diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 094f1b43ff9af993ada0b81892eeb60fab729280..d8fc9b5f25a0cada83ff05f32da89548da20cc58 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": "20260530T120027Z", - "generated_at": "2026-05-30T12:07:39Z", + "snapshot_id": "20260530T180032Z", + "generated_at": "2026-05-30T18:04:56Z", "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 949160f903c204fe7f4a39cca2a5ada9f2048470..b7c2922c1a8c170455f4372731c6bc3bbc4aa8b9 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": "20260530T120027Z", - "generated_at": "2026-05-30T12:07:39Z", + "snapshot_id": "20260530T180032Z", + "generated_at": "2026-05-30T18:04:56Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -475,8 +475,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -859,8 +859,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -1188,8 +1188,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -1516,8 +1516,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -1839,8 +1839,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -2160,8 +2160,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -2488,8 +2488,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -2801,8 +2801,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -3137,8 +3137,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -3445,8 +3445,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -3764,8 +3764,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -4125,8 +4125,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -4418,8 +4418,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -4733,8 +4733,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -5045,8 +5045,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -5342,8 +5342,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -5647,8 +5647,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -5975,8 +5975,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -6265,8 +6265,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -6573,8 +6573,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -6920,8 +6920,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -7232,8 +7232,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -7530,8 +7530,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -7849,8 +7849,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -8177,8 +8177,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -8503,8 +8503,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -8786,8 +8786,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -9084,8 +9084,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -9382,8 +9382,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -9672,8 +9672,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -9970,8 +9970,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -10253,8 +10253,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -10559,8 +10559,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -10864,8 +10864,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -11169,8 +11169,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -11467,8 +11467,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -11786,8 +11786,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -12107,8 +12107,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -12439,8 +12439,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -12750,8 +12750,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -13063,8 +13063,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -13474,7 +13474,7 @@ "issue:38617|issue:41628", "issue:42222|issue:46178" ], - "prepared_review_unit_hash": "8ee0893e48ef94795c331bdca796d83f73617c08ab58e5480f7ef9ecd2d226c4", + "prepared_review_unit_hash": "4e24711b2060327a5908a53bd251084c915780c0462d27ae1a0b8cd9d571ff59", "component_budget": { "node_count": 437, "item_count": 437, @@ -13496,60 +13496,60 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly false positives: they refer to different models, subsystems, or bug classes despite superficial tokenizer/import/version overlap. No single issue stands out as a safe duplicate hub for the set.", - "confidence": 0.96, - "canonical_issue_reason": "No clear canonical issue exists here; the issues span unrelated regressions and feature requests, so none should serve as a duplicate anchor for the whole set.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and feature bugs; the soft pairs share broad topical similarity but not the same underlying defect. I would not merge any of the candidate pairs.", + "confidence": 0.95, + "canonical_issue_reason": "If an issue must anchor the cluster, issue 45278 is the broadest umbrella: it covers multiple import breakages after upgrading to v5.5.0 and is the closest to a generic regression representative among the items.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the nearest-looking pairs still describe different concrete failures or different code paths.", + "best_issue_reason": "Issue 45278 is the best representative issue only because it is the widest-scoped and most cluster-like report; the rest are too specific or unrelated to serve as a better canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Different problems: multi-label classification behavior in an example script vs an invalid pipeline() error message for translation support." + "reason": "Different bugs: multi-label classification example returns empty results, while the other is a pipeline() v5 translation-task error message issue." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different model failures: Qwen3 tokenizer offset mapping vs Qwen3.5 infinite loop on a specific image." + "reason": "Both mention Qwen3.5, but one is a SigLIP2 implementation discrepancy and the other is an image-specific infinite loop; not the same defect." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Unrelated code paths: qwen3_omni_moe feature-length helper behavior vs a flex_attention import version check." + "reason": "Different code paths: qwen3_omni_moe feature-extract length helper vs flex_attention aux-request version check." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "One is a classification example bug; the other is a tokenizer offset-mapping regression. Not the same bug." + "reason": "Unrelated model areas and symptoms: example-script classification output vs SigLIP2 implementation mismatch." