transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window config handling and Pydantic PretrainedConfig breakage are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are indexing errors, but the triggering conditions and code paths differ substantially." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and missing Float8 storage object are different low-level runtime issues." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both concern Siglip2 quality, but one is a text-embedding regression and the other is a generic nonsensical-output report; not enough to treat as the same bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TensorFlow backend detection is unrelated to Torch/Transformers version incompatibility." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Different bugs: config unwrapping for composite multimodal models vs uninitialized rotary embedding memory after meta/to_empty materialization." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a GLM5 issue are not the same underlying problem." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-shape error and TRL SFT embedding unpacking failure are different training-path bugs." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral image dtype mismatch is unrelated to Qwen3.5 embedding unpacking in TRL." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve remote/custom loading, but one is a cache-path collision and the other is loading the wrong custom module after save/load; not clearly the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they concern different models and different manifestations of the problem." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight handling on translation models." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "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:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:43866|issue:44403", + "issue:41628|issue:45800", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:43054|issue:45701", + "issue:41553|issue:43883", + "issue:38175|issue:43054", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:43782|issue:44960", + "issue:43881|issue:43883", + "issue:41762|issue:42915" + ], + "prepared_review_unit_hash": "3baa6d1cea22003057b6dc33ee40cfc41a44e2e36fec6c92717a7314c8805d5e", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37482, + "estimated_input_tokens": 9371, + "estimated_eval_tokens": 18998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are distinct bugs or regressions. The clearest duplicate cluster is the Transformers v5 non-persistent-buffer corruption reports around issue 43950, with 44534 and 45902 describing the same underlying regression more specifically. The remote_code issues are related in theme but not tight enough to merge as duplicates.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43950 is the best canonical anchor: it states the underlying v5 regression clearly, is broad enough to cover the related buffer-corruption reports, and has the strongest duplicate evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43950 is the strongest overall representative because it names the core regression in a reusable way and matches the closest confirmed duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Different problems: a DSA indexer design discussion versus a docs typo about the removed run command." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "One is a Qwen3Moe FP8 failure, the other is flash-attn2 fallback gating; different failure modes and code paths." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as tied-weights handling on translation models." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to the tied-weights v5 issue." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the docs/run-command removal problem." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "These are different model/runtime failures with no clear shared underlying code defect." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different concrete errors: detokenization regression versus a Qwen NVFP4 runtime failure." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both report the same v5 regression where non-persistent buffers are mishandled and end up corrupted/junk-filled." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF NaN explosions are different symptoms with different triggers." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API keyword mismatch is unrelated to Gemma3 loading under ZeRO-3." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint data is not the same as noisy model-loading output." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import/export of AutoImageProcessor is unrelated to a torch/transformers version incompatibility claim." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Both describe the same non-persistent-buffer regression; 45902 is a specific manifestation during meta/to_empty materialization." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes init-arg incompatibility is unrelated to a Float8 storage lookup failure." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "Poor SigLIP2 embeddings and version-dependent tokenization changes are not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Voxtral tokenizer error messaging and Molmo tied-weights attribute failure are separate issues." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2, but zero probabilities and worse embeddings are too different to treat as one duplicate bug." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Flash-Attention crash from misread 3D position_ids is unrelated to CPU-offload incompatibility in Qwen3_5Moe rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv state rebuilding is a different mechanism from non-persistent buffer corruption." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Bad AutoTokenizer error handling and glm-4v loading failure are not the same concrete defect." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Gradient checkpointing ineffectiveness under LoRA is different from int4 memory-reservation/OOM behavior." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 quality regression and HF-vs-JAX implementation discrepancy are related only broadly, not the same duplicate bug." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "General loading noise is not the same as a specific model load failure for ScandiBERT." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "The config missing-fields bug is too specific to merge with a broad 'remote_code breaks models' report." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression and Python 3.13 flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization behavior and AMD GPU runtime failure are different problems." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Noise on loading and a model-specific load failure are not the same underlying issue." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient checkpointing behavior is unrelated to Qwen3 MoE memory usage." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading failure is not the same as the GLM5 report." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "glm-4v-9b loading failure and Molmo tied-weights attribute error are different code paths." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "ZeRO-3 Gemma3 loading failure is unrelated to Qwen3Moe FP8 configuration failure." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The two accepted 43950 pairings are well supported by the issue titles, and the rejected pairs mostly compare clearly different failure modes or only broadly related themes. One minor omission is that 43644 also looks very close to the 43950 buffer-corruption cluster, but that does not make the stated conclusions overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45685", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:42491|issue:44368", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43638|issue:45823", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:43940|issue:45313", + "issue:42915|issue:43872", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:42947|issue:45923", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:45325|issue:45902", + "issue:43366|issue:43828" + ], + "prepared_review_unit_hash": "b42619d9cf91349ce6952ccd555bd4da59b9225c256f799424224dcc2af123a7", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 38066, + "estimated_input_tokens": 9517, + "estimated_eval_tokens": 19290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues; a few soft duplicates stand out around docs, initialization compatibility, DeepSpeed ZeRO-3 loading, mask-shape IndexErrors, and Qwen video regressions.", + "confidence": 0.67, + "canonical_issue_reason": "issue:45020 is the broadest, most representative current-regression report in the set, and it provides a reasonable anchor for comparing the more model-specific loading/tokenizer failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Open, high-signal umbrella issue covering recent transformer-version regressions with real user impact; broader and more reusable as a triage anchor than the narrow per-model tickets.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and code paths: MPS histogram/int handling vs Gemma4 PLE device placement." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen/LoRA, but one is a version-compatibility load failure and the other is a config warning; not the same bug." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing a missing class and a bitsandbytes `_is_hf_initialized` constructor error are unrelated failures." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code breakage is a different problem from a Gemma4 device mismatch in forward." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "Tokenizer-mapping guard failure is not the same as the broader remote_code regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for est-roberta is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Different model/runtime failures: autocast dtype mismatch vs device mismatch." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same documentation regression: both still reference pipeline tasks removed in v5." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash is unrelated to flash-attn fallback selection." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code regressions and Kimi tokenizer codec handling are different root causes." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Weight tying in Mistral3 and non-persistent buffer corruption are distinct from each other." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error is unrelated to flash-attn fallback checks." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility between branches is a different issue from remote_code breakage." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "DeepSpeed weight conversion for Qwen3 MOE and a corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "Zero3/Bert empty-weights IndexError is not the same as Gemma4 device placement." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper not running is too broad to treat as the same bug as `_torch_extract_fbank_features()` without a clearer shared traceback." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized` incompatibility triggered during model init/loading." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both report DeepSpeed ZeRO-3 failing to load Qwen3-family weights with missing parameters." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "LoRA/Qwen3_moe branch compatibility is unrelated to the bitsandbytes/init_empty_weights constructor error." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "A bad error message for Voxtral tokenization is not the same as an actual tokenizer load failure for a different model." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected trainer kwargs and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but one is weight conversion and the other is gradient averaging under GAS." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "NaN/SDPA fallback behavior in RLHF is unrelated to the flash_attention `s_aux=None` crash." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same mask-vs-index length mismatch IndexError, just reported with different concrete sizes." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes init compatibility and CLIPTokenizer max length are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral error-message quality and sleng-bert loading failure are different tokenizer issues." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both describe the same Qwen video-input regression in 5.3.0; 44560 is 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:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope scaling and Qwen3.5-MoE uninitialized-memory materialization are different bugs." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pairs are plausible duplicates or near-duplicates (docs v5 pipeline references, `_is_hf_initialized` init compatibility, ZeRO-3 weight loading failures, mask-shape IndexErrors, and the Qwen video regression), while the rejected pairs mostly distinguish different symptoms or root causes appropriately. No obvious overstatement of evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45488", + "issue:45584", + "issue:45663", + "issue:45812", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "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:44560|issue:44918", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "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:42491|issue:43720", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:42915|issue:44756", + "issue:45488|issue:45812" + ], + "prepared_review_unit_hash": "378e2e7e9e36f7c6fa72a81f1a77a561398974c2fa40806baf4c7cb6b9dd56cb", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37265, + "estimated_input_tokens": 9317, + "estimated_eval_tokens": 18890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated closed issues, with a few clear duplicate pairs around Transformers v5 regressions and SigLIP2 output breakage. Most soft-similarity links are too broad to merge; only a small number look like the same underlying bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43644 is the cleanest canonical anchor: it states the concrete v5 regression clearly and has an essentially exact duplicate in 44534 with the same failure mode (non-persistent buffers being filled with junk).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest global representative because it is precise, reproducible, and has the most obvious duplicate evidence among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma4 bugs: one is FSDP2 shared_kv_states rebuilding, the other is device mismatch under auto device map." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and failure modes: AudioFlamingo3 batched leakage vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated features: GGUF gpt-oss support vs a Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Different bugs: buffer corruption in from_pretrained vs a Kosmos2.5 long-OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both are attention/compile crashes, but they affect different models and code paths." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a missing class vs meta-device model loading breakage; not the same underlying defect." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same custom-model initialization regression in Transformers v5, with the notebook case being a variant of the same failure path." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Different issues: GGUF architecture support vs a float8 storage lookup/type error." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3Moe FP8 failure and meta-device loading problems are distinct bugs." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Different Qwen3.5-related bugs: video StopIteration vs embedding unpacking in TRL SFT." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 behavior." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping failure is a different code path from Gemma4 PLE device mismatch." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Both report the same SigLIP2 model producing incorrect/zero outputs with the same base checkpoint." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized regression and Kosmos2.5 OCR index errors are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes: Qwen3-vl StopIteration vs a mask/tensor shape mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both involve config validation, but the models and concrete breakages are different enough to keep separate." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed ZeRO-3 BertModel indexing and tokenizer-mapping checks are unrelated bugs." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Same general area of model setup, but the root causes are different." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping failure and tensor mask shape mismatch are different issues." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "gpu+cpu offload load failure is not the same as disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Exact same non-persistent-buffer regression in Transformers v5, just phrased with slightly different wording." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is wrong outputs and the other is documentation/example/model-processor mismatch plus quantization failure." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention failures are separate model-specific bugs." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA Qwen3_moe compatibility with hf5.x and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 issues, but one is ZeRO-3 weight loading and the other is save_pretrained visual-encoder key regression." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are BERT-model load failures, but the available evidence is too weak to call them the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device-mapping cudaErrorAssert and Qwen3Moe FP8 failures are different code paths." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3_moe LoRA compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer max_steps resume logic and SGD args handling are separate training bugs." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to Strix Halo mmap OOM avoidance." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer pre-tokenizer override and Granite token-id regression are both tokenizer-related, but not clearly the same defect." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The strongest canonical choice, issue:43644, is well supported by the near-exact duplicate pair with issue:44534. The accepted soft pairs also look reasonably defensible from the titles alone (especially 43644/44534 and 38175/43994)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44488", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:44488|issue:44991", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:43856|issue:43873", + "issue:45362|issue:45406", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:43404|issue:43454", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43335|issue:45663", + "issue:43873|issue:44387", + "issue:45663|issue:45859", + "issue:44291|issue:44756", + "issue:44155|issue:45823", + "issue:43854|issue:45216", + "issue:44292|issue:44912", + "issue:44387|issue:44756", + "issue:44743|issue:44960", + "issue:43957|issue:44756", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:42947|issue:43381" + ], + "prepared_review_unit_hash": "39c67e053412b809d374ced1d9ba7be745c6ecd69d72d98ae9ef24afa7cd9090", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38616, + "estimated_input_tokens": 9654, + "estimated_eval_tokens": 19564 + }, + "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. Only one clear duplicate pair stands out: the resize_token_embeddings regression around output embeddings, with 45276/45292/45335 describing the same underlying bug.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45276 is the richest and most specific report of the clear duplicate set, covering the resize_token_embeddings/output_embeddings failure in Gemma4 and subsuming the more generic 45292/45335 wording.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best representative issue because it names the affected model family and the concrete broken behavior, making it the most actionable canonical report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading failures, but they involve different models and different symptoms (unit-test loading vs weight-shape mismatch)." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is a docs/example problem and the other is a runtime output issue; not clearly the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different subsystems: Qwen3 MoE accelerate/deepspeed conversion vs GLM-4.7 load correctness." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but for different model repos and no evidence they share the same concrete failure." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen variants, but one is a LoRA save/load incompatibility and the other is a model weight-shape mismatch." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0 regressions, but one is buffer initialization and the other is Jupyter custom-model initialization; different bugs." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both mention memory/quantization, but one is training memory efficiency and the other is offloading behavior; too broad to treat as duplicates." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and failure modes: chat crash for Qwen3.5 vs Gemma4Processor missing _tokenizer in serve." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Related to memory, but one is MoE training efficiency and the other is int4 CUDA reserved memory/OOM; not the same underlying bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but the stated causes are unrelated (3D position_ids packing vs s_aux=None handling)." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different issues: Qwen3 MoE LoRA compatibility vs resize_token_embeddings not updating outputs." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Both describe the same resize_token_embeddings regression where output embeddings are not updated; 45276 is just the broader Gemma4-specific phrasing." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "One is save/from_pretrained extra_state handling, the other is init_empty_weights argument compatibility; different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both concern untied lm_head weights, but they are model-specific reports for different architectures and are not clearly the same fix." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 device-mapping CUDA assert and AudioFlamingo3 batched inference token leakage are unrelated." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Both are token/vocab-related, but one is a tokenizer vocab-size mismatch and the other is a model loading regression." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/example issues do not match the generic GLM5 loading report." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading breakage are different failure modes." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/PEFT LoRA is unrelated to the T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma4 FSDP2 attention state rebuilding and Qwen multimodal config unwrapping are distinct bugs." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and Gemma4 FSDP2 attention state handling are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both involve quantization/memory, but offloading behavior and int4 reserved-memory growth are not the same defect." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states handling and Qwen3_5MoeTextRotaryEmbedding CPU offload incompatibility are different issues." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference token leak does not match Gemma4 device-map mismatch." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Both mention model loading, but GLM-4.7 test loading and Qwen3.5 save_pretrained correctness are different regressions." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization formats and different symptoms: NVFP4 runtime error vs MXFP4 falling back to bf16." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 OOM under 5.x and disabling mmap on Strix Halo are unrelated memory issues." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Recurrent-state reset with cache is unrelated to the GLM5 report." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and Strix Halo mmap OOM are separate problems." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load of custom models, but one is permissions propagation and the other is loading the wrong custom module." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying resize_token_embeddings bug: output embeddings are not updated; 45292 is the shorter restatement." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient checkpointing in eval mode and RLHF NaN explosions from 3D position_ids are different failures." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling is unrelated to mmap-related OOM on Strix Halo." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both touch gradient checkpointing, but one is PEFT LoRA ineffectiveness and the other is eval-mode prohibition; different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clear duplicate cluster is the resize_token_embeddings/output_embeddings regression, and the accepted soft-edge pairs are supported by the issue titles and high similarity. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:43257", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "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:44589|issue:44756", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43425|issue:45823", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:43299|issue:43931", + "issue:39404|issue:44671", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:44164|issue:45759", + "issue:36032|issue:43452", + "issue:43596|issue:44683", + "issue:44671|issue:44991", + "issue:32090|issue:39404", + "issue:43856|issue:44756", + "issue:44991|issue:45081" + ], + "prepared_review_unit_hash": "23c87f20d6abbde77d9814a668b67327c2f836c1d39af2fe181d6d0e7002d850", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38059, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of distinct Transformers v5 regressions around model/tokenizer loading, custom initialization, and model-family-specific incompatibilities. Only one soft pair looks like the same underlying bug: resize_token_embeddings not updating dependent embeddings.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43646 is the broadest, most representative user-facing regression in the set: custom model initialization breaking in Transformers 5.0. It best matches the dominant theme of loading/initialization breakages without being overly narrow.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 has the clearest umbrella value for triage because it captures the generic v5 initialization failure mode that several other loading-related reports orbit around.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different model families and different failure modes; both are regression reports but not the same bug." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to resume_from_checkpoint max_steps computation." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 FSDP2 KeyError are separate code paths." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both report resize_token_embeddings failing to propagate to downstream embedding/output modules; same underlying resize logic bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom model init and save/from_pretrained extra_state handling are different problems." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures for unrelated model families and causes." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab inconsistency vs a model-specific loading failure; not the same underlying defect." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading breakage are separate issues." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is not the same as a specific dtype-mismatch regression." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup error and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention failure and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression is unrelated to tokenization changes." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Different checkpoint-loading failures with different model families and symptoms." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction report is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 PLE device mismatch are separate issues." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading regression and notebook custom init failure are related broadly, but not the same concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General torch incompatibility is not the same as the Mistral-3 image preprocessor dtype mismatch." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and template compilation TypeError are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs complaints, but they cover different deprecated APIs and are not duplicates." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline regression and MXFP4 quantization fallback are unrelated model-path issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is unrelated to Perceiver interpolation behavior." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video input regression and mask shape mismatch are different failures." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 incorrect outputs and ModelOutput None-key assignment are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3VL MoE load breakage and Qwen3-VL weight-shape mismatch are too different to treat as the same bug." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked LM predictions are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch incompatibility and Qwen3.5 embedding unpacking with TRL are different problems." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup and non-template-node compilation errors are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load failure is unrelated to from_config text_config unwrapping." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer special-token method conflict and gguf_file loading regression are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3/BertModel indexing error and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM prediction bug and tokenizer loading failure for EMBEDDIA/est-roberta are different issues." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory usage and Strix Halo mmap OOM are different resource issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure and Mistral regex patch crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it characterizes the cluster as mostly distinct loading/initialization regressions without claiming duplicates beyond the resize_token_embeddings pair. The one accepted soft pair (45292/45335) is well-supported by the titles, and the other pairwise rejections are phrased cautiously." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:43994", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859" + ], + "soft_pairs": [ + "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:44488|issue:44987", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "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:43452|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:44849|issue:45325", + "issue:43317|issue:43482", + "issue:36032|issue:43645", + "issue:44987|issue:44991", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:43645|issue:44534" + ], + "prepared_review_unit_hash": "a48c46421f835c57885b7444fe17437c40aa4cc5313d830b46738e394145001f", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37328, + "estimated_input_tokens": 9332, + "estimated_eval_tokens": 18920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of unrelated issue reports, with only a couple of clear duplicate pockets around Transformers v5 regressions: non-persistent buffer serialization and custom model initialization. I would keep the non-persistent-buffer bug as the main canonical issue.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43644 is the most concrete representative of the duplicated v5 buffer-regression cluster, and its wording is essentially repeated by 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43644 is the best single issue to anchor the cluster because it is specific, directly duplicated, and captures the most obvious repeated failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Different models and symptoms: XLNet CPU device-placement bug vs Qwen3.5 MoE CPU-offload incompatibility." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Unrelated areas: save/from_pretrained extra_state handling vs video-input regression." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator TypeError and audio chat-template sampling-rate bug are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but for different models and different failures; not the same concrete bug." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping helper failure and compiled flex_attention regression are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token/post-processor update bug do not share the same code-path." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both mention loading failures, but they involve different model families and different loader paths." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer serialization." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Same broad audio subsystem, but the titles point to different feature-extraction failures." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and template-compilation error are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Different model-loading breakages with no clear shared bug." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config field loss and Qwen3.5 cache/group-type crash are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting and multimodal iterable-dataset failure are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both are Whisper-related, but one is batch_decode skip_special_tokens and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk and custom model initialization are adjacent v5 regressions, but not the same concrete bug." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are loading regressions, but for different models and different failure modes." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but one is a generic from_pretrained breakage and the other is a specific Qwen2.5-GGUF v5 failure; not enough to merge strictly." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and template compilation error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different Qwen3-family bugs: FP8 config failure vs linear_attention cache crash." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Hidden-states bug in Qwen3.5 and Qwen2.5-VL rope-index scaling bug are different code paths." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized-model device_map offload failure and Qwen2.5-GGUF loading regression are not the same bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-method conflict and custom model initialization regression are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are version-gated loading failures, but they affect different artifacts and loader paths." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading issues with no shared concrete root cause." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Mistral3 lm_head tying bug and inconsistent tied-weight serialization are related only at a very broad theme level." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate bug and MIMI padding-mask bug are different modalities and code paths." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo image-size mismatch are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization regression and non-persistent buffer serialization are different failures." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next segfault and Qwen3OmniMoe video ValueError are different multimodal loading/processing bugs." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init breakage and non-persistent buffer serialization are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These are the same custom-model initialization regression, with the notebook case just being a more specific manifestation." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 non-persistent-buffer junk regression; the titles are essentially the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43792", + "issue:43818", + "issue:43819", + "issue:44062", + "issue:44079", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45663" + ], + "soft_pairs": [ + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "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:44479|issue:45325", + "issue:36032|issue:43742", + "issue:43296|issue:43531", + "issue:40444|issue:45325", + "issue:42915|issue:44589", + "issue:43611|issue:44534", + "issue:43531|issue:44877", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44079|issue:45663", + "issue:40990|issue:44811", + "issue:41553|issue:43582", + "issue:43632|issue:44534", + "issue:42175|issue:45542", + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:44683|issue:45020" + ], + "prepared_review_unit_hash": "5c1976bcbead0059149a0f45ae54f4d13ae3c6a3ee3f3d24075ebf7ac95cae3e", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36441, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated transformer/model regressions across different subsystems. I accepted only the Qwen3.5 save_pretrained pair as the same underlying checkpoint-key regression; all other soft pairs look like separate bugs.", + "confidence": 0.81, + "canonical_issue_reason": "issue:45216 is the broadest and earliest report of the Qwen3.5 save_pretrained regression, so it is the best anchor for the only clear duplicate-like pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the most representative issue here because it describes the save_pretrained regression at a higher level and matches the accepted follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Different problems: generic loading noise vs Mistral tokenizer regex crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different code paths: MIMI padding-mask batching bug vs DAC STE mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated failures: Qwen3Moe FP8 config vs template-node compilation error." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "Different areas: torch.export/torch_compilable_check vs OmDet processor image-size mismatch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different models and symptoms: ScandiBERT tokenizer load failure vs Mistral tokenizer backend crash." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained checkpoint regression, specifically incorrect saved keys/weights." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different bugs: physical-intelligence/fast loading failure vs Mistral tokenizer regex crash." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different subsystems: fbank feature extraction vs compiled flex_attention on newer torch." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Different issues: untied lm_head weights vs LoRA merge collapse with extended vocab." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated: _is_hf_initialized breakage vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different manifestations: Qwen3Moe FP8 config failure vs init_empty_weights argument error." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Different bugs: AddedToken keyword conflict vs loading physical-intelligence/fast." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen multimodal regressions, but they affect different code paths: video input handling vs rope index position scaling." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failures: T5 tokenizer add_special_tokens conflict vs MobileLLM key error." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated: PaddleOCR-VL loading in vLLM vs Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Different bugs in Qwen2.5-VL: iterable dataset multi-image failure vs still-image temporal position scaling." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: FP8 config handling vs missing Float8 storage type." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different breakages: base_model_prefix loading issue vs non-persistent buffers being filled with junk." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different models and symptoms: Qwen3-MoE sliding window bug vs granite_speech config loading rejection." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Completely different areas: tokenizer method conflict vs Qwen3 device-mapping CUDA assert." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Unrelated: torch 2.10 compatibility vs noisy loading logs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "Different problems: ModelOutput key assignment vs Gemma4 FSDP shared_kv_states KeyError." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Different models and symptoms: GPT-OSS perplexity vs Whisper batch_decode skip_special_tokens bug." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated: Voxtral AutoTokenizer error messaging vs Apple Silicon TypeError in warmup." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: _is_hf_initialized handling vs non-persistent buffer initialization." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Related to TensorFlow packaging/backends, but not clearly the same concrete bug or mergeable fix." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor syncing and the other is add_special_tokens not inserting BOS/EOS." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen/vision regressions: Video-LLaVA tower mismatch vs Qwen3.5 save_pretrained keys." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Whisper model runtime issue vs Float8 storage lookup error." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Different loading issues: generic noisy transformer loading vs tokenizer load failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Different problems: torch>=2.9 flex_attention compilation vs remote_code model loading regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted pair, issue:45216 \u2194 issue:45357, is well supported by the packet as the same Qwen3.5 `save_pretrained` checkpoint-key regression. The other soft-edge false negatives are plausible and not overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43749", + "issue:43792", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44617", + "issue:44829", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:44462|issue:45812", + "issue:33666|issue:40444", + "issue:44829|issue:45479", + "issue:43317|issue:43856", + "issue:43482|issue:45538", + "issue:43381|issue:45923", + "issue:35707|issue:40444", + "issue:44079|issue:44534", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43377|issue:45491", + "issue:43749|issue:44079", + "issue:40444|issue:45381", + "issue:43644|issue:44079", + "issue:41720|issue:45081", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:45325|issue:45381", + "issue:43994|issue:44898", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:45325|issue:45834", + "issue:43792|issue:43957", + "issue:42915|issue:43482", + "issue:43296|issue:45800", + "issue:44387|issue:44617", + "issue:43701|issue:45325", + "issue:44479|issue:45823" + ], + "prepared_review_unit_hash": "46d4cd011c4b00cffd0bd48c91c8946f1cb9ec6a129c8d57f5e79d412a00318d", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36752, + "estimated_input_tokens": 9188, + "estimated_eval_tokens": 18632 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct Transformers regressions across different models/subsystems. A small number of pairs look close enough to be duplicates, especially the v5 model-initialization/loading reports and the Qwen2.5-VL position-id regressions.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43611 is the broadest and clearest representative of the v5 model-loading / initialization regression class, with a generic scope that can absorb closely related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best anchor issue for this cluster because it describes a concrete, widely applicable Transformers v5 breakage rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but the symptoms differ too much: one is repository tokenizer.json lookup, the other is Granite-only token-id corruption." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Different multimodal training failures: multi-GPU training vs iterable-dataset multi-image prompting." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both mention degenerate training, but one is an attention backend bug and the other is a classification-loss setup bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: device_map/offload loading failure vs MoE training memory inefficiency." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated tokenization/model-loading issue versus a CLIPTokenizer max-length constant bug." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "One is an eval-mode checkpointing restriction; the other is a missing model capability flag on trust_remote_code." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training scenarios and different failure modes." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment bug is unrelated to non-persistent buffer serialization junk." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Both are loading-related, but one is GGUF/v5 loading and the other is a missing config attribute on Llama4." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different loading-time failures: unexpected init argument vs missing Float8 storage class." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both involve batching/padding, but they affect different models and different code paths." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is unrelated to ModelOutput key handling." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both concern Qwen2.5-VL/video-image inputs, but the reported bugs are different enough to keep separate." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer filling is not the same issue as ModelOutput key assignment." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Completely different failures: CUDA assert under device mapping vs tokenizer regex patch crash." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different regressions in Qwen3-MoE sliding-window behavior versus init_empty_weights argument handling." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export compatibility and dtype mismatches are different concrete bugs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag breakage is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both point to the same Qwen2.5-VL 5.3.0 position-id / rope-index generation regression, just surfaced through still-image vs video paths." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: SigLIP2 tokenization/output issue vs Perceiver resolution/interpolation failure." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": true, + "reason": "Both describe Transformers 5 breaking custom-model loading/initialization on the same code path, and could plausibly be fixed together." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Packaging/backend inclusion and model-loading failures are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "One is tied lm_head weights causing bad generation; the other is serialization inconsistency of lm_head.weight across devices." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Position-id scaling bug and Kosmos2.5 long-OCR index error are different multimodal issues." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different model-loading/runtime failures with no clear shared mechanism." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3MoE FP8 config failure is unrelated to Qwen2.5 GGUF loading under v5." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "PaddleOCR-VL loading failure and torch/transformers version incompatibility are different root causes." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 reserved-memory regression and Sam3Video OOM are not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint-resume key mismatch is unrelated to Qwen2.5-VL position-id generation." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Video-input regression in Qwen-family models is unrelated to Gemma4 device mismatch during forward." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: issue:43611 is a reasonable broad anchor for the v5 model-loading/init regression class, and the two accepted soft edges are conservative enough based on their titles. The false soft-edge calls also stay appropriately narrow and do not overclaim duplicate status." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43881|issue:44488", + "issue:43606|issue:44265", + "issue:44291|issue:44877", + "issue:44568|issue:45920", + "issue:43262|issue:43746", + "issue:40990|issue:45584", + "issue:34634|issue:35707", + "issue:43873|issue:45701", + "issue:44186|issue:44265", + "issue:35707|issue:41720", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43572|issue:45759", + "issue:43454|issue:45072", + "issue:43377|issue:44898", + "issue:43257|issue:45923", + "issue:43526|issue:43883", + "issue:40990|issue:42947", + "issue:44466|issue:45357", + "issue:43881|issue:44991", + "issue:43749|issue:44534", + "issue:43454|issue:43720", + "issue:41720|issue:43322", + "issue:43296|issue:44877", + "issue:41720|issue:44977", + "issue:44008|issue:45823", + "issue:43404|issue:45357" + ], + "prepared_review_unit_hash": "051f45a1991f839b32b3d94781da8de31ce7612c59c3f65f90893c54ae915878", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36705, + "estimated_input_tokens": 9177, + "estimated_eval_tokens": 18610 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated regressions spanning loading, tokenization, multimodal processing, and training/runtime bugs. None of the soft pairs look like true duplicates; the closest recurring theme is offloading/device_map/quantization loading behavior, where issue 43873 is the broadest representative.", + "confidence": 0.63, + "canonical_issue_reason": "Issue 43873 is the broadest and most representative of the recurring offloading/quantization-loading failures in this set, with active discussion and a general symptom description.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best global representative because it captures the broadest underlying failure mode among the candidates and is currently open/actively relevant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different failures in different models: glm-4v-9b load failure vs tokenizer/model loading for cjvt/sleng-bert." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch in Bark is unrelated to torch.export failures from torch_compilable_check." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg during init_empty_weights is a different bug from strict granite_speech config loading." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "One is add_special_tokens/BOS-EOS behavior for a specific tokenizer; the other is wrong token IDs across several models." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech PEFT local-checkpoint loading are separate code paths." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice_preset not working is not the same as progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading with quantization is unrelated to tokenizer changes across transformers versions." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "LayoutLMv2Tokenizer padding/NER crash is a tokenizer bug, not a torch.export/torch_compilable_check issue." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different runtime problems: generation with inputs_embeds/past_key_values versus Qwen3 device-map cudaErrorAssert." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both mention model loading behavior, but Bark CPU-offload mismatch and DAC.from_latents/STE mismatch are distinct bugs." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map=auto, but they affect different models and failure modes (cuda assert vs forward device mismatch)." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying in AyaVision is unrelated to Bamba torch.compile SDPA failures." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask inconsistency and OmDet-Turbo processor/model resolution mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Dequantized-model loading with gpu+cpu offload is related in theme but not the same concrete bug as offloading with quantization." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs/example errors and Qwen2.5-VL iterable-dataset multi-image finetuning failures are different problems." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to not unwrapping text_config for multimodal Qwen configs." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision tied-weights bug is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batched-vs-single output mismatch from padding masks is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT reduce_labels returning one label is unrelated to Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient-checkpointing inefficacy are different training/evaluation issues." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head serialization inconsistency by device is distinct from Qwen3.5 visual-encoder key serialization." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure for glm-4v-9b is unrelated to tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are separate regressions." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are different loading/serialization bugs." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 device-map cuda assert and Llava Next segfault are different model-specific failures." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL load failure in vLLM is unrelated to strict granite_speech config loading." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is not the same as Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 3n variable-name collision in forward is unrelated to Gemma4 PLE device mismatch." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 visual encoder key serialization are separate issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43421", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:45632|issue:45684", + "issue:42617|issue:42915", + "issue:40990|issue:45701", + "issue:44186|issue:45072", + "issue:44423|issue:45406", + "issue:43577|issue:43708", + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:44877|issue:44991", + "issue:36331|issue:42617", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:43295|issue:45701", + "issue:43526|issue:43881", + "issue:44671|issue:44743", + "issue:41720|issue:45161", + "issue:45081|issue:45812", + "issue:43531|issue:43572", + "issue:43540|issue:43782", + "issue:36010|issue:42617", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:42915|issue:43322" + ], + "prepared_review_unit_hash": "1d9946bb5e5a04a38c68fc0fa4f4f71823399f10b4fb9e95eb04324b7718722b", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36462, + "estimated_input_tokens": 9116, + "estimated_eval_tokens": 18488 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad surface themes like tokenizers, loading, or offloading, but they do not look like the same underlying bug. I rejected all soft edges and picked the most connected issue only as a weak triage anchor, not as a true duplicate canonical.", + "confidence": 0.47, + "canonical_issue_reason": "issue:42617 is the most connected node in the soft-link graph, so it is the best weak anchor for triage, but its neighbors point to different failure modes and it is not a true duplicate center.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42617 is the most central issue among this noisy set; it is the best representative for manual review, though not a safe duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for trust_remote_code and read-only permission propagation are different bugs." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 loading failure are unrelated code paths." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on WikiText-2 and a tokenization regression are not the same failure." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and bf16 dtype mismatches have different root causes." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "A continuous-batching multimodal crash with str.to and a missing _tokenizer on Gemma4Processor are distinct bugs." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype handling and Trainer resume max_steps calculation are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization memory growth and an apex RMSNorm memory leak are different issues." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Generic quantization offloading problems and Strix Halo mmap OOM are not the same bug." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading failure are separate code paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "CustomTrainer.compute_loss signature breakage is unrelated to 3d_parallel.py startup failure." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and packed-weight unpacking in BitNet are different." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss API breakage and Qwen3Moe FP8 loading failure do not match." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video shape handling and version-dependent tokenization changes are not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and Perceiver non-default-resolution failure are similar only at a high level, not the same code path." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crashes in LayoutLMv2 and image-size mismatch in OmDet-Turbo are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen video-input regression and Qwen3.5 SFT embedding unpacking are different failures." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "SDPA/compile failure and CPU-offload device mismatch are separate issues." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and 3d_parallel.py execution failure are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload bug are different config problems." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 loading and dequantized model offload failures are different quantization/loading paths." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression and tokenization changes are not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3_5 recurrent-state reset are distinct model bugs." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Auto device mapping failure and GPT-OSS tensor-parallel failure are different model-parallelism issues." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral regex patch crash and Granite token-id regression are both tokenizer bugs but not the same fix." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and StableLm pad_token_idx omission are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-processing ValueError in Qwen3OmniMoe and weight_only loading error in Qwen3VL are different multimodal failures." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py execution failure have no common code path." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and Granite token-id regression are different tokenizer behaviors." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and MLukeTokenizer task AttributeError are separate tokenizer bugs." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Llava Next segfault are unrelated model-loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:41720", + "issue:42490", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44062", + "issue:44077", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44625", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923" + ], + "soft_pairs": [ + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:44492|issue:44509", + "issue:33357|issue:35707", + "issue:43421|issue:45701", + "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:30064|issue:34634", + "issue:43550|issue:43653", + "issue:43873|issue:45704", + "issue:44514|issue:44545", + "issue:44625|issue:45479", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:42490|issue:43329", + "issue:34634|issue:41720", + "issue:34567|issue:35707", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:43782|issue:45381", + "issue:44898|issue:45072", + "issue:44451|issue:44991", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:44062|issue:44451", + "issue:45704|issue:45923", + "issue:44918|issue:44936" + ], + "prepared_review_unit_hash": "ab08afc26cf4eb06793ff123305a7fe25bd97bc0b7807091c4826bf10e667441", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36080, + "estimated_input_tokens": 9020, + "estimated_eval_tokens": 18296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. Only one soft pair is a clear duplicate: the Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False.", + "confidence": 0.94, + "canonical_issue_reason": "Issue 44545 is the best canonical issue because it is an exact duplicate of 44514, has the clearer later report, and directly names the same Qwen2_5_VLProcessor padding=False crash.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44545 is the strongest issue candidate overall in this cluster because it is the only clear duplicate target and most precisely represents the shared bug in the accepted pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different problems and code paths: metric gathering drops tuple labels vs SAM3 text/bbox behavior." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different model/runtime failures: Gemma4Processor missing _tokenizer vs Qwen3.5 chat streaming API failure." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "One is a typo in cache strategy docs, the other is stale pipeline docs; related documentation cleanup but not the same bug." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated failures: MacOS bus error with a CLIP model vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token post-processor update bug is different from a broad tokenization regression report." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/offload, but they are different concrete failures in different models: CPU offload device mismatch vs packed-weight unpacking." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different subsystems and failures: Qwen3 auto device mapping cuda assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different processors and failures: void segmentation maps vs Bark voice_preset behavior." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different areas entirely: torch.compile/SDPA issue vs tokenizer special-token registration." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to a T5 apex FusedRMSNorm memory leak." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same exact Qwen2_5_VLProcessor.apply_chat_template batched-input crash with padding=False; clearly the same underlying bug." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention classification settings, but one is config propagation and the other is degenerate loss computation." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different failure modes and models; one is bark-small CPU offload mismatch, the other is a tokenizer special-token bug." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is not the same as unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "A trailing-slash import warning is unrelated to undefined helpers in multimodal token counting." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Different products and code paths: BarkProcessor voice_preset vs Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token accounting is unrelated to progressive generation with embeddings and cache." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both involve special-token handling, but one is runtime post-processor refresh and the other is config save/load losing custom token IDs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL bugs: from_pretrained weight_only handling vs incorrect video vision_position_ids." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems: Perceiver image resolution interpolation vs dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading/tokenizer issues, but they involve different models and different concrete tokenizer failures." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different loading failures: a specific model regression vs PIL backend image processors requiring torchvision." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different Qwen 3.x issues: config unwrapping vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to missing Float8 storage support." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken argument duplication is a tokenizer construction bug, not the same as a model load failure for ScandiBERT." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 apex RMSNorm memory leak is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both are trainer-related, but one is unpacking Qwen3.5 input embeddings in TRL SFT and the other is evaluate() after train() failing." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted pair (44514/44545) is supported by the identical issue title and matching crash description. The other soft-edge verdicts are conservative and avoid overstating similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:42886", + "issue:43295", + "issue:43322", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44186", + "issue:44220", + "issue:44610", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45685", + "issue:45704", + "issue:45759", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:45923" + ], + "soft_pairs": [ + "issue:39692|issue:44610", + "issue:43421|issue:43653", + "issue:45663|issue:45923", + "issue:45588|issue:45759", + "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:39692|issue:43873", + "issue:45356|issue:45907", + "issue:43746|issue:43873", + "issue:43596|issue:44220", + "issue:40444|issue:43746", + "issue:43746|issue:45381", + "issue:43540|issue:44008", + "issue:43720|issue:43819", + "issue:44220|issue:44661", + "issue:45183|issue:45479", + "issue:43618|issue:43697", + "issue:30064|issue:36010", + "issue:43653|issue:43720", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43322|issue:45685" + ], + "prepared_review_unit_hash": "2dba6f3d3a5c2af21c92e9e040fafe083e3a8fb068c68e513ba2029625bd9c37", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37183, + "estimated_input_tokens": 9296, + "estimated_eval_tokens": 18848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated bug reports. The only clearly duplicate-like pair is the `_patch_mistral_regex` / HF_HUB_OFFLINE tokenizer-cache regression; the Mistral-family pair involving `45081` and `45356` is too weakly connected to merge as a duplicate without stronger evidence.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45081 is the best representative issue because it most directly names the failing `_patch_mistral_regex` code path and describes the concrete crash, making it the clearest root-cause-oriented report in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the strongest global issue candidate: it is the most specific, code-path-centered report and the best anchor for the Mistral-tokenizer regression subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different model families and failure modes: SigLIP2 doc/example mismatch vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve tokenizers, but one is runtime special-token/post-processor handling and the other is BigBird mask-token registration/empty decode output." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated bugs: Gemma-4 FSDP2 shared-state KeyError vs a missing capability flag on a trust-remote-code model." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Separate code paths and symptoms: flash-attention sink handling vs multimodal config unwrapping." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying offline tokenizer-cache failure around `_patch_mistral_regex`: unconditional hub/model-info access breaks HF_HUB_OFFLINE mode." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Different training/runtime issues: eval-mode gradient checkpointing vs ZeRO-3 gradient instability." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer-related, but the specific bugs are different: post-processor refresh vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Unrelated model-specific regressions: SigLIP2 pipeline outputs vs CamemBERT masked-LM predictions." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Distinct model/config bugs: missing `pad_token_id` vs sliding-window behavior." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different implementation problems: T5 RMSNorm memory leak vs Qwen3-MoE CPU-offload incompatibility." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Too weakly connected for duplicate status: `45081` is a `backend_tokenizer` AttributeError in `_patch_mistral_regex`, while `45356` is a Kimi codec/warning regression. Same helper name alone is not enough, and there are no shared targets or filenames." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "Doc-example/model mismatch in SigLIP2 is not the same bug as quantization/offloading behavior." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Kimi tokenizer regression and a `list_repo_files` revision-forwarding bug are unrelated hub/tokenizer issues." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT checkpoint loading and quantization/offloading are different failure modes." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Unrelated issues: DeepSpeed ZeRO-3 index error vs audio feature extraction bug." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Different multimodal finetuning/loading problems with no shared code-path evidence." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "Local PEFT checkpoint loading and Qwen video `vision_position_ids` are separate problems." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Unrelated multimodal bugs: video input handling vs audio-mask variable collision." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "BitNet packed-weight loading and DAC latent reconstruction are different code paths." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and `TOKENIZER_MAPPING_NAMES` model registration are unrelated." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input-validation error messaging and degenerate zero-loss classification behavior are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIP attentions assignment and RTDetrV2 output drift are distinct regressions." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: segmentation-map processing vs a GenerationMixin import error." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decoding and BitNet accelerate-loading unpacking are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are different architecture bugs." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Gemma 3n variable collision are separate issues." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and dtype mismatch in other models are different bugs." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA and DAC latent mismatch are unrelated." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Segmentation fault on Llava Next loading and an MPS histogram not implemented error are unrelated runtime issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, but it is not conservative enough on the Mistral-related subcluster. In particular, `issue:45081` and `issue:45356` are only loosely connected by `fix_mistral_regex`; the packet gives different failure descriptions (a `backend_tokenizer` AttributeError vs. Kimi codec/warning regression) and no shared targets or filenames, so treating them as a clear duplicate pair is overstated. The `42886`/`44843` pair is more plausible, but the overall output still accepts a soft edge that the packet does not clearly support." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43653", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44442", + "issue:44448", + "issue:44479", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45701", + "issue:45834" + ], + "soft_pairs": [ + "issue:44062|issue:44488", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43531|issue:43643", + "issue:43653|issue:43819", + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:43421|issue:44811", + "issue:43782|issue:44977", + "issue:44448|issue:44671", + "issue:45584|issue:45834", + "issue:43825|issue:43994", + "issue:44561|issue:45020", + "issue:39692|issue:45834", + "issue:44485|issue:44509", + "issue:44821|issue:45084", + "issue:30064|issue:36331", + "issue:41720|issue:44991", + "issue:43644|issue:43749", + "issue:44186|issue:44442", + "issue:43825|issue:43827", + "issue:44479|issue:45834", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:43606|issue:45072", + "issue:44671|issue:45701" + ], + "prepared_review_unit_hash": "302a991f7d2001395c60bed868515b7b351c9731cb7178af2811b38e368edab4", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35265, + "estimated_input_tokens": 8817, + "estimated_eval_tokens": 17890 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated bug reports that only share broad themes like tokenizer, multimodal, and v5 regression language. The soft pairs are mostly superficial similarities and do not look like the same underlying bug or change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45020 is the broadest open umbrella here, covering recent version regressions around remote_code/config loading; the other issues are narrower, model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best anchor for the cluster because it is the most general and central regression report, even though it does not duplicate the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Different failure modes: AddedToken constructor error vs tokenizer/model loading failure for a specific repo." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different models and code paths: LayoutLMv2 tokenizer padding/NER crash vs Perceiver image classification resolution/interpolation bug." + }, + { + "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 internals; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Unrelated areas: Qwen3-MoE sliding_window behavior vs AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC latents/STE forward mismatch; no common code-path." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different multimodal models and defects: dtype propagation in Blip2 vs missing temporal attention / shared weights in Video-LLaVA." + }, + { + "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 for granite_speech." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen video bugs: Qwen3OmniMoe video processing ValueError vs Qwen2.5-VL vision_position_ids regression." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor mutation issue vs Whisper batch_decode skip_special_tokens handling; different components." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Loading error with weight_only=True vs generation failure with flash-attention; not the same concrete bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 regressions, but one is Pegasus output drift and the other is CamemBERT masked-LM prediction corruption; different models and causes." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty transcription generation vs Kosmos2.5 long OCR index error; different models and failure signatures." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Docs/error-message wording around removed pipeline tasks vs a SigLIP2 model/pipeline output problem; not the same bug." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Related only at a broad level: 44561 is a specific remote_code break from removing is_torch_fx_available, while 45020 is a generic umbrella report." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/example errors are unrelated to Kosmos2.5 OCR index failures." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs outdated docs about removed pipeline tasks; different issues." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading vs Jinja/template compilation TypeError; unrelated subsystems." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor segmentation-map failure vs trainer.compute_loss signature mismatch; no overlap in code path." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert vs tokenizer loading regression for EMBEDDIA/est-roberta; different problems." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization bug vs FSDP CPU RAM efficient loading breakage; related only by version." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer crash in LayoutLMv2 vs AutoTokenizer loading failure for FastSpeech2Conformer; different artifacts and code paths." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both reference removed v5 pipeline tasks, but one is a runtime message issue and the other is stale docs; not the same bug/change." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Qwen video-input regression vs Kosmos2.5 OCR long-input index error; unrelated model families." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation issue vs Apple Silicon caching_allocator_warmup TypeError; distinct failures." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Tensor mask shape mismatch vs trainer.evaluate after train lifecycle bug; different concrete problems." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch in bark-small vs bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT v5 prediction regression vs general tokenization changes across versions; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43582", + "issue:43638", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803" + ], + "soft_pairs": [ + "issue:34634|issue:36010", + "issue:44610|issue:45072", + "issue:43782|issue:45325", + "issue:43720|issue:45072", + "issue:42175|issue:45081", + "issue:45081|issue:45406", + "issue:43749|issue:44291", + "issue:43650|issue:43906", + "issue:44060|issue:44368", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:45459|issue:45803", + "issue:34634|issue:36331", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:43742|issue:45020", + "issue:43653|issue:44912", + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:43452|issue:44991", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:43819|issue:43927", + "issue:39692|issue:44912", + "issue:43257|issue:43329" + ], + "prepared_review_unit_hash": "3cfa70e286fe3ffcd2c7c02b2e87b8a7628b57cd9fe1d17b595c5a62bf7a38fb", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36472, + "estimated_input_tokens": 9118, + "estimated_eval_tokens": 18492 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers bug reports spanning model loading, tokenizers, processors, quantization, and training. None of the soft pairs look like the same underlying defect, so all candidate merges are rejected. The broadest representative issue is the remote_code regression report.", + "confidence": 0.86, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report about recent Transformers versions breaking remote_code models, so it best represents this mixed regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most general and centrally scoped issue in the set; the others are narrower, model-specific failures rather than a shared duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Different subsystems and failure modes: BarkProcessor voice_preset vs GenerationMixin import regression." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Different bug classes: processor image size mismatch vs dtype mismatch in inference." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are model-loading related, but one is weight_only loading and the other is a rope-index temporal-position bug." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue vs tokenizer regex patch crash; not the same defect." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both involve tokenizer/processor code, but different objects and crashes in different call paths." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading flows, but one is FSDP CPU RAM-efficient loading and the other is init_empty_weights argument handling." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Generic placeholder issue vs isolated reproduction of a specific external bug; not duplicates." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Different tied-weights warnings affecting different model families and configurations." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to CUDA AMP crash in a detection loss." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio sampling-rate default bug is unrelated to DAC latent/forward-pass mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT reduce_labels bug and RTDetrV2 output drift are separate model-specific defects." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "No shared code path: BEiT label reduction vs MPS attention correctness on differing head dims." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve error handling, but one is protobuf decode error masking and the other is a bare except in tensor conversion." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated: BarkProcessor preset behavior vs CustomTrainer compute_loss signature change." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max length bug are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting bug is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM key error does not match the broader remote_code regression." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained Bert index error is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local PEFT checkpoint loading issue is unrelated to Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file support failure is different from tokenizer loading regression for est-roberta." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 are not the same as OmDet processor input-size mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Storage lookup failure for float8 is unrelated to torchvision dependency requirements in PIL image processors." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Model loading/test issue for GLM-4.7-Flash is not the same as flash-attention generation failure in Qwen3.5." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent mismatch and DiaConfig custom token ID loss are separate generation/model-config bugs." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "SigLIP2 doc example errors do not match MXFP4 quantization fallback behavior." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading issue is unrelated to multimodal token counting undefined variables." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44987", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:43454|issue:43577", + "issue:43257|issue:43696", + "issue:43262|issue:44811", + "issue:43329|issue:44479", + "issue:42490|issue:43257", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:43643|issue:45759", + "issue:44568|issue:45488", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43606|issue:45859", + "issue:43697|issue:45357", + "issue:43257|issue:43756", + "issue:44479|issue:45381", + "issue:43452|issue:43582", + "issue:44987|issue:45538", + "issue:41720|issue:43540", + "issue:44291|issue:45042", + "issue:42915|issue:43742", + "issue:44987|issue:45907", + "issue:33357|issue:34567" + ], + "prepared_review_unit_hash": "3282751fd1ac6e24f64b39d934f4103215310d01de41d429960799e10ff376e0", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36597, + "estimated_input_tokens": 9150, + "estimated_eval_tokens": 18556 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: tokenization regressions, model-loading bugs, multimodal/video processor issues, and training API breakages. None of the soft pairs look like the same underlying bug/change, so I would not deduplicate them.