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation error vs a stale warning in paged generate(); different failures and fixes." + "reason": "GenerationConfig validation failure is not the same as a stale warning emitted by paged generate()." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "Import failure for transformers.onnx vs a LayoutLMv3 error-message clarity issue. Not duplicate." + "reason": "Import error for transformers.onnx versus a LayoutLMv3 error-message clarity issue; different functionality entirely." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both mention tokenizers, but one is a broad loading regression and the other is a specific Qwen3 offset_mapping bug." + "reason": "Tokenizer loading regression is broad and version-related, but the other is a Qwen3 offset_mapping bug; not the same bug." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Generic import error vs a broad upgrade-related import breakage; too wide and not clearly the same concrete defect." + "reason": "Both are import-related regressions, but one is a specific missing symbol and the other is a broad multi-import failure report; not the same concrete fix." }, { "left": "issue:44625", @@ -13561,121 +13561,121 @@ "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both tokenizer-related, but they affect different models and different symptoms (offset mapping vs incorrect tokenization results)." + "reason": "Both affect tokenization, but one is offset_mapping in Qwen3 and the other is incorrect Deepseek tokenization; different model-specific issues." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Different attention-mask/scaling bugs in different models and backends; not one shared code-path problem." + "reason": "GPT2 attention scaling under SDPA/FlashAttention is distinct from Gemma4 building causal masks when bidirectional attention is requested." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "TOKENIZER_MAPPING_NAMES fallback bug is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to flash_attention.py crashing on s_aux=None for sink-less models." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Backend dependency packaging issue vs Python 3.14 load failure; no shared concrete bug." + "reason": "TF not included in pip install '.[torch]' is a packaging/backend issue, not a Python 3.14 import failure." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Distributed optimizer-state issue in Trainer/FSDP2/PEFT vs GenerationMixin cache missing during chunked prefill." + "reason": "Wrong optimizer states on nonzero ranks in training is unrelated to missing GenerationMixin cache during chunked prefill." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing removed pipeline() vs a PyTorch version check bug in flex_attention. Different scope entirely." + "reason": "Documentation still referencing pipeline() is not the same as the incorrect PyTorch version check for AuxRequest import." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to pipeline parallelism output corruption." + "reason": "Gradient checkpointing in eval mode and incorrect LLM output under pipeline parallelism are different runtime behaviors and code paths." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug vs missing torchvision causing an AutoProcessor crash. Different issues." + "reason": "Video processor batch shape bug is unrelated to AutoProcessor crash when torchvision is missing." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Both involve Qwen3.5, but one is GenerationConfig invalidity and the other is flash-attention generation misbehavior." + "reason": "Both involve generation/Qwen3.5, but one is invalid GenerationConfig and the other is flash-attention generation failure; different root causes." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights depends on device; NaNs in classification heads are a separate initialization/checkpoint problem." + "reason": "lm_head.weight serialization inconsistency is unrelated to NaNs in classification heads upon checkout/init." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Released-version mismatch for PEFT dependency is unrelated to the flex_attention import/version check." + "reason": "Released-version pinning problem for PEFT is unrelated to the AuxRequest PyTorch version check." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Both tokenizer-loading related, but one is a mapping lookup assumption and the other is a Mistral regex patch crash." + "reason": "Tokenizer mapping None handling does not match the Mistral regex patch crash on missing backend_tokenizer." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in multi-thread dataloader use is unrelated to CI dtype mismatches in bfloat16 inference." + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to CI dtype mismatches for SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43122", "right": "issue:46298", "accept": false, - "reason": "Tokenizer regression vs noisy logging; not the same underlying bug." + "reason": "Tokenizer behavior changed across versions is unrelated to a noisy logging message." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Different Qwen3.5/Qwen3next model-loading/configuration bugs with different symptoms." + "reason": "Missing attn_qkv/attn_gate projections in qwen3next layer 0 is unrelated to Qwen3.5 Moe from_pretrained loading error." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Init-empty-weights argument incompatibility is not the same as PretrainedConfig type-checking breakage, even if both involve v5." + "reason": "init_empty_weights TypeError from unexpected _is_hf_initialized argument is unrelated to PretrainedConfig type-checking breakage." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "FlashAttention training degeneration vs incorrect checkpoint serialization; different code paths." + "reason": "FlashAttention_3 degenerate training is not the same as Qwen3.5 save_pretrained producing incorrect checkpoints." }, { "left": "issue:39401", "right": "issue:43421", "accept": false, - "reason": "Offset mapping regression and runtime post-processor update behavior are distinct tokenizer issues." + "reason": "Qwen3 tokenizer offset_mapping bug is unrelated to TokenizersBackend not updating post-processors when special tokens change." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Different import failures affecting different symbols; not a single duplicate bug." + "reason": "Both are import errors, but they concern different missing symbols/modules and different fixes." }, { "left": "issue:42222", "right": "issue:46178", "accept": false, - "reason": "Vitpose breakage vs backend mapping error for tensorflow_text. Different subsystems and symptoms." + "reason": "Broken vitpose models are unrelated to the backend mapping error for tensorflow_text." } ] }, @@ -13694,8 +13694,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -14102,7 +14102,7 @@ "issue:43986|issue:45341", "issue:43992|issue:44484" ], - "prepared_review_unit_hash": "5a1474184f58c73dc2622cf93b3eae67d063fd99ead3475bc6c14662148258f0", + "prepared_review_unit_hash": "1494d8f79a16cc1d33762fe8575d9b130fa55154b7f9a9d3cce5b50f643195c9", "component_budget": { "node_count": 437, "item_count": 437, @@ -14124,210 +14124,210 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster is supported here: the soft pairs are mostly superficial similarities (imports, model-family names, test utilities) but point to different code paths and different failures. I would not merge any of the candidate edges.", + "summary": "No duplicate pairs look like the same underlying bug/change. The soft matches are mostly superficial title-level similarity across different subsystems, error types, or unrelated docs/test issues. Best representative issue is the broad open quantization/offloading bug.", "confidence": 0.93, - "canonical_issue_reason": "No single issue is a credible canonical representative because the items span unrelated bugs and regressions; the apparent similarities are too shallow to treat as duplicates.", + "canonical_issue_reason": "issue:43873 is the broadest, currently open, user-impacting runtime bug in the set, with multiple references and a clear actionable failure mode.", "canonical_pr_reason": null, - "best_issue_reason": "No issue here is a strong global best representative for a duplicate cluster; the set is too heterogeneous to center on one canonical bug.", + "best_issue_reason": "issue:43873 is the best standalone issue to keep as the representative: it is open, broadly scoped, and tied to concrete behavior rather than a narrow import/warning/docs problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44933", "right": "issue:46231", "accept": false, - "reason": "Import/export failure in image_utils vs a documentation parameter-name mismatch; different bugs." + "reason": "Nonexistent import error vs documentation parameter-name mismatch; unrelated problems." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Both involve GLM code, but one is a missing image-patch method and the other is a torch.split shape/return-value issue in a different component." + "reason": "Different GLM failures in different paths: image patch counting vs torch.split return handling." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Different symptoms: model-type warning for SAM vs tie_word_embeddings warning in Qwen fine-tuning." + "reason": "SAM model-type warning vs tie_word_embeddings warning; different models and causes." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility problem vs incorrect outputs under pipeline parallelism; unrelated failures." + "reason": "Python compatibility/install issue vs incorrect pipeline-parallel output; unrelated failure modes." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor/torchvision import crash vs save_pretrained shard-size behavior; not the same bug." + "reason": "Missing torchvision crash in AutoProcessor vs save_pretrained shard-size question; no shared bug." }, { "left": "issue:45440", "right": "issue:46172", "accept": false, - "reason": "Both are DeepSeek-related, but one is implementation divergence and the other is a specific tensor transpose expression issue." + "reason": "Different DeepSeek model bugs in separate code paths and model versions." }, { "left": "issue:43097", "right": "issue:46050", "accept": false, - "reason": "Removed config field warning vs quantized save/load corruption; different code paths." + "reason": "Removed config field vs quantization serialization/deserialization breakage; not the same bug." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Config/API removal warning vs flash-attention crash on sink-less models; unrelated." + "reason": "Removed config field warning vs flash-attention sink-less crash; unrelated behavior." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug vs Liger Kernel not applied with model_init; different training integration issues." + "reason": "FSDP/PEFT optimizer state corruption vs Liger-kernel application with model_init; different training issues." }, { "left": "issue:42673", "right": "issue:45200", "accept": false, - "reason": "VRAM leak in multi-threaded dataloading vs Gemma 4 token-type-id defaulting; unrelated." + "reason": "VRAM leak in threaded dataloaders vs missing multimodal token IDs default; distinct bugs." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different missing symbols from different dependencies." + "reason": "Two different missing imports from different modules and dependency layers." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken special-kwarg duplication vs TOKENIZER_MAPPING_NAMES returning None; distinct tokenizer-loading failures." + "reason": "AddedToken keyword collision vs tokenizer mapping None-handling; separate tokenizer bugs." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Both concern Qwen variants, but one is missing projections in layer 0 and the other is a missing config field silently dropped." + "reason": "Missing Qwen projections vs missing config field silently dropped; different model/config issues." }, { "left": "issue:42890", "right": "issue:46298", "accept": false, - "reason": "Seed-related flaky test failure vs noisy logging message; not duplicates." + "reason": "Seed-related flaky test failure vs noisy logging message; not the same underlying problem." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen model bugs: a general transformers/Qwen3-VL-Moe issue vs missing attention projections in qwen3next." + "reason": "Qwen3-VL-Moe issue vs qwen3next missing projections; different models and code paths." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Weight-shape mismatch when loading a model vs missing projection modules; different failure modes." + "reason": "Model weight-shape mismatch on load vs missing projections in qwen3next; unrelated." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "local_files_only still triggering API requests vs missing embed_tokens.weight in UMT5Encoder; unrelated loading bugs." + "reason": "local_files_only network leakage vs missing embed_tokens weight on load; different loading bugs." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they reference different removed/missing symbols and different packages." + "reason": "Missing import of layer_type_validation vs missing HybridCache import; only superficially similar." }, { "left": "issue:45341", "right": "issue:45859", "accept": false, - "reason": "A testing-utils bug vs a CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding; unrelated." + "reason": "Testing utility bug vs CPU-offload incompatibility in rotary embedding; unrelated." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed embedding-tie config warning vs offloading failing with quantization; different areas." + "reason": "Removed tie_embeddings config issue vs quantization offloading failure; different affected paths." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "RMS norm epsilon precision discrepancy vs GLM-5 RoPE implementation discussion; not the same bug." + "reason": "RMS norm epsilon precision discussion vs GLM RoPE implementation; different math/config topics." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "Model-loading regression for Phi-4 multimodal vs a testing-utils bug; unrelated." + "reason": "Model loading regression vs testing_utils bug; no shared code-path problem." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Missing kwargs forwarded to cached_file vs auto-docstring crash with future annotations; different helpers." + "reason": "cached_file kwargs forwarding bug vs auto-docstring annotation parsing crash; unrelated." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "AutoProcessor/torchvision import failure vs tokenizer mapping None assumption; distinct loading paths." + "reason": "Processor loading without torchvision vs tokenizer mapping None handling; distinct subsystems." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py execution failure vs a testing-utils bug; no overlap in root cause." + "reason": "3d_parallel execution failure vs testing utility bug; unrelated." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type vs an isolated reproduction of a different issue; not enough evidence of the same code-path bug." + "reason": "Wrong tokenizer decoder type vs isolated reproduction of another issue; not the same concrete bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision dependency crash vs ReasoningEffort import error breaking Gemma 4 processor loading; different missing imports." + "reason": "Missing torchvision dependency crash vs mistral_common ReasoningEffort import break; different import failures." }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "Processor load crash without torchvision vs chat-template crash on tool-call messages; unrelated." + "reason": "Processor loading crash vs chat-template tokenization crash; different code paths." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "Testing utility bug vs flash-attention AttributeError on sink-less models; different subsystems." + "reason": "Testing utility bug vs flash-attention sink-less crash; no overlap beyond being bugs." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs vs Bamba-9B-v2 torch.compile/SDPA failure; different model-specific problems." + "reason": "xLSTM training blockers vs Bamba torch.compile/SDPA failure; different models and causes." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "Generic testing-utils bug vs a specific xdist race on captured_info.txt; related area but not the same underlying bug." + "reason": "Both mention testing utilities, but one is a minor bug and the other is an xdist race; not the same failure." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "Processor loading crash vs testing-utils issue; no shared root cause." + "reason": "Processor loading crash vs testing utility bug; unrelated." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Missing model weight key vs save_pretrained shard-size question; unrelated. " + "reason": "Missing encoder weights on load vs max_shard_size documentation/behavior question; unrelated." } ] }, @@ -14432,7 +14432,7 @@ "issue:42994|issue:44655", "issue:43901|issue:44655" ], - "prepared_review_unit_hash": "9be15458d6ffb0ff2f624068789fc6985a36855d26b1c691de5508ecd62f24d1", + "prepared_review_unit_hash": "84a7b1646435ef549dc13a0496da8ef5ce58ae7170e80d4d836d2630b00cca52", "component_budget": { "node_count": 437, "item_count": 437, @@ -14454,198 +14454,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The candidate pairs are mostly surface-level similarities (shared subsystem keywords or nearby release regressions) rather than the same concrete bug. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.9, - "canonical_issue_reason": "Issue #45698 is the most active and substantively described bug report in the set, with the strongest discussion/inbound references and a concrete save/load failure path, so it is the best single issue anchor if one must be chosen.", + "summary": "The pairs are mostly superficial title-similarity matches, not the same underlying bug or change. I found no safe duplicate merges among them.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated regressions, import errors, model-specific bugs, and docs/UX issues, so there is no safe duplicate anchor.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45698 is the most actionable and broadly impactful report here; among the listed issues it is the best representative of a real, reproducible defect.", + "best_issue_reason": "If one issue must represent the set, issue:45698 has the strongest activity signal, but it still does not unify the cluster and is not a true canonical duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Both involve compile/runtime behavior, but one is a bfloat16 warning and the other is an SDPA crash for Bamba; different code paths and symptoms." + "reason": "Compile warning vs a torch.compile+SDPA failure; different code paths and symptoms." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "One is about an incorrect pipeline error message, the other about saving Pipeline objects; unrelated bugs." + "reason": "Pipeline task-message wording issue vs pipeline serialization failure; unrelated bugs." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "One concerns PyTorch precision warnings, the other a tie_word_embeddings warning during LoRA fine-tuning; not the same defect." + "reason": "Both mention warnings, but one is a bfloat16 compile warning and the other is a Qwen fine-tuning config warning." }, { "left": "issue:45712", "right": "issue:46298", "accept": false, - "reason": "Left is about leftover dummy classes leaking into exports, right is a noisy logging message; no shared underlying bug." + "reason": "Left is leftover dummy-class cleanup; right is noisy logging. Not the same bug." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Dequantized model saving and pipeline serialization are different save failures with different paths." + "reason": "Quantized/dequantized model save failure vs Pipeline.save_pretrained failure; different objects and paths." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized models is unrelated to a Qwen3_5 infinite-loop generation bug." + "reason": "Save/export bug vs an inference infinite-loop bug; no shared underlying defect." }, { "left": "issue:43097", "right": "issue:46298", "accept": false, - "reason": "A removed config API and a noisy log message are not the same change or failure mode." + "reason": "Removed API compatibility issue vs generic logging noise; unrelated." }, { "left": "issue:44162", "right": "issue:46172", "accept": false, - "reason": "ESM2 model breakage and a DeepSeek-v4 dtype/transpose issue are distinct model-specific bugs." + "reason": "ESM2 breakage vs a DeepSeek tensor operation bug; different models and failures." }, { "left": "issue:43792", "right": "issue:46123", "accept": false, - "reason": "Whisper runtime failure and a mask-generation batching bug affect different pipelines and code paths." + "reason": "Whisper load failure vs partial-batch dropping in MaskGenerationPipeline; different code paths." }, { "left": "issue:44938", "right": "issue:46178", "accept": false, - "reason": "Python 3.14 import/load failure and a backend-mapping ValueError are unrelated compatibility issues." + "reason": "Python 3.14 import/load issue vs backend-mapping validation error; unrelated." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "One is an API endpoint request rejection, the other a processor crash on batched chat templates; different layers entirely." + "reason": "Server /v1/chat/completions rejection vs Qwen2.5-VL chat-template batching crash; different failures." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "xLSTM training bugs and a BeitImageProcessorFast label-reduction bug do not share the same underlying defect." + "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction; no shared concrete defect." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained and the other from_pretrained; different directions and likely different fixes." + "reason": "FP8 save_pretrained problem vs Qwen3.5-MoE from_pretrained load error; both MoE-related but distinct." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A precision warning during compilation is not the same as a compiled flex_attention failure on newer PyTorch." + "reason": "PyTorch warning during compile vs flex_attention compile failure; not the same bug." }, { "left": "issue:42490", "right": "issue:43012", "accept": false, - "reason": "Import warning on local path parsing and a bfloat16 precision warning are unrelated." + "reason": "Local-path trailing-slash import warning vs bfloat16 compile warning; unrelated." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols/modules and different dependency layers." + "reason": "huggingface_hub import error vs transformers model import error; different missing symbols." }, { "left": "issue:45600", "right": "issue:46298", "accept": false, - "reason": "Broken auto_mappings references and a noisy logging message are not the same issue." + "reason": "Broken auto_mappings CI references vs generic logging noise; not the same underlying issue." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Missing import vs API calls despite local_files_only=True are distinct regressions." + "reason": "Missing import from configuration_utils vs unintended network access with local_files_only=True; unrelated." }, { "left": "issue:45698", "right": "issue:46172", "accept": false, - "reason": "Wrong custom module loading after save_pretrained and a DeepSeek dtype/transpose bug are unrelated." + "reason": "Custom module reload/save mismatch vs DeepSeek tensor op failure; different subsystems." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Both involve Qwen3-VL/MoE/FP8, but one is loading incompatibility and the other inference support; not the same concrete bug." + "reason": "Qwen3-VL-Moe loading regression vs FP8 inference-support request; not the same concrete bug." }, { "left": "issue:43673", "right": "issue:46123", "accept": false, - "reason": "Generation cache missing in chunked prefill and a partial-batch pipeline bug are different mechanisms." + "reason": "Generation cache missing in v5 vs final partial-batch result loss; different functionality." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "A chat-completions API compatibility issue is unrelated to assistant tool-call template crashes." + "reason": "Chat-completions endpoint rejection vs assistant tool-call template crash; unrelated." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption and GPT2 attention scaling being ignored are different bugs in different subsystems." + "reason": "FSDP/PEFT optimizer-state bug vs GPT2 attention-scaling being ignored; different paths." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "CLIP attentions not assigned and CLIPVisionModel hidden_states missing are adjacent but distinct output-field regressions." + "reason": "Missing CLIPOutput attentions assignment vs CLIPVisionModel hidden_states regression; separate output fields." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL loading breakage and state_dict sorting load errors are different model-loading failures." + "reason": "Qwen3VL-Moe loading breakage vs state_dict sorting load error; not the same failure." }, { "left": "issue:43066", "right": "issue:46209", "accept": false, - "reason": "Tokenizer decoder type mismatch and FP8 inference failure on B200 are unrelated issues." + "reason": "Tokenizer decoder type regression vs FP8 inference failure on B200; unrelated." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM3 Video missing fpn_position_embeddings are different attribute regressions." + "reason": "Gemma3Config vocab_size attr missing vs SAM3 video output attr missing; different model families and bugs." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Embedding resize not propagating and causal-vs-bidirectional attention masking are separate Gemma4 bugs." + "reason": "Embedding resize not propagating vs bidirectional-attention mask construction; different Gemma4 issues." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and pipeline save_pretrained failure are different save paths." + "reason": "Quantized model saving failure vs saving Pipeline objects; both save-related but not the same bug." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs drift about return_all_scores is not the same as an inability to save Pipeline objects." - }, - { - "left": "issue:46178", - "right": "issue:46209", - "accept": false, - "reason": "Backend mapping validation and FP8 inference on B200 are unrelated runtime issues." + "reason": "Docs behavior mismatch vs Pipeline.save_pretrained failure; unrelated." } ] }, @@ -14664,8 +14658,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -14961,8 +14955,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -15311,8 +15305,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -15671,8 +15665,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -16057,8 +16051,8 @@ "review_unit_count": 51, "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-10000-437", "nodes": [ @@ -16271,8 +16265,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-10519-3", "nodes": [ @@ -16349,8 +16343,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -16420,8 +16414,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -16483,8 +16477,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-8", "nodes": [ @@ -16720,8 +16714,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-16", "nodes": [ @@ -17042,8 +17036,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -17105,8 +17099,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -17168,8 +17162,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -17231,8 +17225,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -17334,8 +17328,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -17456,8 +17450,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -17576,8 +17570,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45672-2", "nodes": [ @@ -17639,8 +17633,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45762-2", "nodes": [ @@ -17702,8 +17696,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45764-2", "nodes": [ @@ -17765,8 +17759,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45810-2", "nodes": [ @@ -17828,8 +17822,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "llm", - "cache_hit": false, + "source": "cache", + "cache_hit": true, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45869-5", "nodes": [ @@ -17941,7 +17935,7 @@ { "label": "pull_request", "component_index": 1, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17989,154 +17983,160 @@ "pull_request:46048|pull_request:46268", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "92977153126cbf9ae96f27aa477a8b7c0072454fa0ae75748eb63801a80b0f2c", + "prepared_review_unit_hash": "9e852c7b0727c85710d7b3f2a7b9ce6eb9a55846191989be8de06cf1b2cf748f", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40311, - "estimated_input_tokens": 10078, - "estimated_eval_tokens": 20412 + "serialized_chars": 40300, + "estimated_input_tokens": 10075, + "estimated_eval_tokens": 20406 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 20, - "serialized_chars": 40311, - "estimated_input_tokens": 10078, - "estimated_eval_tokens": 20412 + "serialized_chars": 40300, + "estimated_input_tokens": 10075, + "estimated_eval_tokens": 20406 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Mostly unrelated PRs across model additions, docs, tests, and refactors. The only true duplicate pair here is the two fixed_cross_entropy changes in loss_utils.py; the rest are not the same underlying change.", + "summary": "Only one soft duplicate looks real: the two `fixed_cross_entropy` PRs (43251 and 43254). The rest are unrelated model additions, refactors, docs, or kernel routing changes that share broad subsystems but not the same concrete bug/change.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative for the duplicate loss-utils fix: it explicitly targets issue 43240, touches the exact bug path in fixed_cross_entropy, and is the more clearly scoped patch of the two.", + "canonical_pr_reason": "PR 43251 is the cleaner representative of the duplicate pair: it has the explicit issue target (43240) and implements the same `fixed_cross_entropy` kwargs support as 43254.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest PR to keep as representative because it has the explicit issue linkage and directly fixes the cross_entropy kwargs propagation bug with minimal ambiguity.", + "best_pr_reason": "PR 43251 is the strongest overall representative of the cluster because it is the only clear duplicate-fix pair, is tied to a tracked issue, and fixes a specific code path in `loss_utils.py`.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "VideoPrism model integration and executorch dynamic-shape export tests are unrelated changes; same broad ML/infra repo area is not enough." + "reason": "Unrelated work: VideoPrism model integration vs ExecuTorch dynamic-shape export test." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Mistral tokenizer methods and executorch export tests address different subsystems and different bugs." + "reason": "Different bugs/features: Mistral tokenizer methods vs ExecuTorch export coverage." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Tokenizer API additions for MistralCommon are unrelated to adding the MobileLLM model." + "reason": "Tokenizer API fix for MistralCommon is unrelated to adding MobileLLM." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness and a new model implementation are distinct changes, not the same fix." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Both patches fix the same concrete bug in fixed_cross_entropy by passing supported kwargs through to nn.functional.cross_entropy; they are mergeable into one PR." + "reason": "Processor auto-loading robustness vs new MobileLLM model implementation; same area only broadly." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwarg forwarding and MobileLLM model addition are unrelated." + "reason": "Loss-function kwargs fix is unrelated to MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "A loss utility bug fix is unrelated to Mistral4 test/model work." + "reason": "Different concrete changes: cross-entropy kwargs support vs Mistral4 test/debug changes." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export tests and Mistral4 test fixes do not target the same code path." + "reason": "ExecuTorch dynamic-shape export test and Mistral4 test fixes are unrelated." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch export coverage and adding MobileLLM are separate PRs." + "reason": "No shared underlying bug; export test vs model addition." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model code and config-class resolution order are unrelated." + "reason": "MobileLLM model addition is unrelated to `cls.config` resolution order fix." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "Model addition and Falcon output-interface refactoring are different code paths." + "reason": "Different scope: new MobileLLM model vs Falcon output-capture refactor." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor and the new model-creation skill are not the same underlying change." + "reason": "Falcon model refactor is not the same change as adding a model-creation skill." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon standardized output refactor and Mistral4 test fixes are unrelated." + "reason": "Falcon standardized output interface refactor and Mistral4 test fixes are different code paths." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes and a layrnorm-to-layernorm rename across CLIP-like models are different bug fixes." + "reason": "Mistral4 test fix vs CLIP-family `layrnorm`/`layernorm` rename; unrelated." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Mistral4 tests and chat parsing serving updates are unrelated." + "reason": "Mistral4 tests and chat parsing updates are distinct changes." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Test fixes for Mistral4 are unrelated to adding a TDT loss kernel." + "reason": "Mistral4 test work is unrelated to adding the TDT loss kernel." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 tests do not overlap with config resolution ordering changes." + "reason": "Mistral4 tests vs config-resolution-order fix; different problems." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Model tests and the model-creation skill draft are not the same change." + "reason": "Test fixes for Mistral4 do not overlap with the model creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model code is unrelated to the model-creation skill scaffolding PR." }, { "left": "pull_request:46048", "right": "pull_request:46268", "accept": false, - "reason": "Both touch hub_kernels.py, but one adds a TDT loss kernel and the other adds ROCm AITER rope routing; they solve different problems and would not merge as one PR." + "reason": "Both touch hub-kernel plumbing, but they add different kernel routes for different purposes and are not the same concrete change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Near-duplicate `fixed_cross_entropy` fixes: both add support for passing kwargs like `weight` and `label_smoothing` into `nn.functional.cross_entropy`." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering is grounded in the packet and stays conservative. The only clearly mergeable duplicate is 43251/43254: both target issue 43240 and patch the same fixed_cross_entropy kwarg-forwarding bug. The rest of the pairwise rejections are appropriately cautious and do not overclaim mergeability from broad file or subsystem overlap." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, 43251/43254, is a genuine duplicate-fix match: both touch `src/transformers/loss/loss_utils.py`, both add `weight`/`label_smoothing` support to `fixed_cross_entropy`, and both point to the same tracked issue `43240`. The remaining pair rejections are appropriately cautious and do not overclaim shared bug identity; they read as broad subsystem overlap rather than mergeable duplicate fixes." }, "evaluator_used": true, "retried": false, @@ -18147,7 +18147,7 @@ { "label": "pull_request", "component_index": 2, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18163,40 +18163,40 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "6a58f9c9c18cc4c98a7b13027da51dc9cb6168697c7efda227d8f69e356a3ef3", + "prepared_review_unit_hash": "3ee06d26a25f4313031748b5ff10095b1b7080bc67e9d773f6dd127fbd4a47ac", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, - "estimated_input_tokens": 1806, - "estimated_eval_tokens": 3868 + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7224, - "estimated_input_tokens": 1806, - "estimated_eval_tokens": 3868 + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about VibeVoice support, but they are not the same change: #40546 adds the core VibeVoice implementation, while #42781 is a later, draft follow-up for VibeVoice Realtime plus the acoustic tokenizer and generation changes. They overlap on shared model scaffolding, but the concrete change sets are different.", - "confidence": 0.88, + "summary": "These are related VibeVoice PRs, but they are not duplicates: one adds the base VibeVoice model integration, while the other adds a separate realtime/acoustic-tokenizer extension.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the more foundational PR: it introduces the main VibeVoice model/package/docs and is the broader base implementation. #42781 looks like an incremental extension for realtime and related tokenizer/generation pieces rather than the same PR.", + "canonical_pr_reason": "No clear canonical duplicate PR: the scopes differ, with 40546 implementing base VibeVoice and 42781 targeting realtime support plus acoustic-tokenizer pieces.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the better representative PR for the cluster because it covers the core VibeVoice integration and is the more central change. #42781 is narrower and appears to build on that work with realtime-specific additions.", + "best_pr_reason": "PR 40546 is the better representative of the cluster because it is the broader, more mature base VibeVoice implementation and has substantially more review activity.