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45701 is the broadest open issue and best fits an umbrella for the tokenizer/version-regression subset, with multiple inbound references and a title that captures the general symptom pattern.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the most central and reusable issue in this set; it\u2019s broad enough to represent the shared tokenizer-regression theme better than the highly specific model- or API-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Different breakages: a missing GenerationMixin import vs Jupyter-defined custom model initialization in v5." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Both are loading/vision-adjacent failures, but one is about unpacking packed BitNet weights during accelerate loading and the other about processor image size mismatch." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Different concrete problems: torch.compile with SDPA on Bamba vs MXFP4 quantization fallback on gpt-oss-20b." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying bug is unrelated to Blip2 dtype propagation on model load." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weights not converted during accelerate+deepspeed is distinct from a plain CUDA OOM on gpt-oss-20b." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio apply_chat_template sampling-rate default bug is unrelated to Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Undefined video token counting helpers vs a broader video-input regression in several VLMs are related by modality only, not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Local-path import warning with trailing slash is unrelated to Qwen3 MOE weight conversion under accelerate/deepspeed." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Sliding window behavior in Qwen3-MoE is not the same as PIL-backed image processors wrongly requiring torchvision." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and unexpected num_items_in_batch in CustomTrainer are separate API regressions." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both tokenizer-related, but one is add_special_tokens/BOS-EOS behavior while the other is codec handling and warning text in Kimi-K2.5." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and disabling mmap on Strix Halo are different memory-loading issues with different triggers." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig is not the same as AutoModelForCausalLM.from_config failing to unwrap text_config in composite Qwen configs." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Different tokenizer regressions: add_special_tokens handling vs LlamaTokenizer overriding ByteLevel pre-tokenizer." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting not updating is unrelated to high perplexity on a specific model/dataset." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined helper in multimodal token counting vs batched video processor shape mismatch are separate video-path bugs." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is model-specific and not the same as the broad tokenization-version regression." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MOE accelerate/deepspeed conversion failure is different from Qwen3-VL weight shape mismatch on model load." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to Qwen3_5MoeTextRotaryEmbedding CPU offload compatibility." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 differing outputs in v5 is not the same as Qwen3.5 save_pretrained writing incorrect visual encoder keys." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MOE conversion/loading failure is unrelated to Smollm3 RoPE layer dropping." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "General video regression across several models is too broad to merge with the specific qwen2.5-vl vision_position_ids issue." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file breaks AutoTokenizer/AutoModel loading, while caching_allocator_warmup fails on Apple Silicon with TypeError; different code paths." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Physical-intelligence/fast loading failure is unrelated to CLIPTokenizer's pathological model_max_length." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3OmniMoe video input ValueError are different runtime failures." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights _is_hf_initialized argument issue is unrelated to PIL backend processors requiring torchvision." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and MobileLLM-125M key error are distinct loading/config bugs." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading physical-intelligence/fast on transformers>=5.1.0 is unrelated to list_repo_files not forwarding revision in CI." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model load is unrelated to TrainerState token-count tracking." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43643", + "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:44991", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45920" + ], + "soft_pairs": [ + "issue:42915|issue:44821", + "issue:42915|issue:45538", + "issue:43927|issue:44912", + "issue:43317|issue:45538", + "issue:42175|issue:43824", + "issue:43540|issue:44479", + "issue:43540|issue:44560", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:42175|issue:44938", + "issue:38175|issue:44898", + "issue:42175|issue:44488", + "issue:45137|issue:45405", + "issue:43906|issue:45381", + "issue:44737|issue:45588", + "issue:28282|issue:34689", + "issue:42915|issue:43749", + "issue:43742|issue:44291", + "issue:43526|issue:45479", + "issue:43582|issue:43782", + "issue:43540|issue:45823", + "issue:43756|issue:45325", + "issue:28282|issue:29127", + "issue:43493|issue:43994", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:45357|issue:45920", + "issue:43643|issue:45375", + "issue:43452|issue:44488" + ], + "prepared_review_unit_hash": "27922551fc9691a35b2ee5705e8d84f5adb6ab6923711f46e94d071bcf194b92", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37039, + "estimated_input_tokens": 9260, + "estimated_eval_tokens": 18776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated bug reports across different models/subsystems. I found one plausible duplicate pair around SigLIP2; the rest should stay separate.", + "confidence": 0.87, + "canonical_issue_reason": "No single canonical issue for the full set; the only believable duplicate pair is the SigLIP2 reports, where 43994 is the clearer anchor because it captures the user-visible failure and broader impact.", + "canonical_pr_reason": null, + "best_issue_reason": "43994 is the best overall representative among these issues because it describes a broad, user-facing regression in a widely used model path, while most others are narrower or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different models and failures: Qwen3Moe FP8 loading vs AutoImageProcessor URL loading." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated bugs: Qwen3Moe FP8 config error vs CLIPTokenizer max_length behavior." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different code paths: config save/load token IDs vs MXFP4 quantization fallback." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Device-map/offload loading bug is unrelated to CLIPTokenizer max_length." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue vs missing Qwen2.5-VL class import." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both are video-related, but they target different Qwen model families and failure modes; not enough evidence of one underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different video-input errors in different models; not the same concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but they affect different architectures and symptoms." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer errors, but one is AddedToken argument handling and the other is loading a specific tokenizer." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Backend installation mismatch is unrelated to Python 3.14 import/load failure." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and failures: SigLIP2 zero probabilities vs Perceiver non-default resolution." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend issue vs model loading failure for a specific checkpoint." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 runtime error is unrelated to PEFT version bump." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "No clear shared bug: isolated reproduction of an old issue vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU placement bug is unrelated to flash_attention s_aux=None crash." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic PyTorch ImportError vs a specific Llama 3.2 Vision loading regression." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Different training/loading problems with no shared failing code path." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are load-time issues, but one is a missing key in MobileLLM and the other is an unexpected init_empty_weights argument." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Image processor label reduction bug vs sequence-classification zero-loss bug." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3VL weight_only loading failure." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Video processing error vs Gemma4 PLE device mismatch; different subsystems." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different RoPE-related model bugs with different symptoms and affected models." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch missing import error is unrelated to LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 regressions describing the same underlying model discrepancy, with 43994 showing the user-facing symptom and 43493 giving the implementation-vs-JAX diagnosis." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting bug vs CustomTrainer compute_loss signature mismatch." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: AddedToken special-arg duplication vs Mistral regex patch crash." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Model init-empty-weights argument bug is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "save_pretrained visual-key regression is not the same as AutoTokenizer wrong token IDs." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but one is trust_remote_code AutoConfig loss and the other is a specific Qwen vision config field." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF tokenizer/model loading breakage is unrelated to the sleng-bert loading report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. It correctly treats most pairs as unrelated and only tentatively groups the SigLIP2 issues, which is the one pair whose titles strongly align. I don\u2019t see any overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:30064", + "issue:33666", + "issue:38175", + "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:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44792", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45823" + ], + "soft_pairs": [ + "issue:44792|issue:44964", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43531|issue:44821", + "issue:45405|issue:45600", + "issue:43697|issue:45216", + "issue:43688|issue:43749", + "issue:44514|issue:45381", + "issue:43720|issue:44898", + "issue:44484|issue:44704", + "issue:41762|issue:44936", + "issue:24643|issue:29127", + "issue:44625|issue:44877", + "issue:44514|issue:45290", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:44936|issue:45823", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:38175|issue:43295", + "issue:43643|issue:44561", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:30064|issue:33666" + ], + "prepared_review_unit_hash": "ed851354ef47701a33e732a66e00c4f0b7509399f5561e92cac6613d8ff85ae2", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35983, + "estimated_input_tokens": 8996, + "estimated_eval_tokens": 18248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated single-issue reports. The only plausible duplicate/near-duplicate pair is the tied-weights save/serialization regression in v5. No PRs are present.", + "confidence": 0.74, + "canonical_issue_reason": "issue:44466 is the broadest, most concrete report in the only likely duplicate family: it describes the tied-weights serialization problem in v5 in a way that can absorb model-specific variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the best representative issue for triage because it focuses on the underlying save_pretrained/tied-weights regression rather than a narrow model instance.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different failures: a janus image-generation test case versus loading Phi-4 multimodal models. No shared code path." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Unrelated subsystems: PIL image processor torchvision dependency vs Mistral regex/tokenizer loading crash." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Different model/load-time errors: MobileLLM key error versus Float8 storage lookup failure." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is a dependency version bump issue; the other is stale auto_mappings references to removed configs." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different bugs: RTDetrV2 output changes versus Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Both involve training/runtime infrastructure, but one is auxiliary-loss normalization and the other is FSDP loading." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Different chat-template/video-position-id problems; not the same concrete bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet accelerated-loading unpacking bug versus Perceiver image classification interpolation failure." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard size question is unrelated to AutoProcessor kwargs forwarding." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 load failure is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error is unrelated to LayoutLMv3 box validation messaging." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation is unrelated to granite_speech strict-config loading." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are apply_chat_template-related, but they fail on different inputs and code paths." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading via gguf_file is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Different tokenizer-loading failures: gguf_file support versus offline model_info lookup in mistral regex patching." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both report the same tied-weights regression in v5 save/serialization behavior, with 45005 appearing model-specific and 44466 describing the underlying device-dependent bug." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer/processor regressions, but one is custom processor.tokenizer access while the other is Kimi codec handling and warning behavior." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure is unrelated to Gemma4 PLE device-map forward mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token registration bug is unrelated to mdeberta-v3 BOS/EOS addition regression." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Different generation bugs: compiled forward chunking versus Qwen3.5 recurrent state reset with cache." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero-probabilities issue is unrelated to processor.tokenizer regression." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing AutoConfig fields and the other is v5 removal of is_torch_fx_available." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer failures: BigBird mask-token registration versus MLukeTokenizer AttributeError." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task AttributeError is unrelated to FastSpeech2ConformerTokenizer loading." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair is a conservative, plausible tied-weights duplicate family. The other verdicts stay appropriately cautious and do not overstate shared code paths or bug identity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:41720", + "issue:43122", + "issue:43278", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "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:45357", + "issue:45440", + "issue:45588", + "issue:45701", + "issue:45704", + "issue:45812" + ], + "soft_pairs": [ + "issue:41720|issue:43906", + "issue:43688|issue:45440", + "issue:43688|issue:45704", + "issue:43577|issue:43697", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:43646|issue:43749", + "issue:44843|issue:44991", + "issue:43688|issue:45701", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43577|issue:44554", + "issue:43577|issue:45588", + "issue:43122|issue:43906", + "issue:43504|issue:43550", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:41720|issue:44464", + "issue:43504|issue:44610", + "issue:32090|issue:33666", + "issue:43452|issue:44451", + "issue:44849|issue:45357", + "issue:43742|issue:44821", + "issue:43278|issue:43688", + "issue:43493|issue:43825", + "issue:33666|issue:36010", + "issue:43606|issue:43927", + "issue:43720|issue:43927", + "issue:44568|issue:45812", + "issue:43525|issue:43572" + ], + "prepared_review_unit_hash": "2b5359add63ec35c01e6822a4d9bf03bbcedf01e415c3393aeb2b1ad78d477c4", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38168, + "estimated_input_tokens": 9542, + "estimated_eval_tokens": 19340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a heterogeneous cluster spanning unrelated tokenizer, model-loading, training, generation, and config bugs. None of the proposed soft pairs look like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone representative: it is a concrete, reproducible tokenizer regression with broad impact across Granite models and clear v4\u2192v5 behavior change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Different failures: auto device mapping CUDA assert on A800 vs an isolated reproduction of another issue." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Different bugs and code paths: auxiliary-loss normalization vs native DeepSeekV3 divergence." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Different model/code paths: expert-loss normalization vs T5 apex FusedRMSNorm memory leak." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different symptoms and models: Blip2 dtype remaining fp32 vs RTDetrV2 output differences." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch vs Trainer GPU broadcast NoneType TypeError are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch ImportError vs MacOS CLIP bus error are unrelated failures." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Different bug classes: dependency import failure vs embedding resize reinitialization." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Both are v5/loading-related, but they target different mechanisms: custom init breakage vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer paths: unconditional model_info call in Mistral regex patch vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Auxiliary-loss normalization and tokenization changes are unrelated problems." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBirdTokenizer special-token registration vs DiaConfig save/load token-ID loss are different bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and MobileLLM load key error are different code paths." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA behavior in Bamba is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward vs Qwen3.5 flash-attention generation failure are different issues." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs num_labels propagation in Qwen3.5 are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba compile/SDPA bug vs MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype handling and an MPS attention correctness bug are different problems." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype retention vs flash_attention.py crashing on s_aux=None are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Different tokenization regression reports with no clear shared code path or concrete duplicate evidence." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit legacy-field loading failure vs Bamba torch.compile/SDPA bug are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit preset loading and BitNet packed-weight unpacking are different load-time bugs." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error vs num_input_tokens_seen not updating are separate Trainer issues." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert during auto device mapping is unrelated to chunked generation inconsistency." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Legacy config field loading vs processor/model input-size mismatch are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error and Qwen2-VL multi-GPU training are not the same failure." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "GGUF/from_pretrained breakage and a specific model-load failure for ScandiBERT are different issues." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug vs save_pretrained visual-encoder key regression are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error vs AutoImageProcessor URL loading failure are different loading paths." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in evaluate vs auxiliary-loss normalization are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline translation error-message regression are different concerns." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure do not share the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch for bark-small vs DiaConfig token-ID loss are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading unpacking bug vs DiaConfig token-ID persistence bug are different." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and code paths: special-token injection for mdeberta-v3 vs wrong token IDs for Granite." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and missing pad_token_idx in StableLmConfig are similar in shape but not the same concrete bug or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44493", + "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:43262|issue:43295", + "issue:43756|issue:44913", + "issue:43720|issue:44361", + "issue:28218|issue:33357", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:43493|issue:43844", + "issue:44964|issue:45405", + "issue:43278|issue:43844", + "issue:43334|issue:43572", + "issue:44625|issue:45584", + "issue:43257|issue:43299", + "issue:43756|issue:45083", + "issue:43334|issue:45759", + "issue:44488|issue:44843", + "issue:45200|issue:45229", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:39692|issue:43295", + "issue:45229|issue:45823", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43572|issue:44291", + "issue:33357|issue:33666", + "issue:44423|issue:44734", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44464|issue:45584", + "issue:43606|issue:44112", + "issue:43994|issue:44493", + "issue:43575|issue:45405" + ], + "prepared_review_unit_hash": "9fff9d47fd7ccaa3e4cfbc8ef9993c69c2f175e6b0b20c345c2c816c5b112857", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37543, + "estimated_input_tokens": 9386, + "estimated_eval_tokens": 19028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft pairs are only broad thematic matches, not true duplicates. I would reject all proposed duplicate edges and avoid selecting a canonical issue/PR for the cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio sample-rate default bug vs processor/tokenizer regression; different subsystems and failure modes." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both mention rotary settings, but one is a Smollm3 RoPE-layer implementation issue and the other is a GPTNeoX config reload bug." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading failure vs MLukeTokenizer task-time AttributeError; unrelated code paths." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer spacing bug vs MacOS bus error on a CLIP model; not the same defect." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training request vs custom trainer loss-signature TypeError; different problems." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation/example errors vs SigLIP2 implementation parity discrepancy; not the same underlying bug." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing vs Qwen3.5 flash-attention generation issue; different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 model mismatch issue vs DeepSpeed/gradient behavior regression; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Phi-4 multimodal loading failure vs PEFT version pin bump; no shared bug." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Eval/train dtype mismatch vs ZeRO-3 gradient inflation; different defects." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing pad-token fields, but in different models/config layers and not the same concrete bug." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug vs Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MOE-related, but one is accelerate/deepspeed weight conversion and the other is multimodal loading; not mergeable as one fix." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs qwen3_omni_moe feature-length helper behavior; different bugs." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_id attribute vs unwrap text_config in from_config; related family, but distinct code paths." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model load failure for a specific model vs offline-mode model_info call; unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only token-type defaulting vs multi-GPU inference OOM; different issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "ImportError for a Qwen2.5-VL class vs missing Float8 storage type; unrelated failures." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization regression vs device-dependent serialization inconsistency; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 docs/example problems vs processor/tokenizer regression; different scopes and code paths." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both Gemma4-related, but one is CUDA OOM and the other is a device mismatch during forward; not the same defect." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit legacy-field loading bug vs Bark CPU-offload device mismatch; unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure vs flash_attn import-utils KeyError on Python 3.13; different issues." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are v5 init/config regressions, but one is a StableLmConfig field issue and the other is an init_empty_weights argument change." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error vs Qwen2-VL multi-GPU training; no common bug." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Serve crash on multimodal model input conversion vs KV-cache continuation tensor indexing; different serve paths." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss vs MLukeTokenizer AttributeError; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Legacy-field model load bug vs BigBirdTokenizer special-token registration issue; different fixes." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation inconsistency under compiled forward vs Whisper empty transcription after align_special_tokens; unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Real CPU-offload device mismatch bug vs a stale GraniteSpeech CI test; not duplicates." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 pipeline output issue vs broad unexpected position-id keys; not the same underlying problem." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on a specific model vs unreleased PEFT version bump; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29942", + "issue:30333", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43582", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44977", + "issue:44987", + "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:45563", + "issue:45823" + ], + "soft_pairs": [ + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:44521|issue:45290", + "issue:29942|issue:30333", + "issue:42490|issue:43696", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:43582|issue:44977", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "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:44898|issue:45412", + "issue:44466|issue:45127", + "issue:44792|issue:45563", + "issue:43572|issue:44987", + "issue:45200|issue:45325", + "issue:37428|issue:43824", + "issue:43572|issue:43957", + "issue:43844|issue:44936" + ], + "prepared_review_unit_hash": "b0aa35f3a4b01f191d243be9d286c81ce36c028eec61fad4ba06832192e85c99", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36425, + "estimated_input_tokens": 9107, + "estimated_eval_tokens": 18470 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are a mixed bag of largely unrelated bugs across tokenization, generation, loading, multimodal processing, training, and platform-specific behavior. None of the soft pairs look like the same underlying bug or a single mergeable fix path, so I would not deduplicate any of them.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different problems: training/eval dtype drift vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both hit apply_chat_template, but one is multimodal assistant mask generation and the other is tool-call/no-content crash handling." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLFlow reporting after failed training are unrelated subsystems." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning is unrelated to a CUDA out-of-memory report." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal loading regression are 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:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a flex_attention import version check are not the same bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation error and flash_attn import lookup on Python 3.13 are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation bug do not share a concrete fix." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-processing failure is unrelated to Gemma 4 token-type defaults for text-only fine-tuning." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "torch.jit.script GeneratorExp export failure and SigLIP2 zero-probabilities are different model/runtime issues." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation sync_gpus kwargs update and Qwen3.5 hidden-states output bug are distinct generation paths." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "bfloat16 dtype mismatches in inference are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-attention helper import and meta-device model loading are different import/load regressions." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma 4 text-only mm_token_type_ids defaulting and device_map auto device mismatch are separate issues." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel not applied with model_init is unrelated to Qwen3.5 hidden-states behavior." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention-head-dim correctness and Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF vs JAX discrepancy is not the same as checkpoint resume key mismatch." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "processor.tokenizer regression with images is different from OmDet-Turbo processor image-size mismatch." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior and chunked generation under compiled forward are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are different bugs." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "State serialization of tied lm_head weights is not the same as LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure is unrelated to a stale paged-generate warning." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression and loading physical-intelligence/fast on transformers>=5.1 are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal token/position handling, but Gemma 4 mm_token_type_ids and Qwen2.5-VL rope scaling are different models and code paths." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different models." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "StableLm pad_token_idx config regression and meta-device loading failures are unrelated." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient anomaly and trainer.evaluate() failing after train() are different training lifecycle bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43975", + "issue:44112", + "issue:44206", + "issue:44442", + "issue:44448", + "issue:44514", + "issue:44521", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:43295|issue:43450", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:43295|issue:43873", + "issue:43388|issue:43526", + "issue:38175|issue:45412", + "issue:42915|issue:43824", + "issue:44514|issue:44521", + "issue:38175|issue:43493", + "issue:44442|issue:45198", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:42490|issue:43493", + "issue:43653|issue:44112", + "issue:43827|issue:43901", + "issue:43450|issue:43575", + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44610|issue:44857", + "issue:43278|issue:43825", + "issue:37428|issue:43425", + "issue:43606|issue:45083", + "issue:45290|issue:45381", + "issue:43335|issue:43550", + "issue:44448|issue:44743", + "issue:44857|issue:45593" + ], + "prepared_review_unit_hash": "f2a9b96435bd7ad42ecc55edf14e0314ed739b35e7cdc6a2420bf1b8e52abd13", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35995, + "estimated_input_tokens": 8999, + "estimated_eval_tokens": 18254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like the same underlying bug/change. The set is heterogeneous, so there is no good canonical issue or PR for the cluster.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; these items cover unrelated bugs across tokenization, multimodal processors, model loading, training, memory, and docs.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue: none is representative of the whole set because the cluster is not a single bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Different multimodal processor bugs: custom tokenizer/image regression vs batched video input shape." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but on different config classes and model families." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing class vs a detokenization regression; different failures." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offload behavior are unrelated code paths." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different label-handling bugs in different components and APIs." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 output probabilities and RT-DETR memory cleanup are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "FP8 failure in Qwen3Moe is unrelated to Qwen2.5-VL import errors." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batching crash and the other is assistant_mask generation; not the same concrete bug." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "A specific zero-probability symptom is not the same as a broader HF-vs-JAX discrepancy report." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different speech tokenizer/model problems with different failure modes." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing bug and embedding reinitialization bug are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Training/eval dtype drift is unrelated to MoE memory usage." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 implementation mismatch are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Tokenizer special-token registration and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs regressions, but for different pipelines and different deprecated behavior." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video shape bug and TP-induced OOM are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg crash and empty-transcription generation failure are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA/extended-vocab collapse and category-count runtime error are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC latent mismatch and Qwen3 Omni feature-length helper behavior are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "Completely different subsystems: DAC vs GraniteSpeech device overrides." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor output size bug and AMP/CUDA loss crash are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift is unrelated to a pipeline error-message/docs issue." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Specific missing-symbol import error is not the same as a generic Torch 2.10 incompatibility report." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch and feature-length helper behavior are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Tool-call chat-template crash and video vision_position_ids bug are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile+SDPA failure are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output difference and Qwen3 recurrent-state reset are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash and missing auxiliary losses are unrelated detection issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43723", + "issue:43819", + "issue:43854", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44292", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44554", + "issue:44561", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45478", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44360|issue:44561", + "issue:45200|issue:45588", + "issue:37428|issue:44351", + "issue:29942|issue:32090", + "issue:44206|issue:45823", + "issue:43611|issue:43931", + "issue:39692|issue:43526", + "issue:43335|issue:43653", + "issue:43819|issue:44493", + "issue:43550|issue:44112", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:45588|issue:45859", + "issue:39692|issue:44493", + "issue:44292|issue:45520", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:44448|issue:44779", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43606|issue:44857", + "issue:43723|issue:44554", + "issue:44857|issue:45072", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "2f25421e8c38744aae2da9fb5ff9b1f023f6ad5de640618830760843e9e5fc3c", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37895, + "estimated_input_tokens": 9474, + "estimated_eval_tokens": 19204 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Only one soft edge looks like a true duplicate pair; the rest share keywords but describe different bugs, regressions, or subsystems.", + "confidence": 0.97, + "canonical_issue_reason": "issue:45310 is the earlier, fuller report of the same Qwen3.5 MoE `from_pretrained` regression as issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the clearest duplicate target in this set: specific, reproducible, and matched by the near-identical follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "Different code paths: DSA indexer/ReLU discussion vs v5 trust_remote_code breakage from `is_torch_fx_available` removal." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: missing `mm_token_type_ids` for Gemma 4 fine-tuning vs flash-attention crash on `s_aux=None`." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols (`_flash_supports_window_size` vs `HybridCache`)." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to the Trainer `_gpu_broadcast_one` NoneType broadcast error." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Different subsystems and symptoms: feature extractor `center` arg crash vs Gemma4 device-map mismatch during forward." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Model-loading regression from `base_model_prefix` handling is distinct from Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/example issues are unrelated to BeitImageProcessorFast `reduce_labels` returning one label." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC `from_latents`/STE mismatch is a different bug from unexpected `position_id` keys across models." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different targets: Bamba torch.compile+SDPA failure vs stale GraniteSpeech CI test/device override issue." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Same broad model family, but different bugs: sparse-layer creation vs Beit legacy-field loading preset failure." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 JIT parse/indentation import error is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Near-identical reports of the same Qwen3.5 MoE `from_pretrained` regression on transformers>=5.4.0." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug and qwen3_omni_moe feature-length helper bug are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMV3 box/clarity error is unrelated to Trainer `_gpu_broadcast_one` NoneType broadcast failure." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different flash-attention edge cases: sink-less `s_aux=None` crash vs CPU-offload incompatibility in Qwen3_5MoE rotary embedding." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation/model mismatch is unrelated to unexpected `position_id` keys." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure is unrelated to the Python 3.13 `flash_attn` import key error." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero-probability outputs in SigLIP2 are a different symptom from unexpected `position_id` key warnings." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different failure modes: SwitchTransformers sparse-layer config vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions in different models: Pegasus v4/v5 output mismatch vs Deepseek tokenizer correctness change." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "AutoTokenizer ignoring `tokenizer.json` is unrelated to trust_remote_code breakage from removed `is_torch_fx_available`." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different areas: remote-code utility removal vs Deepseek tokenizer output regression." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet accelerate-loading unpack bug is unrelated to GraniteSpeech stale CI device-override test." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Trailing-slash local model import warning is unrelated to GLM-4.7-Flash loading failure in tests." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BeitImageProcessorFast `reduce_labels` bug." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different model/output regressions: Pegasus v4/v5 mismatch vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage and token-embedding reinit on `post_init` are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and MPS attention correctness are different problems." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: loss/AMP crash vs dtype mismatch in inference." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug is unrelated to the stale `num_return_sequences` warning in paged generate()." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The canonical duplicate choice is well grounded: issue:45310 and issue:45478 have effectively the same title and clearly refer to the same Qwen3.5 MoE from_pretrained regression. The remaining soft-edge rejections are conservative and supported by the packet-level titles/symptoms, without overstating evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:37428", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43412", + "issue:43550", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44568", + "issue:44743", + "issue:44857", + "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:43927|issue:45698", + "issue:28218|issue:32090", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:45198|issue:45803", + "issue:45372|issue:45588", + "issue:37428|issue:44987", + "issue:29942|issue:35141", + "issue:43873|issue:44493", + "issue:45459|issue:45712", + "issue:32090|issue:33357", + "issue:45245|issue:45563", + "issue:43412|issue:45588", + "issue:43873|issue:45229", + "issue:41720|issue:45229", + "issue:43278|issue:43329", + "issue:43976|issue:45440", + "issue:10000|issue:15354", + "issue:45372|issue:45406", + "issue:43065|issue:43994", + "issue:42490|issue:43575", + "issue:28218|issue:29127", + "issue:43065|issue:45412", + "issue:45372|issue:45459", + "issue:44857|issue:45588", + "issue:43653|issue:44743", + "issue:44448|issue:44466", + "issue:43278|issue:43381", + "issue:45588|issue:45823" + ], + "prepared_review_unit_hash": "0cf171807dcf9593b079f38be0bdcdde304d60ea1ad7ac041a25509f2b4b22ec", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36365, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a duplicate set; it mixes unrelated tokenizer, model-loading, device, export, quantization, and evaluation regressions. I reject every soft edge candidate.", + "confidence": 0.93, + "canonical_issue_reason": "No single true duplicate canonical stands out. If a representative is needed, issue 43873 is the most central anchor because it has the broadest infrastructure scope and the most activity/inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best cluster representative by activity and breadth, but it is still not a duplicate for the rest of the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Different bugs: tokenizer special-token insertion vs Gemma3 NaN embeddings in sliding-window attention." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is config token IDs and the other is wrong custom module loading; not the same code path." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-space behavior is unrelated to Trainer _gpu_broadcast_one NoneType errors." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch is unrelated to a qwen3_omni_moe feature-length helper bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure and feature-extract length behavior are different problems." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Save/tokenization failure in Wav2Vec2 is not the same as a bare-except swallowing errors in Fuyu conversion." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Processor import breakage from mistral_common is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Different import/loading failures with no shared concrete failing code path." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization offloading and unexpected position-id keys are different issues." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer exception masking is unrelated to leftover dummy classes and dir(check_repo) failures." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "NoneType GPU broadcast and MacOS bus error are different failure modes." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality RuntimeError is unrelated to a stale generate warning." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export issues are not the same as a flash-attention attribute crash." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization offloading and Gemma4 multi-GPU OOM are distinct memory-related symptoms, not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Gemma4 OOM are separate device-placement problems." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "BF16-to-FP32 eval dtype drift is unrelated to the undefined video-branch variables bug." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3 implementation divergence are unrelated." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue and torch.jit.script GeneratorExp export failure are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import failure and Gemma4Processor missing _tokenizer in serve are different breakages." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to SigLIP2 nonsensical outputs." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Import warning on trailing-slash local paths is unrelated to tp OOM when loading Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing after added tokens and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Sam3PixelDecoder layer and RT-DETR memory-release issues do not share the same underlying bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "ReasoningEffort import breakage is unrelated to protobuf exception masking in tokenizers." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetrImageLoss AMP crash and flash_attention s_aux=None crash are different code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and Qwen3 recurrent-state reset are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus v4/v5 output differences and lm_head serialization inconsistency are separate regression classes." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype change and gradient-checkpointing-in-eval are different issues." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Both mention device-related Gemma4 behavior, but one is a flash-attention null-field crash and the other is a PLE device mismatch; not the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43066", + "issue:43257", + "issue:43278", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43653", + "issue:43701", + "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:44462", + "issue:44479", + "issue:44610", + "issue:44871", + "issue:44977", + "issue:45103", + "issue:45198", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45520", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:44206|issue:44479", + "issue:43066|issue:44462", + "issue:43994|issue:45412", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:44451|issue:45520", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:44871|issue:44977", + "issue:44265|issue:45198", + "issue:43756|issue:45440", + "issue:43421|issue:45491", + "issue:29942|issue:30064", + "issue:43257|issue:43278", + "issue:33357|issue:39692", + "issue:44610|issue:45412", + "issue:29127|issue:34567", + "issue:42490|issue:43873", + "issue:32090|issue:33290", + "issue:45103|issue:45372", + "issue:45440|issue:45593", + "issue:43824|issue:44279", + "issue:43653|issue:44442", + "issue:43761|issue:45859", + "issue:43526|issue:45834", + "issue:43381|issue:43701", + "issue:43526|issue:44186", + "issue:29942|issue:36010", + "issue:29127|issue:33357" + ], + "prepared_review_unit_hash": "c90e3fcb248e72672bbddb756d99949a47cc91e83cbedf539c8c6b788f10784f", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36306, + "estimated_input_tokens": 9077, + "estimated_eval_tokens": 18410 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a heterogeneous set of unrelated bugs and feature reports across tokenizers, vision processors, quantization, trainer, import paths, and model-specific regressions. I do not see a single coherent duplicate cluster or a clear canonical issue/PR target.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Different regressions in different code paths: LasrFeatureExtractor arg handling vs Qwen video-input behavior." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both tokenizer-loading related, but one is a decoder-type mismatch in v5 and the other is repository tokenizer.json resolution; not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference quality issue and RT-DETR memory reclamation bug are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline output shape change and Trainer broadcast NoneType error are unrelated subsystems." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER padding/truncation crash vs Wav2Vec2 save/tokenization failure; different models and failures." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model-loading failure for a specific repo is unrelated to the Python 3.13 flash_attn import-utils KeyError." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Both touch quantization, but one is FP8 loading failure and the other is quantized model saving; not the same concrete bug." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer AttributeError on tasks and Wav2Vec2 save_pretrained/tokenization failure are distinct." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS token config mismatch is not the same as a flash-attention generation regression." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure around torch_compilable_check is unrelated to Wav2Vec2 tokenization/save_pretrained issues." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different model-implementation mismatches with different symptoms and code paths; too broad to merge." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token post-processor update bug is unrelated to Gemma3 NaN embeddings from sliding-window padding." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate/deepspeed and training/eval dtype drift are different bugs." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error on a community CLIP model and SigLIP2 docs errors are different problems." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor output-size mismatch and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counter update are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantization offloading failure are not the same issue." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error and DeepSpeed Adafactor OOM are distinct failures." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring crash from future annotations and Gemma 4 processor import error are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Missing Qwen2.5-VL import and generic dependency issue are not the same concrete bug." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration bug and FastSpeech2ConformerTokenizer loading failure are different tokenizer issues." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are different image-processing failures." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction and checkpoint resume key mismatch are separate training-control bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2 tokenizer crashes are not the same bug." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import error are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and MacOS CLIP bus 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": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:34567", + "issue:35141", + "issue:42490", + "issue:42907", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43334", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45245", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:29127|issue:35141", + "issue:44464|issue:45491", + "issue:42915|issue:43931", + "issue:44442|issue:45072", + "issue:43262|issue:44206", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44062|issue:45907", + "issue:43232|issue:43388", + "issue:43441|issue:45588", + "issue:44743|issue:44811", + "issue:43761|issue:44079", + "issue:43646|issue:44077", + "issue:43575|issue:43701", + "issue:45003|issue:45440", + "issue:43575|issue:44387", + "issue:43723|issue:45479", + "issue:44442|issue:45803", + "issue:43761|issue:44188", + "issue:44479|issue:45290", + "issue:43316|issue:43525", + "issue:42907|issue:45698", + "issue:44442|issue:44898", + "issue:42490|issue:44743", + "issue:33290|issue:34567" + ], + "prepared_review_unit_hash": "4dfbf2e175a9b36c154645749ed5b3373096da7a26b298968905913070f7320e", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35884, + "estimated_input_tokens": 8971, + "estimated_eval_tokens": 18198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly unrelated one-off bugs/regressions across different subsystems; the soft pairs share superficial vocabulary but not the same concrete failure mode. I would reject all soft edges.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 is the broadest, most general loading/saving bug in the set and is still open; the rest are mostly model-specific or subsystem-specific regressions that do not form a clear duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best representative if one issue must anchor this cluster: it concerns core from_pretrained/save_pretrained behavior and has broader reuse potential than the other narrowly scoped bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen issues: missing `pad_token_id` on Qwen3-VL vs `sliding_window` behavior on Qwen3-MoE; not the same bug." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation regression vs a generic category-count runtime limit; unrelated failure modes." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 box-clarity error message vs token-embedding reinitialization after resize; different code paths and symptoms." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled chunked generation inconsistency vs Gemma3 NaN embeddings from sliding-window/all-padding windows; not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch; separate model-loading problems." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure for FastSpeech2ConformerTokenizer vs dtype mismatch in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default issue vs unsupported `center` argument in a different feature extractor." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiTImageProcessorFast label reduction bug vs LwDetrImageLoss AMP/CUDA crash; unrelated subsystems." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Trailing-slash local model import warning vs gradient checkpointing being disallowed in eval mode; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "`AddedToken` keyword collision vs `list_repo_files` not forwarding `revision`; different APIs and failures." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update after `sync_gpus` vs metric gathering dropping tuple labels; separate bugs." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but one is a Ministral-3 model regression and the other is an `s_aux=None` crash in a different integration path." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Recurrent state reset in Qwen3.5 MoE vs Whisper `batch_decode` ignoring `skip_special_tokens`; no shared underlying bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVisionModel not returning hidden states vs ModelOutput key assignment when a key was previously `None`; different abstractions." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Transformers 5.0 custom model init breakage vs `patchtsmixer` `post_init` contract issue; not the same problem." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP loading OOM for a Qwen2 model vs checkpoint resume key mismatch; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe `sys.modules` access in `modeling_utils` vs DeepSeekV3MoE implementation divergence; different code paths." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is TP model loading and the other is int4 quantization reserved-memory growth; not mergeable as one bug." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading issue in v5 vs degenerate zero-loss sequence classification; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs bare `except` in Fuyu tensor conversion; no shared underlying defect." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states regression in CLIPVisionModel vs attention-kernel divergence under `torch.compile`; distinct issues." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen-family models vs chat-template tokenization crash on tool-call assistant messages; different layers." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Llama4Config missing `pad_token_id`; similar theme, but not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both touch model save/load, but one is dequantized Ministral save failure and the other is wrong custom module loading after save/load; too different to merge." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver non-default-resolution image classification failure; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local path import warning vs Qwen3.5 recurrent-state reset bug; no common failure mode." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "DeepSpeed Adafactor OOM vs `num_input_tokens_seen` not updating; entirely separate training issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43493", + "issue:43540", + "issue:43611", + "issue:43643", + "issue:43673", + "issue:43688", + "issue:43720", + "issue:43749", + "issue:43825", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45137", + "issue:45216", + "issue:45372", + "issue:45491", + "issue:45759" + ], + "soft_pairs": [ + "issue:34689|issue:43611", + "issue:39692|issue:45491", + "issue:33290|issue:35141", + "issue:43931|issue:45216", + "issue:33290|issue:34689", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:44077|issue:44479", + "issue:43316|issue:45759", + "issue:43720|issue:44442", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:44190|issue:44496", + "issue:33290|issue:36331", + "issue:44855|issue:45137", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:42175|issue:43316", + "issue:43673|issue:44743", + "issue:43065|issue:44617", + "issue:43404|issue:43441", + "issue:44162|issue:44792", + "issue:43295|issue:43825", + "issue:25251|issue:28282", + "issue:43388|issue:43688" + ], + "prepared_review_unit_hash": "1a7b2f9b063d6aaf2222e6d3d8f35b2cb02f0997eaa0d4afcecb595a62dce6fa", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36336, + "estimated_input_tokens": 9084, + "estimated_eval_tokens": 18424 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a false-positive semantic neighborhood: the issues span unrelated regressions, model families, and API surfaces. I found no pair that looks like the same underlying bug/change, so all soft edges should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No true duplicate center emerges; if one issue must be chosen, issue 34689 is a clear, well-described regression report and a reasonable representative of the cluster\u2019s broad 'model loading breakage' theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 34689 is the most concrete and broadly representative bug report in an otherwise heterogeneous set, but it is not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both involve loading regressions, but one is a specific Llama 3.2 Vision breakage in 4.46.2 and the other is a v5 base_model_prefix loading change; different code paths and failure modes." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Different models and different bugs: SigLIP2 docs/example errors versus Gemma3 NaN embeddings during mixed-length batching." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor + DeepSpeed is unrelated to token embedding resize reinitialization in post_init." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "One is a weight-shape mismatch during loading, the other is an incorrect save_pretrained checkpoint for Qwen3.5; not the same underlying bug." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Different subsystems and symptoms: optimizer/deepspeed memory blowup versus model-loading regression for a specific vision model." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and stale pipeline documentation are different issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init validation and Qwen video-input regression are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config APIs, but one is a Gemma3TextConfig inconsistency and the other is AutoModelForCausalLM unwrapping composite multimodal text_config; different fixes." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet accelerate loading with packed weights is unrelated to AutoTokenizer failing for a custom tokenizer." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different dependency chains." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Trust-remote-code config field loss is not the same as GPTNeoX rotary_pct resetting on reload." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure is not the same as a specific model weight-shape mismatch." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Different loading errors with different root causes; one is a version regression for Llama 3.2 Vision, the other is a missing GenerationMixin import path." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Dataset loading in a training script is unrelated to unrecognized model_type in config.json." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "OOM in DeepSpeed/Adafactor is unrelated to CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 IndentationError on import is unrelated to a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both involve configs, but the specific discrepancies and affected models differ; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are multimodal processor bugs, but one is Qwen3OmniMoe video processing and the other is batched apply_chat_template padding behavior in Qwen2_5_VL." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend dependency omission is unrelated to a Gemma3TextConfig API discrepancy." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but the first is missing GenerationMixin cache in chunked_prefill while the second is recurrent state reset in modular qwen3_5; different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d implementation issue is not the same as a CUDA OOM in Sam3Video." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying and Ministral-3 FlashAttention failure are distinct bugs." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage affecting workflows and a janus image-generation test failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer/image passing regression is different from a pipeline error message about translation support." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to a missing PyTorch dependency ImportError." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Label truncation in gather_for_metrics is unrelated to auxiliary-loss normalization in OLMoE/GPT Oss." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:32090", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43475", + "issue:43504", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45290", + "issue:45381", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45698" + ], + "soft_pairs": [ + "issue:41950|issue:43475", + "issue:44077|issue:44534", + "issue:16998|issue:22355", + "issue:43550|issue:43701", + "issue:44871|issue:45584", + "issue:43761|issue:44479", + "issue:43606|issue:43701", + "issue:45127|issue:45200", + "issue:43295|issue:44871", + "issue:43452|issue:44496", + "issue:42617|issue:43575", + "issue:43575|issue:43742", + "issue:44734|issue:45406", + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:44617|issue:45584", + "issue:43761|issue:44242", + "issue:43931|issue:44060", + "issue:45563|issue:45584", + "issue:32090|issue:35141", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44792|issue:44977", + "issue:44521|issue:45381", + "issue:43906|issue:45290", + "issue:43827|issue:43994", + "issue:44464|issue:45563", + "issue:44534|issue:44913", + "issue:44190|issue:44964" + ], + "prepared_review_unit_hash": "2e4e383b1b7301f3b6a9c5a6cbf4247fa6bce2ad146eaaefa5fca5a9948f2d87", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36073, + "estimated_input_tokens": 9019, + "estimated_eval_tokens": 18294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: most soft pairs share only broad subsystem or wording similarity, not the same underlying bug. No pull requests are present. Issue 44521 is the best anchor only because it is open, active, and well-scoped.", + "confidence": 0.42, + "canonical_issue_reason": "Issue 44521 is the strongest canonical anchor in this set: it is open, has the most inbound references, and describes a concrete reproducible multimodal chat-template regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the most triage-worthy representative issue because it is active, well-described, and likely to attract follow-up reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different bugs: pipeline processor lookup vs missing model output attribute in SAM3 video." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "One is a post_init allowance policy change; the other is a v5 buffer initialization regression." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Unrelated topics: DeBERTa model_max_length question vs missing transformers.onnx module." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "SDPA/torch.compile failure is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Different code paths: eos_token_id config mismatch vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Both are regressions, but on different models and different failures; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to checkpoint key mismatch." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge / tied embeddings issue is different from Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to eos_token_id configuration drift." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both concern loading, but the root causes differ: gguf_file handling vs missing model_type in config." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "A script startup failure and an OOM during tensor-parallel loading are not the same defect." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM during model load does not match a key error for MobileLLM loading." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both hit transformers serve, but one is KV-cache indexing and the other is a missing processor attribute." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage is not the same as GPTNeoXConfig reload reverting rotary_pct." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy field handling in BEiT preset loading is unrelated to wrong custom-module selection after save_pretrained." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video is unrelated to Whisper empty transcription behavior." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Hidden_states missing in CLIPVisionModel is different from missing load-balancing loss when router logits are off." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Shape mismatch on Qwen3-VL load is not the same as tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate is unrelated to a generation crash on empty Whisper output." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to embedding reinitialization after resize." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to eos_token_id config inconsistency." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Both are regressions, but one concerns video input processing and the other server-side KV-cache indexing." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is different from OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Failed Janus image-generation test is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal, but assistant mask generation and video vision_position_ids are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "An isolated reproduction of an older issue is not enough to match the tool-call/no-content chat-template crash." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Documentation references to removed pipelines do not match a model-output correctness problem." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Generation inconsistency and a stale warning are different severity and different failure modes." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX config reload defaults." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script is unrelated to loading a multimodal model preset." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41720", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43650", + "issue:43976", + "issue:44016", + "issue:44077", + "issue:44079", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44462", + "issue:44496", + "issue:44734", + "issue:44737", + "issue:44792", + "issue:44855", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:44933|issue:45362", + "issue:41720|issue:45245", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:43388|issue:44079", + "issue:35141|issue:42490", + "issue:44462|issue:45907", + "issue:43335|issue:44855", + "issue:44077|issue:44079", + "issue:44938|issue:45542", + "issue:43550|issue:44190", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:44112|issue:45600", + "issue:44496|issue:45803", + "issue:43335|issue:44190", + "issue:43650|issue:44220", + "issue:45276|issue:45584", + "issue:39692|issue:44190", + "issue:45245|issue:45584", + "issue:41950|issue:44016", + "issue:43479|issue:45375", + "issue:43295|issue:45276", + "issue:36246|issue:41628", + "issue:36246|issue:38617", + "issue:44186|issue:44734", + "issue:38175|issue:43065" + ], + "prepared_review_unit_hash": "a5a112a68f564965a0408cf3f9900ba9ba3db224c9f535914556750a49544df1", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36323, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly high-similarity false positives: they overlap in broad subsystem vocabulary (imports, configs, pipelines, CI, model loading) but describe different models, code paths, and failure modes. I would not deduplicate any of them.", + "confidence": 0.97, + "canonical_issue_reason": "If a single issue must be chosen as the representative, issue 45276 is the clearest, most concrete standalone bug in this set: it precisely describes a resize-token-embeddings/output-embeddings mismatch with a reproducible model behavior change.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45276 is the strongest issue candidate because it is specific, actionable, and tied to a concrete state inconsistency after embedding resizing; it is the most understandable representative among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Different problems: an invalid import from image_utils vs a Qwen3.5 chat runtime crash." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Unrelated failures: auto device mapping CUDA assert vs category-count limit error." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI-ish, but one is a janus image-generation test failure and the other is a stale auto-mapping reference bug." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Completely different code paths: Python 3.13 parsing/IndentationError vs flash-attention aux-state handling." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different bugs: XLNet device placement in positional encoding vs a bare-except swallowing errors in Fuyu tensor conversion." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but distinct issues: LoRA merge with extended vocab vs incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43388", + "right": "issue:44079", + "accept": false, + "reason": "One is metric gathering dropping tuple labels; the other is ModelOutput field assignment with None keys." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Embedding reinitialization after resize is unrelated to the local-path trailing-slash import warning." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Both involve repository/file lookup, but tokenizer.json precedence and list_repo_files revision forwarding are different APIs and failures." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Different models and bugs: SwitchTransformers sparse-layer creation vs DebertaV2 Python 3.13 import parsing." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "Unrelated: patchtsmixer post_init policy vs ModelOutput key reassignment behavior." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is not the same as the tensorboard-without-TensorFlow backend error." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different surfaces entirely: torch.compile/SDPA failure in Bamba vs dataset loading in an image-classification script." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are version-compatibility reports, but one targets Python 3.9/3.10 behavior and the other is a Python 3.13 IndentationError." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization junk is not the same as GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different runtime paths: Qwen3OmniMoe video-input validation vs transformers serve KV-cache indexing." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "A stale GraniteSpeech test is not the same as broken auto_mappings references to removed configs." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Model config discovery/import failure is unrelated to FuyuBatchFeature's broad exception handling." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Different subsystems and symptoms: SwitchTransformers config creation vs local dataset loading in a training script." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder 'ADD THE DATA' issue is not the same as an audio feature extraction bug." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Embedding-resize/output-embedding inconsistency is unrelated to Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Docs example/quantization failures are distinct from a local dataset loading problem." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Different errors and models: category cardinality limit vs Whisper generation on empty transcription." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "One is a video-classification pipeline bug; the other is a notebook syntax error." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config issues, but they affect different multimodal configs and different fields/defaults." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Regression in processor.tokenizer/image passing is unrelated to Gemma4 token-embedding resize behavior." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different model modules." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules; not the same underlying bug." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash and serve KV-cache indexing crash are separate failures." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Different models and mechanisms: SigLIP2 zero probabilities vs Sam3PixelDecoder dummy Conv2d." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43404", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45042", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45446", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759" + ], + "soft_pairs": [ + "issue:44683|issue:45446", + "issue:42175|issue:44279", + "issue:44016|issue:44220", + "issue:44466|issue:44913", + "issue:44734|issue:45632", + "issue:43404|issue:45216", + "issue:44561|issue:45632", + "issue:44246|issue:45003", + "issue:42490|issue:45632", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:42907|issue:43441", + "issue:43854|issue:44964", + "issue:44016|issue:44062", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:43673|issue:44336", + "issue:43531|issue:45600", + "issue:43824|issue:44933", + "issue:44496|issue:45042", + "issue:43526|issue:43901", + "issue:43299|issue:45216", + "issue:44075|issue:44368", + "issue:45335|issue:45584", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:43901|issue:44496", + "issue:44496|issue:45759", + "issue:44351|issue:45278" + ], + "prepared_review_unit_hash": "0b8816fae2909264dc6cae672aa096cccdca1187a24b84a208a3bc33b3bcc904", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36350, + "estimated_input_tokens": 9088, + "estimated_eval_tokens": 18432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are a heterogeneous set of unrelated Transformers issues; the soft pairs mostly only share broad subsystem or regression language, not the same concrete bug. No soft edge should be merged.", + "confidence": 0.97, + "canonical_issue_reason": "No true duplicate cluster emerges from these candidates. If one issue must serve as an umbrella, issue 45278 is the broadest (many import errors after upgrade), but it is still not the same underlying bug as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 45278 is the most general and umbrella-like issue in the set, so it is the least bad anchor for triage, though the set is too diverse to treat as one duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Different failures: compiled flex_attention on torch>=2.9 vs a wrong PyTorch version check for AuxRequest import." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging dependency problems, but one is missing TensorFlow in extras and the other is a general transformers dependency issue; not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error vs a feature-specific audio feature extraction issue; unrelated code paths." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/serialization behavior, but one is tied lm_head.weight saving and the other is rotary_pct not persisting on reload." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve/KV-cache tensor indexing crash is unrelated to a trust_remote_code cache-path collision for local models." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight tying in Mistral3 conditional generation is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of a helper breaking trust_remote_code models is a different failure mode from local cache-path collisions." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import latency during transformers import is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Local path ending with slash import warning is different from cache path collisions between same leaf directory names." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from trust_remote_code AutoConfig return values is not the same as an unrecognized-model/config.json model_type error." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test regression on GraniteSpeech device override is unrelated to loading Phi-4 multimodal models." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and FlashAttention loading failures are separate model-specific bugs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Unit-test load failure for GLM-4.7-Flash and Phi-4 multimodal loading failure are different models and code paths." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword collision are unrelated issues." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility breakage is not the same as a specific model loading failure on 5.1.0+." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma resize_token_embeddings bug affect different APIs and model components." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is unrelated to ANSI codes emitted by loading_report." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings references are different bugs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Qwen2.5-VL import/export failure is not the same as a nonexistent import from image_utils." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model/config error is different from PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to TextClassificationPipeline docs mismatch." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading breakage is a different model family and failure mode from Qwen3.5 save_pretrained corruption." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer arguments not being used is unrelated to a tie_word_embeddings warning in Qwen3.5 fine-tuning." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma embedding resize bug is unrelated to Whisper empty transcription generation after token alignment." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python compatibility and dependency issues are both environment-related, but they are not the same concrete failure." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary losses with denoising off are unrelated training behaviors." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related regressions, but one is loading failure and the other is incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores and a model config loading error are not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config loading failure is different from AutoModelForCausalLM not unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "Missing HybridCache import is a specific symbol export issue, not the broad import-error cluster described by 45278." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:33290", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43479", + "issue:43525", + "issue:43577", + "issue:43650", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44898", + "issue:45020", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45405", + "issue:45542", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:44521|issue:45325", + "issue:41950|issue:45020", + "issue:43976|issue:45405", + "issue:44242|issue:45200", + "issue:43479|issue:43525", + "issue:44779|issue:45812", + "issue:41950|issue:45823", + "issue:38175|issue:44617", + "issue:43577|issue:45216", + "issue:44683|issue:45542", + "issue:39692|issue:43901", + "issue:43299|issue:43854", + "issue:44279|issue:45405", + "issue:41950|issue:43650", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:44297|issue:44462", + "issue:45081|issue:45907", + "issue:44016|issue:44291", + "issue:43441|issue:45834", + "issue:33290|issue:45656", + "issue:45600|issue:45712", + "issue:43450|issue:44279", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:44261|issue:44263", + "issue:43650|issue:45290" + ], + "prepared_review_unit_hash": "b49b549da53e24330d425c68000b5931dc6369d387d8d5fa41c09812b82d64cf", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36117, + "estimated_input_tokens": 9030, + "estimated_eval_tokens": 18316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely a collection of unrelated Transformers issues with superficial similarity around regressions, tokenizers, multimodal models, and deepspeed. I found no strong duplicate pairs to merge; the soft matches are mostly same-subsystem, not same-bug matches.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45020 is the broadest representative report here: it describes a recent-version regression affecting model loading/remote code and best matches the cluster\u2019s overall \u2018v5 breakage\u2019 theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most suitable anchor because it is broad, open, and discussion-heavy, while the other issues are narrower, model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but one is a chat-template masking bug and the other is a RoPE/position-id scaling issue for Qwen2.5-VL. Different code paths and symptoms." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote-code model breakage are unrelated failures." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version support failure and a PEFT minimum-version bump are not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and Gemma4 mm_token_type_ids defaults are different model behaviors." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different configs and different failures: default multimodal config initialization vs missing pad_token_id on Llama4Config." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they target different model families and likely different tokenizer code paths." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Processor selection for video classification is unrelated to Gemma4 device placement during forward." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and CUDA OOM in Sam3Video are unrelated issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained serialization are distinct bugs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and tensorboard/TensorFlow backend installation are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both involve docs, but one is a SigLIP2 example error and the other is a pipeline docs mismatch." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different loading failures; not the same underlying regression." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency issue is not the same as a specific unreleased PEFT version bump." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Unrelated: video pipeline processor lookup vs an unrelated placeholder issue." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor/tokenizer regression in v4.57.5 is separate from Deepseek tokenizer misbehavior in v5." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and Mistral regex patch crashing are different tokenizer-loading bugs." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class serialization mismatch is not the same as repository tokenizer.json being ignored." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Mistral tokenizer loading and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 and OCR index error in Kosmos2.5 are different model-specific bugs." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention deepspeed/optimizers, but OOM with Adafactor and double optimizer.step calls are different issues." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo hygiene/CI problems, but they concern different files and failure modes." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug and a dependency issue are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Different vision-model bugs: dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default resolution failure." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving failure and dequantized load/offload failure are distinct stages and bugs." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Serialization of lm_head.weight and resize_token_embeddings not updating Gemma4 outputs are separate problems." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "MLA layernorm epsilon mismatch and GlmMoeDsaIndexer split-return handling are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Placeholder issue and apply_chat_template crash with tool-call assistant messages are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:41628", + "issue:42175", + "issue:42491", + "issue:43122", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43650", + "issue:43653", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44987", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44623|issue:45397", + "issue:43441|issue:44683", + "issue:44623|issue:44749", + "issue:43653|issue:45593", + "issue:43262|issue:44521", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:43673|issue:43761", + "issue:44361|issue:45593", + "issue:42175|issue:43976", + "issue:44671|issue:44779", + "issue:43784|issue:45542", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:44987|issue:45542", + "issue:43824|issue:43976", + "issue:44297|issue:45397", + "issue:44188|issue:44336", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:43450|issue:44617", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:45561|issue:45563", + "issue:43901|issue:44246", + "issue:42491|issue:43299", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:44295|issue:45397" + ], + "prepared_review_unit_hash": "89f96f0701692593d902868c841374adc4472e841bb338ecc00da64aff6446f1", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35460, + "estimated_input_tokens": 8865, + "estimated_eval_tokens": 17986 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose embedding match around Transformers v5-era regressions, but the paired items are on different code paths (tokenizers, model loading, chat templates, attention kernels, backend packaging, docs, etc.). I do not see any soft pair that is close enough to be treated as the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": "issue:44521 is the most central user-facing bug in this set: it is broad, clearly described, open, and has the most obvious potential to attract/collect related multimodal chat-template regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best representative issue here because it is concrete, high-signal, and more likely than the others to serve as a meaningful anchor for nearby regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different failures: saving processor artifacts vs loading a model under zero3; no shared concrete code-path." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention attention backends, but one is FlashAttention in Ministral-3 and the other is compiled flex_attention on torch>=2.9; distinct bugs." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save_pretrained missing files and tokenizer throughput regression are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration is unrelated to D-FINE auxiliary loss logic." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Same API family, but different bug: audio sampling-rate default vs multimodal assistant mask generation." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression and ESM2 model breakage are different issues." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error is not the same as Gemma4 device-map forward mismatch." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache/chunked_prefill failure and CLIPVision hidden_states regression affect different modules and behaviors." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer task AttributeError and D-FINE auxiliary loss omission are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend packaging/install issue and Python version compatibility issue are different root causes." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and different symptoms: CamemBERT MLM predictions vs Deepseek tokenization." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Both are import/backend-related, but one is a missing nn import in sentence-transformers integration and the other is a missing TensorFlow backend when only tensorboard is installed." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch about return_all_scores is not the same as incorrect SigLIP2 inference outputs." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer output drift and a nonspecific 'ADD THE DATA' issue do not identify the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure for a specific repo and TensorFlow backend packaging issue are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Qwen2_5_VL import failure and Python 3.9/3.10 compatibility are different failure modes." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization mismatch and Gemma4 loading under zero3 are different code paths." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config missing pad_token_id and glm-4v-9b loading failure are model-specific and not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "One is a specific config attribute absence; the other is a generic trust_remote_code field-loss issue. Similar theme, different defect." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video processor shapes and Sam3Video CUDA OOM are not the same underlying problem." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different runtime errors." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor and Python version support are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale generate() warning are unrelated test/runtime issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation note about return_all_scores and slow import behavior are different concerns." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE, but one is LoRA compatibility across versions and the other is base-model loading regression; too different to merge as one fix." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI output formatting and a wrong docstring are not the same bug." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss routing logic and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Buffer registration/readback error and Gemma4 zero3 loading failure are different defects." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43531", + "issue:43596", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45459", + "issue:45561", + "issue:45584", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:43352|issue:45250", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:43526|issue:45003", + "issue:45003|issue:45561", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:44162|issue:45200", + "issue:44295|issue:44749", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:44779|issue:45292", + "issue:45292|issue:45584", + "issue:43901|issue:45003", + "issue:45292|issue:45701", + "issue:43232|issue:44336", + "issue:42886|issue:45229", + "issue:43065|issue:43408", + "issue:44987|issue:45459", + "issue:44496|issue:45003", + "issue:45375|issue:45759", + "issue:43257|issue:45137", + "issue:43262|issue:44246", + "issue:44995|issue:45200", + "issue:44060|issue:44077" + ], + "prepared_review_unit_hash": "70abf0262e597b254f4f0fd35406be8df6929df57bd75646db8323e6ed6ffa78", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35958, + "estimated_input_tokens": 8990, + "estimated_eval_tokens": 18236 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug or change. The set is heterogeneous across unrelated areas (pipelines, tokenizer/config loading, generation, DeepSpeed, and model-specific issues), so none should be deduplicated.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits this cluster: the candidates cover unrelated defects and no pair looks mergeable as the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication; the list is too mixed to anchor a canonical representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Different subsystems and symptoms: video-classification pipeline processor lookup vs audio fbank feature extraction." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance issue is unrelated to model config parsing failure for an unrecognized model." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Both involve Qwen, but the bugs differ: sliding-window handling vs chat crash on Qwen3.5-35B." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Distinct import errors in different packages: Qwen2.5-VL image processor vs huggingface_hub offline helper." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a model-specific Flash Attention support error; the other is only a broad feature title with no matching code path shown." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules; no shared code-path or fix." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI color output in loading reports is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT image processor label reduction bug is unrelated to unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe module lookup and xdist file race are separate testing/runtime problems." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache bug is unrelated to removal of is_torch_fx_available breaking trust_remote_code models." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowdown has no concrete relation to Gemma eos_token_id configuration mismatch." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss omission and LWDETR AMP crash are different MoE vs vision-loss bugs." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific issues." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to the reported tokenization slowdown." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSpeed ZeRO3 deque IndexError are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Strict config loading for granite_speech is not the same as missing Qwen3_5MoeVisionConfig field handling." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression and resize_token_embeddings output embedding mismatch are different bugs." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize behavior is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to sys.modules access." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "resize_token_embeddings/output embeddings bug is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading bug is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video/sam3_tracker config mismatch are different SAM3 issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure for physical-intelligence/fast is unrelated to tokenizer exception masking when protobuf is absent." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config error is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in Qwen3_5MoeVisionConfig is not the same as AutoModelForCausalLM unwrapping text_config." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and ZeRO3 deque popping are different failure modes." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample-rate default bug is unrelated to import performance." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache crash does not match Gemma4 token-type-id defaults." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3.5 tied-weights warning and patchtsmixer optional post_init are unrelated model/config issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42371", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43540", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44623", + "issue:44661", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45335", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:43475|issue:43540", + "issue:43653|issue:44162", + "issue:44466|issue:45335", + "issue:45397|issue:45656", + "issue:44995|issue:45588", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "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:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:28282|issue:30990", + "issue:42994|issue:43482", + "issue:45230|issue:45397", + "issue:42371|issue:45092", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:41628|issue:44933", + "issue:45081|issue:45103", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:43232|issue:44188" + ], + "prepared_review_unit_hash": "589c4b661defa5488cb3fea9cb22746fb1831c6b1d232049676fe27c1890884f", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37588, + "estimated_input_tokens": 9397, + "estimated_eval_tokens": 19050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab bag of unrelated regression reports across tokenizers, generation, model loading, deepspeed, vision, and import/export paths. I did not find any soft pair that looks like the same concrete bug fix target, so no duplicate merges are warranted.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest current umbrella report in the set: it targets upgrade-related import regressions across many cases and is open, making it the best central triage anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single issue to keep as the representative hub because it is broad, current, and likely to accumulate related import-regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different models and failure modes: SAM 3 video missing an encoder output attribute vs Qwen3OmniMoe video-input processing ValueError." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "One is a BigBirdTokenizer special-token registration bug; the other is an ESM2 breakage report affecting workflows, not the same code path." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both involve weight/embedding serialization, but one is tied lm_head serialization by device and the other is resize_token_embeddings not updating decoder.embed_tokens; different bugs." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed, but one is a gemma-4 from_pretrained/ZeRO3 issue and the other is double optimizer stepping; unrelated code paths." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A second-forward stale indexer cache crash is not the same as a flash-attention crash on s_aux=None." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "One is a tie_word_embeddings warning during fine-tuning; the other is a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A warning about tie_word_embeddings is unrelated to Qwen3.5 generation failures under flash-attention." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both touch KV/cache behavior, but one is missing GenerationMixin cache in chunked_prefill and the other is wrong tensor indexing during /v1/responses continuation." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to stale auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a config warning about tie_word_embeddings." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "A missing import from image_utils is not the same as protobuf decode errors being masked by except import_protobuf_decode_error()." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing-replacement-character timestamp decoding and Kimi-K2.5 codec/fix_mistral_regex regression are different tokenizer issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both are generation-related, but one is sync_gpus/update_model_kwargs logic and the other is v5 chunked_prefill cache availability." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained writing the wrong tokenizer_class is a different save-path bug from processor.save_pretrained missing files." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Chunked_prefill cache handling is not the same as broad import errors after upgrading from 4.57.0 to 5.5.0." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Custom model initialization breakage in v5 is too broad to equate with an ESM2-specific workflow regression." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError on tasks is unrelated to performance slowdown in filtering after upgrading Transformers." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing files from processor.save_pretrained is unrelated to DeepSpeed causing the optimizer step to run twice." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A performance regression in data filtering and a DeepSpeed double-step bug are not the same underlying issue." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Slow filtering after upgrade is unrelated to Qwen3.5 Moe from_pretrained errors." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch-missing ImportError and Sentence Transformers hanging on load are different environment/loading problems." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure in v5." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report does not identify the same from_pretrained/ZeRO3 issue as gemma-4." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API-setting guidance is unrelated to old InternVL2 checkpoints breaking under meta initialization." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video encoder output missing an attribute is unrelated to AutoConfig returning missing fields under trust_remote_code=True." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different vision/video regressions in different models: SAM 3 output attribute error vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained breakage and processor.save_pretrained missing files are separate bugs." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "An AutoImageProcessor import error and a missing image_utils import are related only at a broad import level, not the same concrete bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Mistral regex patch crashing on tokenizer backend access is unrelated to auto_docstring crashing on future annotations." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 vision encoder output and add-new-model-like failing inside TOKENIZER_MAPPING_NAMES are different subsystems and failures." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Missing deepstack_visual_indexes in a vision config is not the same as Qwen3.5 Moe from_pretrained errors." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin cache handling after sync_gpus is unrelated to diverging attention kernels under torch.compile." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43704", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44373", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45375", + "issue:45561", + "issue:45712", + "issue:45753", + "issue:45812" + ], + "soft_pairs": [ + "issue:42673|issue:43704", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:41628|issue:44351", + "issue:42831|issue:44222", + "issue:44945|issue:45753", + "issue:44222|issue:45310", + "issue:43673|issue:44188", + "issue:36010|issue:41628", + "issue:42994|issue:44164", + "issue:42175|issue:45712", + "issue:42222|issue:45200", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:43377|issue:44242", + "issue:43526|issue:45561", + "issue:43504|issue:45561", + "issue:44496|issue:45561", + "issue:44964|issue:45137", + "issue:42175|issue:44933", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43479|issue:44869", + "issue:43976|issue:44933", + "issue:43479|issue:44079", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:44623|issue:45310", + "issue:42898|issue:45812", + "issue:43278|issue:45137", + "issue:44734|issue:45103" + ], + "prepared_review_unit_hash": "cac00b0d0602e6f1ddcd2530eeddf288650349207212cbda1a0e0d5a7e350041", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36787, + "estimated_input_tokens": 9197, + "estimated_eval_tokens": 18650 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issue reports; the only clear duplicate pair is the identical Qwen3ForCausalLM VRAM leak report. No pull requests are present.", + "confidence": 0.94, + "canonical_issue_reason": "issue:42673 is the best canonical target because issue:43704 has the exact same title and describes the same Qwen3ForCausalLM VRAM leak in multiple dataloader threads.", + "canonical_pr_reason": null, + "best_issue_reason": "Same concrete bug as its duplicate: identical symptom, model, and multithreaded dataloader context, so 42673 is the strongest representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same bug report and title; clearly the same Qwen3ForCausalLM VRAM leak issue." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Both touch Qwen3.5/Moe config loading, but one is a generic from_pretrained error and the other is a specific missing-field/config-schema problem; not enough to call the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Different failures: quantization/offloading vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and different root causes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy issue and the other is a save_pretrained/MoE persistence bug." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel incorrect output and a Qwen3_5 image-specific infinite loop are different concrete problems." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained and Qwen3.5 from_pretrained loading are unrelated bugs." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache missing in chunked prefill and attention-kernel divergence under torch.compile are distinct code paths." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import failures, but for different APIs and unrelated breakages." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Saving quantized models and handling extra_state in save/from_pretrained are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Packaging backend dependency issue vs leftover dummy-class hygiene issue; not the same bug." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 token-type defaults are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update bug and a Janus image-generation test failure do not match." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Same broad Qwen/Moe area, but different model variants and different failure modes/version regressions." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask batching bug vs MoE load-balancing loss omission are different problems." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs xdist race on captured_info.txt are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Legacy-field model loading issue vs pytest-xdist race are different bugs." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue vs testing-utils race condition are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSpeed ZeRO3 deque pop error are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency install issue vs missing image_utils import are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer cleanup behavior change and mDeBERTa special-token addition bug are different regressions." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang and embedding reinit after resize are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaults vs Whisper timestamp decode crash are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility issue vs missing image_utils import are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Config defaulting bug and ModelOutput key assignment bug do not share the same underlying defect." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence and a wrong docstring are not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "sentence-transformers import NameError and Qwen2_5_VL import error are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing processor.save_pretrained files and Qwen3.5 from_pretrained failure are different save/load problems." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer cleanup behavior change and Granite token-id regression are distinct tokenizer bugs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 evaluation dtype change and ZeRO3 deque underflow are unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in transformers serve and an auto_docstring annotations crash are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the only clearly matching pair is the identical Qwen3ForCausalLM VRAM-leak issue titles, and the remaining soft-edge verdicts are conservative. No pull requests are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43116", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43874", + "issue:44060", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44779", + "issue:44933", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45310", + "issue:45356", + "issue:45357", + "issue:45405", + "issue:45406", + "issue:45656", + "issue:45712", + "issue:45834" + ], + "soft_pairs": [ + "issue:30333|issue:33290", + "issue:43723|issue:44568", + "issue:43874|issue:45092", + "issue:42898|issue:45356", + "issue:44060|issue:45125", + "issue:42898|issue:44779", + "issue:45405|issue:45712", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43116|issue:44190", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:30333|issue:36331", + "issue:44297|issue:45310", + "issue:30333|issue:34689", + "issue:43232|issue:45834", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:28282|issue:30333", + "issue:44263|issue:45092", + "issue:30333|issue:35141", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:45092|issue:45357" + ], + "prepared_review_unit_hash": "437a461831010131a6112a124645b25b8b32d19487fa9cb43f2a1998b9430527", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38105, + "estimated_input_tokens": 9527, + "estimated_eval_tokens": 19310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is very heterogeneous. The soft links mostly reflect broad topical similarity (tokenizers, save_pretrained, multimodal models, training/deepspeed, Qwen/GLM internals) rather than the same underlying bug or change, so I would not merge any of the candidate pairs.", + "confidence": 0.93, + "canonical_issue_reason": "No strong canonical duplicate hub stands out; the items span unrelated bugs. If forced to anchor the cluster, issue:44222 is the most concrete self-contained bug report, but it does not subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44222 is the most actionable standalone report in the set, with a clear symptom and scope, but it is not a true umbrella for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Both are training-related, but one is an MLflow reporting issue and the other is an OOM bug in Adafactor/DeepSpeed." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but one is a load/import failure and the other is missing BOS/EOS insertion." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Both touch multimodal vision paths, but one is a missing image-patch API and the other is meta-init compatibility for old checkpoints." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but the affected code paths and symptoms are different." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Same general Qwen/MoE area, but one is a tied-weights warning and the other is a missing tensor-parallel plan." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizers in v5, but they describe different models and different failure modes." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Completely unrelated: a version pin issue versus leftover dummy class cleanup." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both mention v5 output changes, but one is a tokenizer-space behavior change and the other is a Pegasus model output regression." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Unrelated: a buffer/position_ids bug versus a DeepSpeed double optimizer-step issue." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Different areas entirely: missing image_utils import versus dummy class leakage." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is model FP8 serialization and the other is tokenizer metadata." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "No shared code path; tokenizer save metadata and optimizer stepping are unrelated." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script issues, but one is classification output logic and the other is local dataset loading." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different bugs: multimodal config initialization versus non-persistent buffer initialization." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but they concern different object types and different missing behavior." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "These are unrelated crashes: a feature-extractor argument mismatch versus auto-docstring annotation handling." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy drift in FineGrainedFP8 is not the same problem as processor save_pretrained missing files." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they come from different packages and different missing symbols." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different import failures with different root causes: missing transformers.onnx module versus missing PyTorch dependency." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "Both involve training, but one is MLflow reporting and the other is a Trainer API signature mismatch." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer save metadata and Qwen3.5 from_pretrained failures are different code paths and symptoms." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated: MLflow/job-state reporting versus a model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Different generation/ocr bugs with no shared underlying mechanism." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "Save_pretrained FP8 serialization is unrelated to max_shard_size configuration semantics." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same DSA indexer area, but the reported defects are different: torch.split handling versus missing ReLU." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A docstring issue is not the same as a RoPE implementation bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Different concerns: buffer registration/reads versus processor serialization file output." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated crashes: batched chat template padding versus auto-docstring annotation introspection." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different multimodal bugs: RMS norm epsilon precision versus old checkpoint meta-init incompatibility." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Related only by the DSA indexer subsystem; the code-path problem is not the same." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both relate to Qwen/vision loading, but one is meta-init compatibility and the other is save_pretrained key serialization." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:44991", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:41628|issue:43824", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:44263|issue:44373", + "issue:39401|issue:44568", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:42886|issue:42994", + "issue:43232|issue:45593", + "issue:43756|issue:44060", + "issue:43576|issue:43784", + "issue:42831|issue:45753", + "issue:42886|issue:43066", + "issue:43122|issue:44521", + "issue:42371|issue:44263", + "issue:22355|issue:28218", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:43232|issue:44743", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:42907|issue:44945", + "issue:41628|issue:45278", + "issue:43122|issue:44514", + "issue:43976|issue:44945", + "issue:43784|issue:45600", + "issue:39401|issue:44488", + "issue:44261|issue:44373" + ], + "prepared_review_unit_hash": "30b87966ccfe3bacad7e3e73a020438f1bc6bd50a5d87403e7158e22de089491", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36842, + "estimated_input_tokens": 9211, + "estimated_eval_tokens": 18678 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly separate tokenizer, import, config, and model-behavior regressions that only overlap at a broad subsystem level. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43723 is the broadest and most central tokenizer-loading regression in this set, so it is the best umbrella issue even though the others are distinct bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 has the clearest general scope around AutoTokenizer loading failures in v5 and the strongest fit as a representative issue for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Both are tokenizer-related, but one is a general loading regression and the other is an eos_token_id configuration mismatch; not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated symptoms: Sentence Transformers loading hang versus zero probabilities in a SigLIP model." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both mention tokenizer loading, but they concern different models and likely different failure modes." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "General AutoTokenizer load issue versus a specific FastSpeech2ConformerTokenizer failure; not the same underlying defect." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different symbols and model classes; too broad to treat as duplicates." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Different config bugs: default sub-config initialization versus rotary_pct not persisting on reload." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 and a from_pretrained error for Qwen3.5 Moe are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "A tensor-splitting bug and a wrong docstring are not the same issue." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenization behavior, but one is offset mapping and the other is add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe loading/bug report are different problems." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "A missing import from huggingface_hub and a broad set of import errors are only superficially related." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline tokenizer cache loading and quantized model saving are distinct code paths." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs handling and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen/Smollm model bugs with no clear shared code path." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "A broken CLI command and a NameError during sentence-transformers import are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression and an infinite loop on a specific image are different issues." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading and wrong tokenizer decoder type are tokenizer-related but not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both touch tokenization, but one is a version-to-version tokenization change and the other is assistant_mask generation for multimodal chat templates." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split return-value bug are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "A missing transformers.onnx module and an added-token spacing bug are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping handling and AutoProcessor kwargs forwarding are different loader bugs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "A loading hang and a MacOS bus error are distinct failures." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Generation state update after sync_gpus and recurrent-state resetting in qwen3 modular code are not the same defect." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading position_ids as a buffer and tokenizer_class mismatch on save are unrelated tokenizer/model issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and apply_chat_template crashing on tool-call messages are different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failure and incorrect output under pipeline parallelism are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific AutoImageProcessor import error and broad post-upgrade import errors are not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Version-dependent tokenization differences and batched apply_chat_template crashes are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility and pipeline-parallelism output correctness are unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers and removed auto_mappings references are different problems." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "A Qwen3 offset-mapping bug and a failure to load a specific model are not the same issue." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision bug in MLA q_a_layernorm and a wrong docstring for position_ids are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:30990", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478", + "issue:45753" + ], + "soft_pairs": [ + "issue:43408|issue:43475", + "issue:42907|issue:43937", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:39401|issue:44521", + "issue:43116|issue:45200", + "issue:29127|issue:30990", + "issue:44038|issue:44297", + "issue:42907|issue:44964", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43493|issue:45753", + "issue:43278|issue:44945", + "issue:42907|issue:44222", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:43784|issue:45446", + "issue:43066|issue:44779", + "issue:38617|issue:45278", + "issue:42673|issue:45072", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:43064|issue:43673", + "issue:43976|issue:45446", + "issue:43116|issue:43493" + ], + "prepared_review_unit_hash": "57afcd8047dc4ffa57986e6bc57645097e1888a68b534d60563f8a93fe19c1f8", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36958, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: the soft pairs share broad themes like imports, tokenization, or Qwen/SAM/GLM models, but they do not appear to be the same concrete bug or change. I would keep them separate; no PRs are present.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for the import-regression subset (many import errors after updating to 5.5.0), making it the best representative issue in this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best captures the most central recurring theme here: upgrade-related import failures across multiple reports. It is still not a duplicate of the others, just the most useful anchor issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same model family, but different bugs: a model-type warning vs a missing attribute on Sam3VisionEncoderOutput." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Different failures: dequantized save_pretrained vs GLM-5 GenerationConfig validation." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated: DSA indexer ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different code paths: Qwen3.5 num_labels propagation vs flash_attention_3 degenerate training." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping bug vs multimodal apply_chat_template assistant mask bug." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example-script multi-label output bug vs Gemma 4 mm_token_type_ids defaulting issue." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs Sentence Transformers loading hang; not the same defect." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe regression vs tokenizer save_pretrained metadata mismatch." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading/saving issues: dequantized save failure vs Phi-4 multimodal load failure." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and likely different root causes." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Different bugs: Qwen3-VL-Moe regression vs position_ids buffer access." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs classification example returning empty results." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Different loading/saving paths: dequantized save_pretrained vs gguf_file loading failure." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both import errors, but for different symbols and causes; not the same underlying bug." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad MoE area, but Qwen3-VL-Moe regression and FP8 save_pretrained are different issues." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 regressions, but one is save_pretrained checkpoint corruption and the other is from_pretrained failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Distinct import failures from different packages/symbols, not a shared root cause." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and symptoms: SigLIP2 discrepancy vs Qwen3_5 image-specific infinite loop." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Dtype mismatch between train/eval vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both mention save_pretrained, but dequantized save and FP8 MoE save are different bugs." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer behavior regression vs generation failure with flash-attention; different concrete problems." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Separate loading bugs: missing embed_tokens.weight vs cached_file kwargs not forwarded." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Import-related, but one is a NameError in sentence-transformers and the other is a version check bug in flex_attention." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions with different symptoms and likely different fixes." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "45278 is a broad import-regression report, but 38617 is a specific missing symbol; not the same concrete bug." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in dataloader threads vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation issue vs RoPE implementation discussion." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module named transformers.onnx vs LayoutLMv3 box-information error message; unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API/settings issue vs missing image-patch count method in GLM46VImageProcessorFast." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Different training/runtime failures: FSDP2 optimizer-state bug vs missing GenerationMixin cache in chunked prefill." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python-version compatibility issue vs incorrect PyTorch version check for AuxRequest import." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example-script classification bug vs SigLIP2 implementation discrepancy." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42490", + "issue:42617", + "issue:42673", + "issue:43116", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43582", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44484", + "issue:44779", + "issue:44829", + "issue:44933", + "issue:44936", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:42222|issue:43441", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:45083|issue:45446", + "issue:43937|issue:45563", + "issue:44117|issue:45588", + "issue:33453|issue:39401", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:43937|issue:44977", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:45341|issue:45561", + "issue:44117|issue:45081", + "issue:38617|issue:41628", + "issue:39401|issue:43421", + "issue:44410|issue:45310", + "issue:44484|issue:45310", + "issue:44829|issue:45216", + "issue:42371|issue:44261", + "issue:42673|issue:43582", + "issue:43408|issue:43742", + "issue:42617|issue:45341", + "issue:44933|issue:45278", + "issue:42222|issue:45542", + "issue:42490|issue:42673" + ], + "prepared_review_unit_hash": "5d0bdbcdb34ece144caccd9921d5e6a848e590a8662f160eaa2d39da66a95cb7", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36465, + "estimated_input_tokens": 9117, + "estimated_eval_tokens": 18490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly separate regression reports across different models, tokenizer paths, and runtime subsystems. I do not see any soft pair that clearly describes the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.39, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: a current open issue about widespread import failures after upgrading to v5.5.0, which best matches the cluster\u2019s import-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most suitable representative issue because it is open, broad, and could subsume related import-error regressions better than the highly specific model- or API-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: VitPose model loading breakage vs Ministral-3 FlashAttention incompatibility." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Unrelated training bugs: SGD args ignored vs trainer.evaluate() failing after train()." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Different concerns: multi-label example returning empty results vs pipeline() error text about unsupported translation tasks." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different code paths: save_pretrained key layout vs from_pretrained loading error." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen/MoE, but the model/version and failure mode differ; not the same concrete bug." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Completely different subsystems: qwen3_omni_moe helper logic vs flex_attention import version check." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation error is unrelated to the stale warning for num_return_sequences." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None bug vs flash_attention crash on s_aux=None are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Both tokenizer-related, but one is loading regression and the other is offset_mapping correctness for Qwen3." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing pipeline() vs a PyTorch version check bug are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and symptoms." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig vs flash-attention generation problems are different bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in dataloader threads vs an isolated reproduction issue; no shared concrete defect." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights argument handling vs PretrainedConfig type checking are separate code-path regressions." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batch-shape bug vs missing torchvision crash when using AutoProcessor are different failures." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version bump issue and flex_attention import check are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A testing_utils bug and a pytest-xdist race in patched testing utils are not the same issue." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback bug vs Mistral regex patch crash are different tokenizer paths." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different underlying regressions." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Qwen3 offset_mapping bug vs runtime special-token/post-processor update issue are not the same defect." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next is unrelated to Qwen3.5 from_pretrained loading failure." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "save_pretrained shard-size question vs from_pretrained error are not duplicates." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention3 training degeneration is unrelated to incorrect checkpoint saving." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance issue vs MLA rms_norm_eps precision bug are different topics." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in threads vs Apple Silicon TypeError in caching_allocator_warmup are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning for sam3 vs key error loading MobileLLM are unrelated." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure and a testing_utils bug do not share the same code path." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Related only by broad import-error theme; 45278 is an umbrella report, not the same concrete bug as the image_utils import issue." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose breakage and a TensorFlow backend error from tensorboard-only installs are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:42673", + "accept": false, + "reason": "Trailing-slash local model path warning vs VRAM leak in dataloader threads 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": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:44483|issue:45464", + "issue:38617|issue:44220", + "issue:42371|issue:42831", + "issue:43066|issue:43122", + "issue:44075|issue:45656", + "issue:43673|issue:45341", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:44484|issue:45478", + "issue:44410|issue:45478", + "issue:43097|issue:44493", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:43335|issue:45071", + "issue:43931|issue:44038", + "issue:45003|issue:45341", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43986|issue:44484", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:43986|issue:45372", + "issue:44829|issue:45245", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485" + ], + "prepared_review_unit_hash": "51fbfce399d3084a546659130372e6d2a6c5b5020106574d5280cd7334dc9428", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37997, + "estimated_input_tokens": 9500, + "estimated_eval_tokens": 19256 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers regressions and import/model-loading bugs that only look similar at the title level. The soft edges mostly share generic v5 migration or backend wording, but they describe different code paths and failure modes, so none should be merged as duplicates.", + "confidence": 0.64, + "canonical_issue_reason": "If a single anchor is needed, issue 45372 is the most active and current report, but the cluster is too heterogeneous to have a true canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45372 is the best single issue to represent the cluster only because it is open, concrete, and has follow-up traffic; it is not a strong duplicate hub for the other reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Both are v5-era validation/loading complaints, but one is a GenerationConfig error for GLM-5 and the other is an unrecognized model/config problem for OLMo; different failures." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "These are unrelated backend/model issues: TensorFlow not being included with a torch install versus broken vitpose model files." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a general API request rejection and the other is a streaming inference failure on a specific Qwen model." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "These are different import/audio bugs: a missing transformers symbol versus a feature extraction helper issue." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 configuration guidance and FineGrainedFP8 accuracy are different numeric-behavior problems, not the same bug." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Related to tokenizer behavior in v5, but one is a wrong decoder type and the other is a tokenization change regression; not the same underlying defect." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Both involve optimizers stepping incorrectly, but the concrete issue differs: unused SGD args versus deepspeed calling step twice." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache availability in v5 is unrelated to a small testing_utils bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both concern precision/dtype handling, but one is a PyTorch warning during bf16 compilation and the other is BLIP2 loading leaving submodules in float32." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Both touch numerical precision, but one is a missing image-patch helper in GLM46V and the other is an MLA layernorm epsilon mismatch." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen3.5-related failures, but one asks about save_pretrained shard sizing while the other is a from_pretrained error in a MoE model." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Layer-0 missing projections in qwen3next is a model-architecture bug, not the same as Qwen3.5 MoE loading failure." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "These are both v5 migration regressions, but one is removal of an encoder-decoder tie flag and the other is unexpected position-id keys during loading." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-family bugs: torch.split return handling versus RoPE implementation concerns." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Both are API/regression reports, but one is a missing AutoImageProcessor import and the other is a PreTrainedConfig type-checking break." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Both mention warnings, but one is bf16 compile precision and the other is a model-type mismatch warning for sam3_video/sam3_tracker." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "A broken vitpose model and a tokenizer error-hiding import_protobuf_decode_error problem are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Ministral FlashAttention failure and flash_attention_3 training degeneration are both attention-related, but they are different model/code paths and symptoms." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PreTrainedConfig type checking and a missing TensorFlow backend caused by tensorboard-only installs are not the same regression." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "These are separate model-loading shape mismatch and qwen3next projection bugs." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and PreTrainedConfig type checking are distinct config/constructor issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and Qwen3-VL-Moe from_pretrained failures are different model variants and failure modes." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is unrelated to the minor testing_utils bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "A removed tie_embeddings flag and gguf_file breaking tokenizer/model loading are separate regression areas." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "A missing torchvision dependency path in AutoProcessor is unrelated to a small testing utility bug." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None and loading physical-intelligence/fast are different tokenizer versus model-loading failures." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crashing without torchvision and max_shard_size behavior are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type mismatch warnings and tie_word_embeddings warnings are separate configuration warnings." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is a missing image-patch helper and the other is a torch.split return-value issue." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version support in 5.1.0 and PreTrainedConfig type checking are unrelated release regressions." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "AutoProcessor without torchvision and the ReasoningEffort import error affect different processor/dependency paths." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention-3 training degeneration and the 2^24 category limit are completely different problems." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the testing_utils bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and code paths." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA q_a_layernorm epsilon precision and GLM-5 RoPE implementation are separate numerical/model-architecture issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43381", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44380", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44704", + "issue:45103", + "issue:45375", + "issue:45478", + "issue:45479", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:43064|issue:44315", + "issue:38617|issue:44351", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:44704|issue:45103", + "issue:44038|issue:44410", + "issue:43502|issue:43992", + "issue:43986|issue:44117", + "issue:43097|issue:43873", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43097|issue:43901", + "issue:43825|issue:44655", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43352|issue:44380", + "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:44483|issue:44514", + "issue:36683|issue:43582", + "issue:44222|issue:45478", + "issue:42490|issue:43012", + "issue:43618|issue:43761", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:43618|issue:44380", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "aa33f3466cdd8039ab38eb536d8dd3e1f429f0101b9aa9f0dad44c6c2ff10797", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38058, + "estimated_input_tokens": 9515, + "estimated_eval_tokens": 19286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is a loose similarity cluster of mostly unrelated Transformers issues: import errors, model-specific regressions, tokenizer/pipeline bugs, and training/runtime edge cases. I do not see any soft pair that is clearly the same concrete bug/change, so all soft edges should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "No single canonical issue fits the whole cluster; the items span unrelated bugs and regressions rather than one shared defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most active open item in the set and has broad user impact around quantized/offloaded loading, so it is the best representative anchor among these heterogeneous issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different problems: distributed Trainer/FSDP2 optimizer-state corruption vs Liger Kernel application with model_init." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different model configs/fields: missing qwen3next projections vs missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer-related, but one is AddedToken argument duplication and the other is TOKENIZER_MAPPING_NAMES returning None." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated regressions: removed tie_embeddings_and_encoder_decoder vs flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Different utilities and failures: cached_file kwargs forwarding vs auto_docstring annotation handling." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Different Qwen model families and different failures; not the same underlying bug." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is offline/local_files_only network leakage; the other is a missing embed_tokens.weight on load." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different areas: AutoProcessor/video-model dependency handling vs tokenizer mapping None handling." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Different issues: API removal warning vs quantization/offloading behavior." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Both touch VL/processor loading, but one is an import failure and the other is a missing torchvision dependency crash." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 is unrelated to the isolated reproduction issue." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "API removal vs documentation/behavior mismatch for return_all_scores; not the same defect." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different pipeline failures: misleading task support message vs inability to save Pipeline objects." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing model weight loading vs a max_shard_size question; no shared underlying bug." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model/runtime bugs: xLSTM training blockers vs Bamba compile+SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "A compile warning on bfloat16 models is not the same as a compile failure on Bamba with SDPA." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Different attention-related bugs in different models: unsupported Flash Attention 2.0 vs GPT2 attention scaling being ignored." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but they concern unrelated behaviors and models." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading failure vs gradient checkpointing in eval mode are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an infinite-loop inference bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but one is dequantized model saving and the other is Pipeline.save_pretrained() support." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-scaling backend bug vs degenerate zero-loss classification issue; no shared code-path." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Different regressions: Flash Attention support for a model vs Python version compatibility." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed training optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Different model bugs: xLSTM training issues vs BeitImageProcessorFast label reduction behavior." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request handling in chat/completions is unrelated to Qwen2_5_VLProcessor batching/padding crashes." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and an Apple Silicon allocator TypeError are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but different directions and failures: FP8 save_pretrained vs from_pretrained error on a newer version." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local path trailing-slash import warning is unrelated to the bfloat16 compile precision warning." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions assignment and the other is hidden_states not returned; not the same concrete bug." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Different compilation problems: a warning about precision vs a flex_attention failure on torch>=2.9." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Importing is_offline_mode from huggingface_hub is unrelated to a missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different model/code paths: CLIP output fields vs GPT2 attention scaling under backend attention implementations." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Distinct regressions: a missing configuration_utils symbol vs network calls despite local_files_only=True." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43901", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44230", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45561", + "issue:45593", + "issue:45753" + ], + "soft_pairs": [ + "issue:44483|issue:45290", + "issue:44038|issue:44230", + "issue:43756|issue:44485", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:43299|issue:45753", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:43352|issue:43937", + "issue:44077|issue:44380", + "issue:43867|issue:45216", + "issue:36010|issue:42757", + "issue:43066|issue:45381", + "issue:36683|issue:44077", + "issue:43611|issue:44655", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:43352|issue:45593", + "issue:44263|issue:45440", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:44188|issue:44380", + "issue:43064|issue:44492", + "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" + ], + "prepared_review_unit_hash": "890124d5fae0451df18f893dd9409c3eaf8da290a044502f5a168d2b43132670", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37171, + "estimated_input_tokens": 9293, + "estimated_eval_tokens": 18842 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a mixed bag of Transformers v5 regressions and model-specific bugs, not a single duplicate set. The shared wording mostly reflects broad themes like loading/import/config breakage, but the concrete failures differ too much for PR-style duplicate merging.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it explicitly captures widespread import breakage after upgrading Transformers, which fits the cluster\u2019s overall regression pattern better than the more narrow model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global representative because it is the most general and user-facing summary of the upgrade regression theme in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different failures: chat/completions request acceptance vs apply_chat_template crashing on assistant tool-call messages." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "One is a Qwen3-VL-Moe loading bug; the other is fp8 inference support for Qwen3-VL/Qwen3.5 MoE, so the code paths and fixes differ." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but one is a Smollm3 layer-selection bug and the other is GLM-5 RoPE implementation discussion; not the same defect." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request validation is unrelated to Qwen2.5-VL video vision_position_ids handling." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression and a generic sorted-state_dict loading error are different model-load problems." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Model loading breakage and an infinite-loop-on-specific-image report are unrelated symptoms and likely different fixes." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is not the same as the pipeline save_pretrained serialization bug." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3 missing vocab_size and Sam3VisionOutput missing fpn_position_embeddings are different model attribute regressions." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline object save_pretrained failure affect different save paths." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Nemotron FlashAttention2 support gating and GLM-5 GenerationConfig validation are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "One is a patchtsmixer post_init policy change; the other is GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Generic state_dict ordering load error and Qwen3.5 save_pretrained regression are different load/save bugs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Importing GenerationMixin from transformers.generation and importing is_offline_mode from huggingface_hub are distinct import regressions." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type in v5 and Qwen2.5-VL video position_ids are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 config attribute missing and patchtsmixer post_init restriction have no shared code path." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base_model_prefix loading regression is not the same as pipeline serialization with save_pretrained." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility regression and Python 3.14 load failure are too broad to treat as the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3 missing vocab_size and Llama4 missing pad_token_id are separate config-attribute regressions." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "FlashAttention2 support for Nemotron and D-FINE auxiliary-loss behavior are unrelated issues." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is not the same as DeepseekV3MoE diverging from remote implementation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "Missing CLIPOutput attentions and Qwen3.5 save_pretrained corruption are different regressions." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 vocab_size missing is unrelated to router-logit load-balancing loss behavior." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "Torch.compile attention-kernel divergence and GPT2 attention scaling ignored in SDPA/FlashAttention are different backend bugs." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Distributed optimizer-state corruption and a cache-strategy typo are not the same problem." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "FlashAttention2 unsupported for Nemotron and Qwen3-VL weight-shape mismatch are unrelated model-loading/runtime failures." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "no_grad decoration on cache updates is unrelated to broad import errors after upgrading to v5.5.0." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained errors are different model-load regressions." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic sorted-state_dict loading error and missing deepstack_visual_indexes field are distinct issues." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "44246 is a vague slow-import report, but 41669 is a specific import-* removal/performance fix; insufficient evidence they are the same concrete change." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "SAM HQ set_seed flakiness is unrelated to xdist races on captured_info.txt." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 load failure and PretrainedConfig type-checking breakage are different release regressions, not one underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:42490", + "issue:42548", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45600", + "issue:45850" + ], + "soft_pairs": [ + "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:42490|issue:44075", + "issue:36296|issue:43575", + "issue:44360|issue:45440", + "issue:28282|issue:33453", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:42548|issue:44351", + "issue:43010|issue:43065", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:30333|issue:33453", + "issue:43299|issue:44556", + "issue:43502|issue:44222", + "issue:42831|issue:43874" + ], + "prepared_review_unit_hash": "a421655fb8e437156fc30156ba9116792704a22b9552940f22730118d06d0655", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37013, + "estimated_input_tokens": 9254, + "estimated_eval_tokens": 18764 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers issues sharing broad loading/version-regression language, but the concrete bugs are different enough that none of the soft pairs should be merged as duplicates.", + "confidence": 0.53, + "canonical_issue_reason": "Issue 45850 is the broadest open umbrella here: it describes widespread breakage across many models after 5.0, making it the best representative for a mixed regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45850 is the best global issue candidate because it is open, generic, and can plausibly collect related regression reports without being tied to one model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model loading/saving regressions, but one is about sorted state_dict loading and the other about incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Decorating cache/layer update with no_grad is a specific API fix, not the broad multi-model regression described in 45850." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both mention from_pretrained failures, but they target different Qwen/UMT5 model paths and likely different missing weights." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "One is a no_grad behavior bug; the other is a Python-version compatibility failure." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Python 3.14 import/load failure and Qwen2.5-VL vision_position_ids corruption are unrelated code paths." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment and PatchTSMixer post_init validation are unrelated model API issues." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "A local-path import warning and SGD optimizer args being ignored are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training bug and the other is an OOM when loading a specific Qwen2 checkpoint." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion and DeepSeekV3 implementation divergence are different components and problems." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch missing ImportError and tokenizer loading regression are separate failure modes." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Both touch save/load APIs, but one is a loading bug and the other is a max_shard_size behavior question." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions and float16 AMP crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "A missing attentions field is not the same as Qwen3.5 flash-attention generation corruption." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky test due to missing set_seed is unrelated to a Phi-4 multimodal model loading regression." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Both are test-related, but they fail for different reasons and on different model suites." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "A seed-sensitive integration test is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local_files_only network leakage and AddedToken keyword collision are different tokenizer/runtime bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer-specific and the other is checkpoint reload after version upgrade." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "A flaky model test and a testing_utils bug are not the same underlying issue." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained and missing _tp_plan for tensor parallelism affect different code paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "CUDA memory growth under int4 quantization is unrelated to checkpoint reload breakage after upgrade." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export regressions." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "A no_grad decoration bug and a dummy Conv2d in Sam3PixelDecoder are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Network access despite local_files_only and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slow filtering after upgrade are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "They are both Qwen3.5 MoE loading issues, but the first is specifically missing _tp_plan while the second is a broader from_pretrained error without enough evidence of the same root cause." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Cache/layer no_grad decoration and generation kwargs sync behavior are different generation internals." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and forward-doc confusion are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan for Qwen3.5 MoE and missing deepstack_visual_indexes in Qwen3_5MoeVisionConfig are different configuration problems." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are version-related loading failures, but they affect different model families and likely different loading code paths." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "A local-files-only network bug and FP8 save_pretrained issues are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and GLM46V image-processor method absence are different model-specific bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30333", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42757", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45362", + "issue:45468", + "issue:45542", + "issue:45753", + "issue:45850" + ], + "soft_pairs": [ + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:44355|issue:44655", + "issue:43827|issue:44961", + "issue:44222|issue:44230", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:41628|issue:42548", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:43673|issue:44492", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:45362|issue:45850", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:43576|issue:44556", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:44492|issue:45850", + "issue:43572|issue:45850", + "issue:42371|issue:44492", + "issue:44704|issue:44908" + ], + "prepared_review_unit_hash": "f45d1b0f4a8716cd6529002bf46596050cd19ee182ccedd680a8836fc92f822d", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38478, + "estimated_input_tokens": 9620, + "estimated_eval_tokens": 19496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a collection of unrelated Transformers v5-era regressions and import/loading complaints. Issue 45850 is the broadest umbrella, but most pairs are not true duplicates; they only share a generic theme like 'v5 broke something.'", + "confidence": 0.81, + "canonical_issue_reason": "issue:45850 is the broadest umbrella in the set and best matches the overall 'v5 breaks many models' regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best single anchor for the cluster, though it is too vague to serve as a precise duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Different subsystems and symptoms: model_init/Liger Kernel vs DSA indexer/ReLU." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Unrelated issues: offline/local_files_only behavior vs an empty 'racoon' report." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "One is about compiled Python file loading; the other is PretrainedConfig type checking." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow reporting on failed training jobs is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and pipeline save_pretrained failures are different bugs." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs mentioning pipeline() after v5 removals is unrelated to the 'racoon' issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is save_pretrained behavior and the other is inference support." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but they point to different code paths and a specific Llama Vision case." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "ImportError from huggingface_hub is unrelated to the v5 env command breakage." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression is unrelated to tensor-parallel training." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2.5-VL export are separate failures." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Env command breakage is unrelated to PretrainedConfig type-checking regressions." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in forward args is unrelated to an ImportError for layer_type_validation." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "A placeholder issue and Gemma audio positional encoding bug are not duplicates." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export gaps." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for layer_type_validation and env command breakage are different problems." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Broken env command is not the same as Python 3.14 load failures." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked_prefill cache issue and a cache-strategy typo are not the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling is unrelated to the placeholder 'racoon' issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug is unrelated to documentation about return_all_scores." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "AutoImageProcessor import error and compiled-file loading errors are different regressions." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash is a specific model/runtime bug; 45850 is only a broad umbrella." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to the DSA/ReLU report." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing processor.save_pretrained files is unrelated to the placeholder bug report." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading problems and tensorboard/TensorFlow backend errors are different failures." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Lazy loading behavior and unsafe sys.modules access are related only broadly, not as the same concrete bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Different Qwen model/version issues: 2D box output vs infinite loop on one image." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL output bugs are unrelated to PretrainedConfig type-checking." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Generic Qwen3-VL-MoE bug report and missing _tp_plan for tensor parallelism are distinct." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Env command breakage is unrelated to checkpoint reload incompatibility after upgrade." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is too specific to be the same as the broad v5 breakage umbrella." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "Cache strategy typo is not the same as the broad 'v5 breaks too many models' complaint." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is a separate model-specific issue." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 behavior settings and cache strategy typo are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Missing kwargs in AutoProcessor.from_pretrained is a different code path from scheduler kwargs handling." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:34689", + "issue:37428", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45850" + ], + "soft_pairs": [ + "issue:42890|issue:44908", + "issue:45278|issue:45850", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:44492|issue:44945", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:41669|issue:44908", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998" + ], + "prepared_review_unit_hash": "d2b11dbba0b97c79375e58757a758ab2c19c1709d569f65a3a1961b5a71158dd", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 39635, + "estimated_input_tokens": 9909, + "estimated_eval_tokens": 20074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mix of Transformers v5 regression reports across tokenizers, imports, loading, and model-specific failures. issue:45278 remains the best umbrella issue, but the soft edges should stay conservative: none of these pairs are clearly the same concrete bug from the provided titles alone.", + "confidence": 0.58, + "canonical_issue_reason": "issue:45278 is still the strongest canonical issue: it is open and explicitly captures the broad multi-model breakage after the 4.57.0 -> 5.5.0 upgrade, making it a practical umbrella for this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best global issue target because it is open, broad enough to subsume related v5 breakage reports, and specific enough to remain useful as a tracker.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "SamHQ test flakiness from missing set_seed is unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 breakage complaints, but they do not describe the same concrete failure mode." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowness and lazy-loading failure are related themes, but not clearly the same bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning for sam3_tracker is unrelated to Liger Kernel application in model_init." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL bbox output errors are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error is unrelated to Qwen3-VL bounding-box hallucination/output bugs." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken transformers env command is unrelated to scheduler kwargs being ignored." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Specific tokenizer_class mismatch is too different from a generic bug report to treat as the same issue." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is not the same as an unspecified generic bug report." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and PretrainedConfig type-checking regression are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-* performance regression is unrelated to the HybridCache import error." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-* performance regression is unrelated to a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output corruption are unrelated." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing get_number_of_image_patches is a concrete GLM46V bug, not the same as generic model breakage." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL bbox issues and Qwen3.5 MoE from_pretrained errors are different failures." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "patchtsmixer post_init policy and tied-weight-key AttributeError are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Confusing forward docs and tokenizer loading regression are different issues." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init is unrelated to flash_attention_3 degenerate training." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import-* performance regression is unrelated to a scheduler keyword bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy-loading failure are only loosely related." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure is unrelated to _tied_weight_keys list handling." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU issue and Gemma-4 audio positional encoding bug are different model-specific problems." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A generic bug report is too vague to confirm it is the same as the Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in Qwen3VL is unrelated to scheduler kwargs handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-* performance regression is unrelated to a VRAM leak in dataloader threads." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Model.forward documentation confusion is unrelated to a Llama 3.2 model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Forward-doc confusion is unrelated to the flash-attention import error." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model initialization, but they describe different concrete incompatibilities." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different bugs: GLM-5 RoPE versus Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading is unrelated to GLM-5 RoPE issues." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 configuration guidance is unrelated to a VRAM leak." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and Qwen3VL timestamp calculation are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation bug and VRAM leak are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return-values issue and Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio encoding issue are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "LayerNorm epsilon precision issue and Gemma-4 audio encoding issue are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "The titles point to two different tokenizer-v5 regressions: one is a broad behavior difference, the other is a specific wrong decoder-type bug. That is not enough to confirm the same underlying issue." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the placeholder/unemployment issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary is mostly grounded, and the 45278 umbrella choice is plausible, but I can\u2019t accept the output because one soft-edge verdict is too strong: 42913 \u2194 43066 is marked true even though the packet only gives titles showing two different tokenizer-v5 regressions (general behavior difference vs wrong decoder type), which is not enough to confirm the same bug. That makes the overall judgment insufficiently conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 47, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-400", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45850" + ], + "soft_pairs": [ + "issue:44861|issue:45290", + "issue:44492|issue:44998", + "issue:44998|issue:45850", + "issue:43618|issue:44998", + "issue:44998|issue:45341", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "111f8039cce9a3727b6939c68c609b23c223a5569a22976c763bf66425840a97", + "component_budget": { + "node_count": 400, + "item_count": 400, + "soft_pair_count": 1499, + "serialized_chars": 772972, + "estimated_input_tokens": 193243, + "estimated_eval_tokens": 386742 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 15, + "serialized_chars": 15089, + "estimated_input_tokens": 3773, + "estimated_eval_tokens": 7802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated regressions, a docs typo, a model-config attribute bug, and several loading/runtime issues. None of the soft pairs look like the same underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.19, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45310 is the most concrete and actionable regression report in the set (a specific from_pretrained failure on Qwen3.5 MoE), but the surrounding issues are too diverse for a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different failures: tied-weight key handling vs chat template parsing with tool calls. No shared code-path problem." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "A cache-strategy typo is unrelated to an unemployment report." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Generic broad complaint about many models breaking is not the same as an unemployment issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIP attentions assignment regression is unrelated to the unemployment report." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated subjects: unemployment vs a testing_utils bug." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id absence and tied-weight key crash are different model/config issues." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is not the same bug as _get_tied_weight_keys crashing." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 Qwen/VL support request is different from processor.save_pretrained missing files." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job-status reporting and checkpoint loading performance are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading slowness is not the same as a tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Loading speed regression and documentation confusion are different classes of issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen/from_pretrained-like contexts, but one is FP8 support and the other is a specific loading error; not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer loading regression is distinct from slow checkpoint loading." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 Qwen/VL support are different feature gaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "f4e96e0d13b14c57a4991de17e4204714c51358c4c93d0cefc666cfd89a07c13", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster only has loose topical similarity around model/token handling. Issue 13244 is about tokenization mismatch, 15980 is about an auth/download error message, and 16618 is a model loading failure. They do not look like duplicates of the same underlying bug.", + "confidence": 0.86, + "canonical_issue_reason": "issue:16618 is the most concrete user-facing runtime failure in the cluster and the broadest model-loading problem; the others are narrower and about different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best anchor for the cluster because it is the clearest concrete bug report, but it still does not subsume the other two issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tokenization output differing from TensorFlow code is a different bug class from failing to load a model; the symptoms and likely code paths do not match." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Bad error messaging for unauthenticated private-model download is not the same as a generic 'can't load bert-base-uncased' failure; related area, but not the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "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-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "3b7ac85596561b41adac32f95e86a3080e054d8dcc787e3bde3d11856dfe6f62", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community-contribution feature requests: one for Flash Attention 2 architecture support and one for GGUF architecture support. They share a broad theme but not the same underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the requests target different features and different code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a duplicate of the other, so there is no single canonical issue for the pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities (Flash Attention 2 vs GGUF support); same broad subsystem, but not the same underlying change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "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-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": "1dff98e9c7c67da2e0c92448858e5db7da25cc236f3d9605926697bc785fafb8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4452, + "estimated_input_tokens": 1113, + "estimated_eval_tokens": 2482 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like translation-request issues, but only one is concrete (Turkish). The others are generic template-style placeholders and may represent different language requests, so I would not collapse them as duplicates.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 27088 is the most concrete and specific: it names Turkish explicitly and looks like a real translation request rather than a template placeholder.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 27088 is the strongest representative because it is specific, actionable, and not just a generic language-template title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish-specific request vs a generic language-template issue; the similarity appears to come from the shared template, not the same underlying request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish-specific request vs a generic language-template issue; no evidence they target the same language or same translation task." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs a generic language-template issue; similar wording alone is not enough to treat them as the same issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both appear to be template-style translation requests, but there is no concrete evidence they are the same language or the same underlying task." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Identical placeholder-style titles are not enough to merge; they may correspond to different language-specific requests." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic translation-request templates, but no explicit language target or shared concrete bug/change is shown." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "ea29828d0bdc27ecc969455f3ab60d3576f0860d8e95d5078852e49cbba68b75", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20712, + "estimated_input_tokens": 5178, + "estimated_eval_tokens": 10612 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20712, + "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 a loose theme cluster of model-add/support requests, not true duplicates. The issues name different models or different modalities, so they should stay separate; at most, a couple are nearby subfamily requests.", + "confidence": 0.84, + "canonical_issue_reason": "If one issue must act as the anchor, issue 43837 is the best fit because it sits in the most connected subcluster and has the strongest overlap with a nearby related request (43671), but the set is still not duplicate enough to collapse into one issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43671 is the best representative of the cluster because it is a clear, specific model-support request with substantial discussion and belongs to the densest nearby subcluster; however, it still represents a distinct request from the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model requests (EuroBert vs DEIMv2); same broad pattern, not the same bug/change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Different requested models and different modality area; not a duplicate." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "Both are model-add requests, but for unrelated models and code paths." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are distinct model integrations." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Detection model request vs audio model request; not the same change." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "Different model families and integration work; no single concrete fix." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Different requested models; same support-request theme only." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR vs Qwen3-TTS are unrelated model additions." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are separate model support requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "Different models with different implementation paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated requests." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "Different models; only the generic request template matches." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model requests, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different artifacts." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "Different model families and likely different files/code paths." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral TTS support; not the same change." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated model requests." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-TTS support; not a duplicate." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like models with RoPE are different requests; too broad to merge." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A generic BERT-like/RoPE request is not the same as Voxtral-4B-TTS support." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Same Qwen3 family, but TTS vs ASR are different products and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are speech-related, but they request different model support." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model additions." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Different model families and different integration work." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are not the same model or fix." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the weight-sparse transformer are distinct requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model support vs SAM3-LiteText; different model integrations." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer and EUPE are separate model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Both are speech-related, but ASR and TTS support are different concrete changes." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral-4B-TTS are unrelated model additions." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 do not target the same model or code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "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-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": "6f142b0557b4ef80729795269016402f28030efc2717b63aa38ccea90564d478", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6291, + "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 only loosely text-similar and describe different bugs across unrelated areas (model norms, config typing, loss kwargs, a typo, tokenizer warnings). I do not see a true duplicate cluster here.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue: the items cover unrelated problem types and code paths, so none is a good duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication because the set is heterogeneous rather than one underlying bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both mention normalization/config names, but one questions an architecture choice in Llama4 while the other is a type-hint issue in ModernBERTConfig; not the same bug." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and loss kwargs plumbing are different parts of the training stack and different failure modes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated topics: a model loss parameter not used versus tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2Former loss-parameter issue is unrelated to a typo in a quantization-operation attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different models and different bugs: ignore_value usage versus an incorrect type hint." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss-kwargs propagation and ModernBERTConfig type annotation are separate issues with no shared code path." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type hint bug does not match a tokenizer-regex warning regression." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig typing and an attribute-name typo are distinct problems in different code areas." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "f2f820abf20784a482a6536760011db0bb596b7a6121c03cc6d888fbfaf5586e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1478, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1478, + "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 a vague feature request for \"Set Block Decoding,\" while the other is a specific request for \"DeepSeek v3.2 support.\" They appear to be unrelated product/runtime feature requests rather than the same underlying problem.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #43037 is the better canonical anchor because it is more specific and actionable; #41084 is too vague to serve as a stable representative for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43037 is the best standalone issue candidate due to its concrete scope and clearer target. #41084 is too underspecified to be the primary reference issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "The titles and available metadata point to different requests: block decoding behavior versus DeepSeek v3.2 model support. No shared files, targets, or issue links suggest the same underlying 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": "cache", + "cache_hit": true, + "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": "ea4e7f13aec445d58bcdb636eb9f774f112fcc06e0aa978d7f87c8862aa99c46", + "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 about different trainer behaviors: one concerns `remove_unused_column` customizability, the other concerns FLOPS estimation for custom trainers. They do not appear to describe the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different problem domains and code paths: one is about column pruning customization in Trainer, the other about FLOPS accounting for custom trainers. Shared theme is only broad Trainer customization, not a duplicate bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "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-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "c42d55c30f6c06de9da09976bc911fd47df1406b9fad1a8084703601c9c1e033", + "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": "Both issues are about extending Hugging Face auto-class support for Qwen-family models, but they request different changes: Qwen3-Omni registration in core auto classes vs. Qwen3.5 sequence-classification support. They are related feature requests, not the same underlying bug/change.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43684 is the broader auto-registration request and best represents the cluster\u2019s general theme, but it is still not the same as the Qwen3.5 sequence-classification request.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43684 is the better cluster representative because it targets core AutoModel/AutoModelForConditionalGeneration registration rather than a narrower task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model variants and different auto-class targets; related in theme, but not the same concrete issue or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "46073e5cddb5c8499c487ae96083e3eca4e454d69aaeae59b362c4f3cfc03ee8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4258, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4258, + "estimated_input_tokens": 1065, + "estimated_eval_tokens": 2386 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "#43845 is the best canonical issue among the three near-identical \"huggingface \" reports because it was opened first. #43835 looks unrelated. The similarity between the huggingface issues is too shallow to confidently mark any pair as duplicates without body details or explicit links.", + "confidence": 0.78, + "canonical_issue_reason": "#43845 is the earliest of the three near-identical \"huggingface \" issues, so it is the best representative of that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#43845 is the strongest issue candidate because it is the first report in the placeholder-title cluster and is the most natural canonical representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles and no concrete shared bug context; the evidence is only weak text similarity." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no shared details point to unrelated reports rather than the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "\"Fett\" does not plausibly describe the same underlying problem as the huggingface issues." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": false, + "reason": "Same placeholder title, but only soft similarity is available and deterministic acceptance is false, so this is not enough to confirm a duplicate." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "The titles are similar, but there are no body details or explicit links tying them to the same underlying bug." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "These look superficially alike, but the available evidence is too weak to treat them as duplicates with confidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical issue choice is reasonably grounded: #43845 is the earliest of the three issues with the same title. However, the soft-edge verdicts are too strong for the packet: all pairings are supported only by soft_similarity, and the packet\u2019s deterministic_accept is false for every pair. With no issue-body details or explicit links, it is not conservative to mark the #43845/#43846/#43859 pairs as duplicates with high confidence. Rejecting the #43835 comparisons is fine, but the duplicate conclusions among the huggingface issues overstate the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "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": "cache", + "cache_hit": true, + "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": "5240be50cddc1c18171a3108f04aac3f19fa353feaeeb470bc99c61a7ce9c13e", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not clear duplicates of one bug/feature; they look like unrelated low-signal/spam issues with only superficial textual similarity. No soft pair should be merged.", + "confidence": 0.87, + "canonical_issue_reason": "issue:44418 is the least spam-like and most issue-shaped title in the set, so it is the best forced representative if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44418 is the most plausible standalone issue title here; the others are generic spam placeholders or unrelated text.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are just '' with no concrete shared bug or change; no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders and provide no shared problem description beyond the title text." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "'' and 'Check out \"Google LLC\"' are unrelated titles with no concrete bug overlap." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement request does not match a spam placeholder issue; no shared problem statement." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation request and spam placeholder are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Same spam marker, but that alone is not enough to indicate the same underlying bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated Google LLC title do not point to the same issue." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder and unrelated Google LLC title do not describe the same bug or request." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "44f6144620f78e303387c8dab336fc1e19178192af2e148f87351790478c33c9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are highly similar and may be duplicates: they share the exact title, have very close body lengths, and there are no distinguishing links, targets, or filenames. However, the packet does not prove they are exact duplicates, so the safer conclusion is likely-duplicate rather than confirmed duplicate. #45145 is the better canonical record because it was created first and has an inbound reference.", + "confidence": 0.83, + "canonical_issue_reason": "#45145 is the best canonical issue because it is earlier and has an inbound reference. The evidence supports strong similarity with #45151, but not a definitive exact-duplicate determination.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best representative issue for the cluster: it is the earlier report and has slightly more established history via the inbound reference, while #45151 does not add distinct scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The pair looks highly similar, but the evidence is only soft similarity plus matching titles. With no explicit links, targets, or content proof, this is not enough to confidently accept them as the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The canonical choice is plausible, but the writeup overstates the evidence. The packet supports that the two issues have the same title and very similar metadata/body lengths, with no explicit links or targets, but it does not establish that they are exact duplicates or that the issue content is the same. The soft pair is also only a similarity signal and the deterministic decision is false, so the duplicate verdict and 0.99 confidence are too strong. A more conservative summary would say they appear highly similar / likely duplicates, with #45145 as the better canonical record because it is earlier and has an inbound reference." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "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": "65b21d096078d27c4cceb409f978dd81a76bcc6de62d377dfa17d102c8c99c21", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1668, + "estimated_input_tokens": 417, + "estimated_eval_tokens": 1090 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both mention 4-bit inference, but they describe different failure modes and likely different code paths: one is a Gemma4/audio-module uint8 dtype error, the other is a BitsAndBytesConfig skip-module regression that removes the default lm_head exclusion. I would keep them separate and not merge the cluster.", + "confidence": 0.91, + "canonical_issue_reason": "Issue #45674 is the better cluster representative because it describes a concrete, broadly applicable BitsAndBytesConfig regression with a clear expected/actual behavior and an obvious configuration-level fix path.", + "canonical_pr_reason": null, + "best_issue_reason": "#45674 is the strongest issue to anchor on: it is specific, reproducible, and appears to describe the main actionable bug in the cluster. #45672 is a narrower model-specific dtype crash in audio modules and does not match the same root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference bugs, but the failure mechanisms differ: #45672 is a Gemma4/audio uint8 torch.finfo TypeError, while #45674 is a BitsAndBytesConfig skip-module bug causing lm_head exclusion to be cleared and an AssertionError. They do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "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-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "7d1384808e2e81500921827e3a7a187a03629af2c2f7ed4f132e07478de6c054", + "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": "Both items look like unrelated low-information issues/spam entries (personal names plus birth dates), not duplicate bug reports. There is no meaningful canonical issue or PR here.", + "confidence": 0.97, + "canonical_issue_reason": "None: neither issue contains a bug report, repro, or substantive discussion to serve as a canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is suitable as a global best issue; both are empty placeholder-like entries with no actionable content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles are just different personal names and dates; there is no shared bug, feature, or code-path problem to indicate duplication." + } + ] + }, + "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": "cache", + "cache_hit": true, + "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": "110af76adcf80338b6b3aa8304f9685c59f559825f900f0c9c81faedbffdeb5a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are just separate name-and-date titles with no body, links, or shared context; there is no evidence they describe the same bug or request.", + "confidence": 0.95, + "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": "No substantive overlap beyond both being bare personal-name titles; they do not appear to report the same underlying problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "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-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": "d44579cb77a0837216217ddc5acd11ab1afa90d63ab85500a28997e9dc6d6dee", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two exact duplicate issue pairs are present: 45870/45871 and 45872/45873. Issue 45869 appears to be a separate dataset/sample request and does not match the others.", + "confidence": 0.97, + "canonical_issue_reason": "45870 is the earliest of the exact duplicate pair 45870/45871 and has the cleanest representative title for that topic.", + "canonical_pr_reason": null, + "best_issue_reason": "45870 is the best single issue to keep for its duplicate pair because it is the earliest, clear, and exact match to 45871.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different requests: a financial dataset bundle versus a DataForge prediction example." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different requests: a financial dataset bundle versus a DataForge prediction example." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate titles and same described example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Different topics: DataForge prediction example versus DataForge plus scraping service." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different topics: DataForge prediction example versus DataForge plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different topics: DataForge prediction example versus DataForge plus scraping service." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different topics: DataForge prediction example versus DataForge plus scraping service." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate titles and same described DataForge scraping-service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary conservatively separates 45869 from the two duplicate-looking pairs, and the pair verdicts match the packet: 45870/45871 and 45872/45873 have identical titles and jaccard 1.0, while the cross-topic pairs are reasonably rejected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-16", + "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", + "pull_request:45899", + "pull_request:45919", + "pull_request:45922" + ], + "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:45919", + "pull_request:43424|pull_request:45899", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:45922", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45899", + "pull_request:44827|pull_request:45899", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45795", + "pull_request:44827|pull_request:45655", + "pull_request:45170|pull_request:45899", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:45213|pull_request:45899", + "pull_request:45795|pull_request:45899", + "pull_request:43823|pull_request:45795", + "pull_request:43823|pull_request:45899", + "pull_request:44827|pull_request:45922", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "c0cec52f4588f3fc59d037f3daa34e78a4224ae582c6ab744596f451907684c5", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 29, + "serialized_chars": 46791, + "estimated_input_tokens": 11698, + "estimated_eval_tokens": 23652 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 29, + "serialized_chars": 46791, + "estimated_input_tokens": 11698, + "estimated_eval_tokens": 23652 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly heterogeneous PRs spanning model additions, docs, refactors, and tests. The only clear duplicate pair is the two `fixed_cross_entropy` changes (#43251 and #43254), which touch the same code path and same issue target.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43251 is the stronger canonical fix for the duplicate pair: it explicitly targets issue #43240 and fully threads `weight` and `label_smoothing` through `fixed_cross_entropy`. PR #43254 is the same underlying change in a slimmer variant.", + "best_issue_reason": null, + "best_pr_reason": "PR #43251 is the best representative of the only true duplicate change in this cluster; the rest are unrelated or only broadly similar by subsystem.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model addition vs ExecuTorch dynamic-shape test; unrelated changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer helper methods vs adding MobileLLM; different models and problems." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API methods vs export test; no shared code-path bug/change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs MobileLLM model addition; same area only at a very broad level." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy loss fix vs MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility fix vs Mistral4 test/refactor/model changes; not the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45919", + "accept": false, + "reason": "Export test vs Sapiens2 model addition; different scope and code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45899", + "accept": false, + "reason": "ExecuTorch export test vs continuous batching docs update; docs are not the same change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Export test vs Mistral4 fixes; no concrete overlap." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Export test vs MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New model addition vs config-resolution refactor; different change and intent." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45922", + "accept": false, + "reason": "New model addition vs vision-model memory leak fix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New model addition vs Falcon output-interface refactor; not the same issue." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill PR; completely different artifacts." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor vs Mistral4 tests/fixes; different model families and changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45899", + "accept": false, + "reason": "Model refactor vs docs about decode fast path; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45899", + "accept": false, + "reason": "Mistral4 test/model fixes vs continuous batching docs; not the same underlying change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes vs `layrnorm` rename cleanup across CLIP-like models; different bug classes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45795", + "accept": false, + "reason": "Mistral4 fixes vs docs for audio/video processors; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes vs config-resolution order bug; different code paths." + }, + { + "left": "pull_request:45170", + "right": "pull_request:45899", + "accept": false, + "reason": "Weight-renaming cleanup vs docs change; not a duplicate." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes vs model-creation skill; no overlap." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs skill/docs PR; unrelated." + }, + { + "left": "pull_request:45213", + "right": "pull_request:45899", + "accept": false, + "reason": "Model-creation skill vs docs on decode fast path; different content and purpose." + }, + { + "left": "pull_request:45795", + "right": "pull_request:45899", + "accept": false, + "reason": "Docs for audio/video processors vs docs for decode fast path; both docs-only but different topics." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45795", + "accept": false, + "reason": "MobileLLM model addition vs processor docs; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45899", + "accept": false, + "reason": "Model addition vs docs on continuous batching decode fast path; not the same change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45922", + "accept": false, + "reason": "Mistral4 fixes vs vision-model memory leak fix; different subsystem and bug." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patches change `fixed_cross_entropy` in the same way to pass supported kwargs to `nn.functional.cross_entropy`; same underlying bug and mergeable into one fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only clearly mergeable duplicate pair is PR #43251 and PR #43254, which both patch `fixed_cross_entropy` for the same issue target (#43240). The other pairwise rejections stay conservative and do not overclaim duplicates, even where the heuristic similarity is high. " + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "9950bfa69fdea4668823c38e5be676dfc6282259e68beda62901efb6656fcfa0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related VibeVoice work but not duplicates: one adds the base VibeVoice integration, while the other adds VibeVoice Realtime and an acoustic tokenizer. They overlap in model wiring, but they do not fix the same concrete code-path problem or represent one mergeable change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the more foundational and representative VibeVoice implementation, covering the base model integration and broad auto-registry/doc wiring before the later realtime extension.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best single representative of the cluster because it introduces the core VibeVoice support; #42781 is a distinct follow-up feature set focused on realtime and tokenizer additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: they share VibeVoice infrastructure files, but #42781 adds realtime-specific functionality and an acoustic tokenizer rather than fixing the same underlying change as #40546. The overlap is broad subsystem wiring, not the same concrete code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "0e295f19ce140b0bcae1c20b91f42e3dd6154fb91f1521a8b10fa63c92b6cd89", + "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 PRs target different models and code paths (TimesFM covariate forecasting vs. DINOv3 image classification), so they are not duplicates or merge candidates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes in unrelated subsystems: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They do not fix the same concrete bug or implement the same feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 28, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "0d68969838830599e78cd4337a473560c787b61cee9f852b212223c38c565958", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10409, + "estimated_input_tokens": 2603, + "estimated_eval_tokens": 5462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate open model-integration PRs (DeepSeek OCR, Isaac, Kimi2-6). They share boilerplate Hugging Face model-registration files, but they target different models and codepaths, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45630 is the strongest representative of the cluster: it is the most recent, has the highest review activity, and appears to be the most mature integration. It is still a distinct Kimi2-6 model addition, not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations: DeepSeek OCR vs Isaac. Shared auto-registration/docs scaffolding is expected and does not indicate the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model integrations: Isaac vs Kimi2-6. They touch similar framework plumbing, but they implement separate models and codepaths." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "27b738f7ad5260b03a3e74c1abd6504a495ca55a54caf049ebcc7826da5e9081", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both maintenance PRs upgrading GitHub Actions, but they target different action families and different concrete changes, so they are not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the broader representative: it upgrades multiple core workflow actions for Node 24 compatibility across many workflows, whereas 42976 is a narrower build-action version bump.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the best standalone representative of the cluster because it has the clearest, broader maintenance scope and the strongest title-to-diff alignment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they change different actions (`checkout`/`cache`/`upload-artifact` vs `docker/build-push-action`) and address different compatibility updates. They are related maintenance, not the same underlying change and 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": 7, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-7", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45490", + "pull_request:45838" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45838", + "pull_request:44601|pull_request:45838", + "pull_request:45490|pull_request:45838" + ], + "prepared_review_unit_hash": "042e933838ae4d26e331d9d914c41bd3d652fbb2d2201104d7752ade485ddf95", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23541, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 23541, + "estimated_input_tokens": 5886, + "estimated_eval_tokens": 12028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of unrelated PRs that only look similar because they all touch docs, auto-registration, and model-package boilerplate. They add different models/features (ViT NEPA, Molmo, Molmo2, LFM2 Audio, PP-OCRv6, CTSM) plus an independent pipeline-parallel loading change, so there is no real duplicate group here.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the items are distinct model additions or a distributed-loading feature, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduping; the most active PRs are still unrelated changes, so none is a good representative duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry edits are boilerplate, not the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. Same broad area, but not the same code path or bug." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different models entirely: ViT NEPA vs CTSM. Similar support scaffolding does not make them duplicates." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related families, but these PRs add distinct implementations and docs for different models." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; overlap is only in shared repository plumbing." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are different model integrations, not the same underlying bug or feature." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45838", + "accept": false, + "reason": "Lfm2 audio support and PP-OCRv6 text recognition are unrelated model additions with no shared concrete fix." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45838", + "accept": false, + "reason": "Pipeline-parallel loading support is a runtime/distributed feature; PP-OCRv6 is a model support PR, so they are not duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45838", + "accept": false, + "reason": "CTSM and PP-OCRv6 are separate model integrations, with only generic docs/registry overlap." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "c0ccb0bf9373911f4ec24b6f2830e1a56208980369b33eae1e0ac95f16a2602b", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs do not appear to be duplicates of one another: one is a Whisper tokenizer/test change, one is a test-only CLIP/ViT edit, and one is a FP8 dequantization fix. The cluster is too loose to merge as the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the strongest canonical PR because it contains a concrete implementation fix in loading/FP8 code, while 43291 is mainly Whisper test/tokenizer cleanup and 43665 is test-only noise.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative of the cluster because it addresses an actual runtime/code-path bug with substantive logic changes; the other two are either test-focused or appear unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Different targets and problems: Whisper tokenizer/tests vs CLIP/ViT test edits. Similarity is only superficial test churn." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decoding/tokenizer changes and FP8 dequant/loading fixes are unrelated code paths and cannot plausibly be one PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT edits do not match the FP8 dequantization/runtime fix; no shared concrete 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": 9, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "fd81dd67951a1808d4947f9a85e411a0aceadb5b9763c6d1b6d89f0e9d43c3c9", + "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": "These are not duplicates: PR #43488 is a tiny repo-bot/version-format test tweak, while PR #43532 is a broader CI/workflow and testing-utils change set. They share a Vit test file but not the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the stronger representative of the cluster because it contains the broader, substantive CI/workflow and test-related changes; #43488 is a narrow synthetic bot-check change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the best standalone representative since it reflects the larger functional change set, whereas #43488 is mostly a small test/setup exercise.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "They do not fix the same concrete problem: #43488 changes packaging/versioning for a repo-bot check, while #43532 alters GitHub workflows and testing utilities. Shared Vit test filenames are incidental." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "d61482f8ed5e872771c14a5684ee959fa676f29bfefe86b4449d01719453b6e4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related by theme and share a lot of docs/infrastructure plumbing, but they implement different segmentation pipelines with different model coverage and filenames. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43613 is the broader and more representative standalone change in this cluster, with wider model support and pipeline/test/docs coverage than 43612.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the strongest overall PR here because it is more comprehensive and self-contained, but it is still a different feature from 43612 rather than a duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features: promptable concept segmentation vs promptable visual segmentation. They share scaffolding, but the pipeline code, task docs, and model targets are distinct, so they are not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "04fbb8be04d91c2315f42e7f71871a9144a3aa3dd17fbbef7d7521dc37d820c8", + "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 two PRs both touch `trainer.py`, but they address different trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering for custom/PEFT models. They are not duplicate fixes and should not be merged together.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes are unrelated enhancements in the same file, not the same underlying bug or code-path fix.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must be highlighted, #43651 is the more self-contained behavioral fix around training loss scaling. #43663 is a separate API/refactor for column filtering and not a duplicate of #43651.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both edit `trainer.py`, but they solve different problems on different paths: loss normalization for gradient accumulation versus extracting signature columns for custom trainers. Shared file and broad trainer scope are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "26b2cb9681d21c5b5d83b54e4401f5fd8f959e9e3613f934882d40d64c0f7cd3", + "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": "Three open PRs in src/transformers/cli/serve.py all target the same TypeAdapter/annotation NameError in the Transformers CLI, with 43842 being the narrowest fix.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleanest representative: it directly fixes the pydantic/TypeAdapter NameError with a small, targeted change in serve.py and the title matches the concrete failure mode.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best global representative because it is the most focused and explicit fix for the runtime NameError, with the least extra surface area compared with the broader annotation cleanups.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs fix the same CLI TypeAdapter annotation NameError in src/transformers/cli/serve.py; 43656 is a broader annotation cleanup, while 43842 is the focused variant of the same bugfix." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both are aimed at the same underlying TypeAdapter NameError in the CLI serve code path, and the string-literal/TYPE_CHECKING changes are alternative implementations of the same fix." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is mostly grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and the diffs are clearly in the same annotation/TypeAdapter runtime-NameError area. The soft-pair calls are conservative enough, with 43836 and 43842 especially appearing as alternative fixes for the same issue. The summary is a little broad for 43656 because it looks more like a wider annotation cleanup, but not enough to reject." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 28, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "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:44018|pull_request:44066", + "pull_request:44066|pull_request:44068", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "b66a1235f2718158832a20bf186ddadcc8f6991a0dfdcb25cebb46b99b42ccdc", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75094, + "estimated_input_tokens": 18774, + "estimated_eval_tokens": 37804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a set of independent model-specific refactors to standardized output tracing. The only clear duplicate groups are GPT-Neo (44018/44068) and the GPT-J/CodeGen subcluster around 44066/44085/44722; the rest share only the same umbrella initiative, not the same concrete code path.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative of the GPT-J/CodeGen output-tracing refactor: it is the latest of the near-identical gptj changes, targets the same concrete files/code path, and is explicit about the standardized decorator migration.", + "best_issue_reason": null, + "best_pr_reason": "44722 is the strongest single anchor for the cluster because it is a later, explicit GPT-J/CodeGen output-tracing refactor that overlaps the earlier GPT-J PRs on the same concrete code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths; same tracking theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and implementations; only the output-tracing initiative matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same file; 44085 looks like a narrower variant of the 44066/44722 change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Both are output-tracing refactors, but for different model families and unrelated code paths." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; shared initiative is not enough to make these duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "Different model code paths; only the refactor pattern is shared." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated concrete changes despite the same tracing motif." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR are different model implementations and not mergeable as one fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families and forward paths; only the refactor style overlaps." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing migration in the same model file; these look like duplicate implementations of the same change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen are different concrete changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model implementations and different output paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J are unrelated fixes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated model refactors." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models and code paths; same tracing framework only." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert/XLM are unrelated concrete changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model families and forward paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen are separate model refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated concrete changes." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated fixes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Different models; only the decorator/output-tracing refactor pattern matches." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are separate code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet vs Flaubert/XLM are unrelated model changes." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBERT and LongT5 are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different model-specific changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44071", + "accept": false, + "reason": "MPNet and MPT are unrelated code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBERT and MPT are different models with unrelated fixes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBERT and GPT-Neo are separate model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are unrelated concrete implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBERT vs DeBERTa are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different model code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing migration on the same code path; 44722 is effectively the later version of the same refactor." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors on the same file and concrete path; they appear to be the same underlying change family." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "FNet/CVT and RegNet/ResNet are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "Different model families and code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated concrete fixes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different model implementations; same refactor theme only." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary stays grounded in the packet and is conservative about shared evidence. The accepted duplicate groups are well supported by shared files/paths and the same issue target, while the cross-model pairs are properly kept negative. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 28, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44024", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44024|pull_request:44076", + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "a72f84341ebc4f53ffc55dcbda7f32b1967190928aa70f20624ca298119e10f7", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84894, + "estimated_input_tokens": 21224, + "estimated_eval_tokens": 42704 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17121, + "estimated_input_tokens": 4281, + "estimated_eval_tokens": 8818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of closely related but model-specific refactors to standardized output tracing/capture_outputs across several transformers models. They share a common theme, but each PR touches a different code path and model implementation.", + "confidence": 0.72, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the cleanest anchor for the cluster: it has an explicit issue target and a concrete, self-contained output-tracing refactor in SpeechT5.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best representative overall because it is well-scoped, explicitly tracked to an issue, and clearly exemplifies the standardized output-capture migration pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing migrations, but FocalNet and ImageGPT have different model internals and distinct capture mappings; this is similar refactoring, not the same concrete fix." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "VisualBert and TextNet are separate model implementations with different forward/output changes; they share a pattern but not the same underlying bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert target different architectures and output-recording hooks, so this is not one shared code-path problem." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are independent model refactors in different files; the common decorator/capture_outputs theme is too broad to treat as a duplicate." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; the PRs are analogous migrations, not the same bug or mergeable duplicate." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 change different output-tracing paths in different models; they are not fixing the same concrete 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": 15, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "3d17bf8d59819b4bbd1b1e0d0bc148311b5c55b4717c052b0fba0bc4cd920972", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40175, + "estimated_input_tokens": 10044, + "estimated_eval_tokens": 20344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all model-specific output-tracing refactors with similar mechanics, but they target different architectures and code paths. They should remain separate; the similarity is at the framework-pattern level, not a duplicated bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest representative of the pattern, touching both Mamba and FalconMamba and the output-capture plumbing, but it is not the same change as the other PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest single exemplar if one representative must be chosen, but the collection is not a duplicate set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "timm_backbone vs upernet: same refactor theme, different model code paths and not one underlying bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "timm_backbone vs vision_text_dual_encoder: unrelated architectures; similar tracing cleanup only." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "timm_backbone vs univnet: different model families and forward paths, so not duplicates." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "timm_backbone vs mamba/falcon_mamba: same pattern, but distinct implementation targets." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "timm_backbone vs rwkv: different backbone and cache/output handling, not the same change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "mobilenet_v1 vs univnet: both trace output refactors, but different models and APIs." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "mobilenet_v1 vs upernet: separate model code paths; no shared concrete bug." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "mobilenet_v1 vs depth_anything: similar decorator-based cleanup, but unrelated model families." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "mobilenet_v1 vs vision_encoder_decoder: different subsystems and forward signatures." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "mobilenet_v1 vs speech_encoder_decoder: same broad refactor style, not the same fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "vision_text_dual_encoder vs univnet: unrelated model paths; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "vision_text_dual_encoder vs upernet: different multimodal vs segmentation code, so not duplicates." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "vision_text_dual_encoder vs mamba/falcon_mamba: same tracing theme, different concrete code paths." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "vision_text_dual_encoder vs depth_anything: different model families; similar refactor only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "univnet vs upernet: unrelated architectures and output contracts." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "univnet vs mamba/falcon_mamba: no shared underlying bug, just the same refactor pattern." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "univnet vs depth_anything: different models and different forward behavior." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "upernet vs rwkv: segmentation model vs recurrent LM; not the same change." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "upernet vs mamba/falcon_mamba: similar output-tracing cleanup, but distinct code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "mamba/falcon_mamba vs superpoint: different models and output handling, no duplicate fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "mamba/falcon_mamba vs codegen: different model internals and tracing logic." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone vs codegen: unrelated model families; same broad theme only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "univnet vs codegen: no shared concrete code-path bug, only similar refactor style." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "upernet vs codegen: different model classes and forward semantics." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "depth_anything vs vision_encoder_decoder: both are output-tracing refactors, but different files and behaviors." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "depth_anything vs speech_encoder_decoder: distinct encoder-decoder/depth-estimation code paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "depth_anything vs superpoint: unrelated vision models; not one underlying fix." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "depth_anything vs rwkv: different architectures and output-capture implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "depth_anything vs DPR: separate model families and forward logic." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "vision_encoder_decoder vs rwkv: unrelated models; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "vision_encoder_decoder vs speech_encoder_decoder: closely named but still different wrapper code and modalities." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "vision_encoder_decoder vs superpoint: distinct tasks and code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "vision_encoder_decoder vs DPR: different model internals and no shared bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "speech_encoder_decoder vs superpoint: unrelated model code, only same cleanup style." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "speech_encoder_decoder vs rwkv: different output semantics and implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "speech_encoder_decoder vs DPR: separate models and code paths." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "superpoint vs rwkv: completely different model families; not mergeable into one PR." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "superpoint vs DPR: distinct vision and retrieval models, no duplicate change." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "rwkv vs DPR: different architectures and forward/output logic; same pattern, not same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "b0c185d48dd11b1ae1725e8324af073e6753d3f6291c66659faa62d90db46c89", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are separate model-addition workstreams (PenguinVL, DeepSeek-OCR-2, Voxtral TTS) with only boilerplate overlap in auto-registry/docs files; they are not duplicate fixes or mergeable into one change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR as a duplicate representative: these are distinct model integrations, not the same underlying change. If one must be picked as the most complete standalone example, 45075 is the strongest candidate because it has the broadest implementation surface and test coverage.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the best standalone representative of this cluster because it is a full model integration with explicit conversion, image processing, modeling, processing, and tests, making it the most complete example of the pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different codepaths: PenguinVL versus Voxtral TTS. Shared files are only generic registration/docs plumbing, not the same bug or change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Both are new model implementations, but for unrelated architectures and tasks. Overlap is limited to auto-mapping and repo plumbing, so they are not the same underlying change." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS target different modalities and model stacks. The common touched files are generic integration points, not evidence of a shared fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "7780ee926025de96ca7ec0dccfa5b94f88117b2f5f02e9f40b8827ff4a926188", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch related fusion ideas, but they implement different layers of the stack: one introduces a generic Module Fusion API, while the other adds KernelConfig-based n-to-1 kernel fusion and integration hooks. They are conceptually adjacent, not the same change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45363 is the stronger representative of the cluster because it is the more concrete end-user feature: it wires KernelConfig through model loading, adds integration code, and includes an example. PR #44979 is a lower-level API foundation rather than the same deliverable.", + "best_issue_reason": null, + "best_pr_reason": "PR #45363 is the best overall PR candidate here: it has the broader implementation surface and a more complete feature story, whereas PR #44979 is primarily an underlying API addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Reject: these are related fusion efforts, but not the same underlying bug/change. #44979 adds a generic Module Fusion API, while #45363 implements KernelConfig-driven kernel fusion and related integration changes; they could coexist as separate PRs." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "7ed5ecddb000868f6911517b446c1f966b01329fae8000c42070b4bd26dd5aaa", + "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 address the same AttributeError in `_patch_mistral_regex` by switching from `tokenizer.backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; 45317 is the more complete version because it also adds tests.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it fixes the same bug as 45086 but is more complete, with added test coverage and clearer framing of the failure mode.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of the cluster because it contains the same core fix plus tests, making it the most complete and merge-ready patch for the underlying bug.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug and same code-path fix in `tokenization_utils_tokenizers.py`; 45317 is effectively the superseding, test-backed version of 45086." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "7f9e180335af1bc3f624e014f9f4d199dab983e2b55a66347d6071e9477b6b9c", + "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": "Two related NemotronH pull requests, but they target different changes: one is a narrow inheritance/conversion-mapping refactor, the other is a broader model split/addition for NemotronH dense/sparse variants plus docs and tests. They share files because the later PR builds on the same model area, not because they fix the same concrete change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45569 is the better canonical representative because it is the broader, more complete change set for the NemotronH model family; PR #45115 is a narrower predecessor-style refactor focused on conversion/mapping and inheritance wiring.", + "best_issue_reason": null, + "best_pr_reason": "PR #45569 is the best standalone PR in the cluster because it appears to implement the larger user-facing model refactor/addition, with model, auto-mapping, docs, and tests. PR #45115 is too specific and partial to serve as the main representative of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related area, but not the same underlying bug/change. #45115 focuses on NemotronH conversion mapping and GraniteMoeHybrid-style inheritance; #45569 adds/splits NemotronH dense and sparse variants with docs and tests. They could coexist, but they are not mergeable 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": 20, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "bde4f19e53c1b13b8d56776cd8f4d732119a177a1d475adb58c18a00f649b86f", + "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": "These are related heterogeneous-feature PRs, but they are not duplicates: one is a config-only foundation, the other adds broader model/runtime support on top. Keep them separate.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it covers per-layer config handling plus cache/masking/modeling updates, so it best represents the full heterogeneous-support effort.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the best representative of the cluster because it spans the full feature area rather than only the config layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete change. #45333 is config-only support, while #45332 extends into model/cache/masking behavior and is not plausibly merged as one PR with #45333 without collapsing distinct layers of the feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "43e87f413ca077bc9294ef6342c9ab63ffe3fa90bac786d16eb5607a11fdccbc", + "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": "These are related to typing work, but they are not the same underlying change: one is a broad type-checking sweep across many files, the other adds shared typing protocols and targeted fixes for a few modules.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more self-contained, concrete typing change; 45415 is a broad repository-wide type-checking sweep touching many unrelated files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a specific typing-helper focus and a narrower code-path scope than the large multi-file cleanup in 45415.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-related and share a few files, but 45415 is a broad type-checking/config sweep while 45425 adds specific typing protocols and targeted fixes. They do not look like the same concrete change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-6", + "nodes": [ + "pull_request:45487", + "pull_request:45817", + "pull_request:45843", + "pull_request:45858", + "pull_request:45890", + "pull_request:45926" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45843", + "pull_request:45487|pull_request:45926", + "pull_request:45817|pull_request:45843", + "pull_request:45858|pull_request:45890", + "pull_request:45858|pull_request:45926", + "pull_request:45890|pull_request:45926" + ], + "prepared_review_unit_hash": "06663770a99d921cb27def0732bb7d3b68ecde392e0c8be15abf1e6feee651a3", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14719, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 14719, + "estimated_input_tokens": 3680, + "estimated_eval_tokens": 7616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is heterogeneous: one group contains real model-parallel code fixes across different models, while another group is just XPU test expectation updates for unrelated models. These are not duplicates of a single underlying bug/change.", + "confidence": 0.48, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the broadest concrete model-parallel fix in the set, with an actual code-path change in multiple model implementations rather than just test data. It is the most representative of the cluster\u2019s main technical theme, even though the cluster is not a true duplicate set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best single representative because it fixes a real device-placement bug in model code across several related text/vision models. The other PRs are either model-specific fixes in different code paths or test-only expectation updates, so they are weaker as a canonical representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45843", + "accept": false, + "reason": "Both are model-parallel-related, but they fix different bugs in different model families and different code paths. Too broad to treat as the same underlying change." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45926", + "accept": false, + "reason": "45487 is a core model-code fix; 45926 is a test expectation update for a different model. They are not the same bug or change." + }, + { + "left": "pull_request:45817", + "right": "pull_request:45843", + "accept": false, + "reason": "Gemma4 device handling and Deimv2 internals are unrelated fixes. Same broad theme, but not the same underlying problem." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45890", + "accept": false, + "reason": "Both only add XPU expectations, but for different models and different tests. They are not mergeable as one concrete fix." + }, + { + "left": "pull_request:45858", + "right": "pull_request:45926", + "accept": false, + "reason": "These are separate test-only expectation updates for different model suites, not the same underlying issue." + }, + { + "left": "pull_request:45890", + "right": "pull_request:45926", + "accept": false, + "reason": "Different model test expectation updates with no shared bug beyond general XPU coverage." + } + ] + }, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "9668efd69448fcc694ec968b6cee72a003038427a56e5e18a16fd5ba3865a2d0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate PRs in the same expert-parallel/loading area, but they address different failure modes: one fixes EP + DeepSpeed ZeRO-3 loading metadata/serialization, the other fixes EP + FSDP2 parameter overwrites during sharded loading. They should not be treated as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the stronger canonical PR for the cluster because it targets a concrete, well-scoped loading corruption bug in the EP/FSDP2 path and includes the most substantial code-path fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the best representative artifact: it fixes a specific, reproducible EP loading overwrite bug in core model loading rather than a more indirect configuration/serialization issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern expert parallelism, but they fix different code-path problems: #45548 is about preserving distributed_config and enabling EP during ZeRO-3 loading, while #45662 fixes rank-0 broadcast overwriting experts during FSDP2/sharded loading. Not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "39ca8634070932d0bd287cf1b5b2f131a48a23116f243da26c335d43b789accb", + "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": "These two PRs address the same xdist collision problem for `captured_info` debug logs; PR 45645 appears to subsume PR 45639 by including the shared `testing_utils.py` fix plus the downstream CI log handling changes.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it contains the core xdist-safe `captured_info` fix from 45639 and also updates CI/workflow consumers to handle the new multi-file output.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the most complete representation of the underlying change: it fixes the collision source and updates the log collection path that consumes those files.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same concrete bug: xdist collisions for `captured_info` artifacts. 45645 includes the same `testing_utils.py` change and extends it with workflow updates, so they look like the same fix family rather than separate changes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 25, + "component_count": 28, + "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": 28, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 28, + "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-45851-2", + "nodes": [ + "pull_request:45851", + "pull_request:45947" + ], + "soft_pairs": [ + "pull_request:45851|pull_request:45947" + ], + "prepared_review_unit_hash": "11ca43dd19fd243aa4f83ae45f926dd02bfedc26e36a72e96f222b41ed92fc38", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4105, + "estimated_input_tokens": 1027, + "estimated_eval_tokens": 2310 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4105, + "estimated_input_tokens": 1027, + "estimated_eval_tokens": 2310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open docs PRs in the same chat-templating area, but they fix different topics: one documents storing/loading template files, the other documents prefill behavior for reasoning fields. Not a duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative PR is needed, 45851 is the better anchor because it has an explicit issue target (#45205) and a fuller, self-contained chat-template docs update; 45947 is a separate docs addition about reasoning-field prefill.", + "best_issue_reason": null, + "best_pr_reason": "45851 is the stronger representative for the cluster because it is tied to an explicit issue and covers a more concrete documentation change, while 45947 covers a distinct prefill feature note.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45851", + "right": "pull_request:45947", + "accept": false, + "reason": "Different underlying doc changes: 45851 explains on-disk chat template storage/loading, while 45947 explains prefilling reasoning fields during chat templating. Same subsystem, but not the same change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 28, + "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-45975-2", + "nodes": [ + "pull_request:45975", + "pull_request:45977" + ], + "soft_pairs": [ + "pull_request:45975|pull_request:45977" + ], + "prepared_review_unit_hash": "7571a246f857eefe52a1913484e927719bcbf3c0dea1226dab34d9f6b2299092", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4523, + "estimated_input_tokens": 1131, + "estimated_eval_tokens": 2518 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4523, + "estimated_input_tokens": 1131, + "estimated_eval_tokens": 2518 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about GGUF/Apple Silicon/Metal acceleration, but they implement different changes: one adds an optional kernels-community fast path and CLI plumbing, while the other introduces a new GgufLinear inference-time matmul path with quantizer/model integration and tests. They are related, but not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45977 is the more representative PR for the cluster because it is the core inference-time GGUF matmul implementation with new module and tests; pull_request:45975 is a narrower optional fast-path/plumbing change.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45977 is the strongest standalone representative of the underlying GGUF-on-Apple-Silicon work: it introduces the main code path and validation, rather than only exposing an optional backend choice.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45975", + "right": "pull_request:45977", + "accept": false, + "reason": "Both target GGUF/Metal acceleration on Apple Silicon, but 45975 adds an optional kernels-community dequant fast path and CLI/model-manager plumbing, while 45977 adds a new GgufLinear implementation and quantizer integration. Different concrete code paths, so not duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/manifest.json b/snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..59f5cfbccaf9dfafb06cbf217897816b9f1f913d --- /dev/null +++ b/snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260514t120030z", + "artifacts": { + "hybrid": "snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-14T12:05:50Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260514T120030Z", + "variant": "hybrid" +} diff --git a/snapshots/20260514T120030Z/manifest.json b/snapshots/20260514T120030Z/manifest.json index 23c808919d724b7cbb38a1ac913ad98bc3601de2..492231e6448076411f68340c43b3c138c02144ee 100644 --- a/snapshots/20260514T120030Z/manifest.json +++ b/snapshots/20260514T120030Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1122 }, "extracted_at": "2026-05-14T12:00:30Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260514t120030z", + "runs": { + "hybrid-model-20260514t120030z": { + "analysis_id": "hybrid-model-20260514t120030z", + "artifacts": { + "hybrid": "snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260514T120030Z/analysis-runs/hybrid-model-20260514t120030z/manifest.json", + "model": null, + "published_at": "2026-05-14T12:05:50Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260514T120030Z", "watermark": {