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared VibeVoice files alone are not enough: #40546 implements the base model, while #42781 adds realtime support and acoustic-tokenizer-related changes. They are related, but not the same concrete fix/change and would not plausibly collapse into one duplicate PR." + "reason": "Different underlying changes: 40546 is the core VibeVoice model integration, while 42781 adds realtime-specific functionality and an acoustic tokenizer. They would not plausibly merge as one duplicate PR." } ] }, @@ -18210,7 +18210,7 @@ { "label": "pull_request", "component_index": 3, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18226,7 +18226,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "a864ae47f4d53edbbff410e056d51fcb09500efbe7c9aaeee038d78f197d10bd", + "prepared_review_unit_hash": "d685cfbe7c23908a40915b365f18350d823114d494056cdb669c0579aaf4b54c", "component_budget": { "node_count": 2, "item_count": 2, @@ -18248,18 +18248,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated feature additions in different model families, so this looks like a false soft match rather than a duplicate cluster.", - "confidence": 0.98, + "summary": "These two PRs are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They do not appear to fix the same code-path problem or belong to a single duplicate cluster.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: PR #40755 adds TimesFM covariate forecasting, while PR #41224 adds DINOv3 image classification support; they do not describe the same change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single best PR for duplication purposes because the two PRs address different code paths and feature areas.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models, different functionality, and different touched files/code paths; not the same underlying bug or change." + "reason": "Different models and different feature areas (TimesFM covariate forecasting vs DINOv3 classification); no shared underlying bug/change, so they should not be merged as duplicates." } ] }, @@ -18273,7 +18273,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18336,7 +18336,7 @@ { "label": "pull_request", "component_index": 5, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18354,12 +18354,12 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "76b9b4f47ba6312ecfd4739758130d721071263ee7b4b37bbef005172ef5185f", + "prepared_review_unit_hash": "fbb30c4c0f8907c692a6e3b53f4daf8c63ae4b22a85be405d1850b9bc74ddbe2", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18367,7 +18367,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10436, + "serialized_chars": 10435, "estimated_input_tokens": 2609, "estimated_eval_tokens": 5474 }, @@ -18376,8 +18376,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three independent model-addition PRs (DeepSeek OCR, Isaac, Kimi2-6) with similar scaffolding but different targets and codepaths; they are not duplicates.", - "confidence": 0.98, + "summary": "These are separate model-addition PRs for DeepSeek OCR, Isaac, and Kimi2-6. They share Transformers integration scaffolding, but each targets a different model and code path, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -18387,13 +18387,13 @@ "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different models and implementations; overlap is only generic new-model integration boilerplate, not the same bug or change." + "reason": "Different model integrations (DeepSeek OCR vs Isaac); overlap is only template/boilerplate files, not the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Both are model additions, but they introduce distinct architectures and files; they should not be merged as one PR." + "reason": "Different model integrations (Isaac vs Kimi2-6); shared autos/docs plumbing does not indicate a single mergeable fix or feature." } ] }, @@ -18407,7 +18407,7 @@ { "label": "pull_request", "component_index": 6, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18423,7 +18423,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "3fbe526b15479afe9c75285bd82cfcdc6cfaebc1a6175eab3d66367157f942ef", + "prepared_review_unit_hash": "01967bce76526edd05cd395cfda0dd98eaf1fd924f47d26bd935cf9c4a554c21", "component_budget": { "node_count": 2, "item_count": 2, @@ -18445,18 +18445,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated maintenance PRs: one upgrades workflow actions for Node 24 compatibility across many jobs, the other bumps docker/build-push-action and a few other action versions. They overlap in workflows but not in the underlying change or fix.", - "confidence": 0.91, + "summary": "Two broad GitHub Actions maintenance PRs overlap heavily in workflow files, but they are not the same change: one is a Node 24 compatibility sweep and the other is a general upgrade-to-latest sweep with different action targets.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, more representative Actions-upgrade change and touches the largest set of workflows, so it best serves as the canonical PR if one must be chosen.", + "canonical_pr_reason": "PR 42975 is the better representative because it has the clearest concrete purpose (Node 24 compatibility) while still covering many of the same workflow-action updates.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the better cluster representative because it addresses the wider compatibility upgrade theme; PR 42976 is a narrower version-bump focused on Docker/build actions.", + "best_pr_reason": "PR 42975 is the strongest single PR in this cluster: it is more specifically motivated, broad enough to represent the workflow-action upgrade work, and not just a generic latest-version bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Do not merge: these are both dependency/version bumps in GitHub workflows, but they target different action families and different goals (Node 24 compatibility vs latest action versions). Shared files alone are not enough to indicate the same underlying change." + "reason": "Reject: these are related maintenance PRs, but they do not fix the same underlying bug/change. 42975 is a Node 24 compatibility upgrade across workflows, while 42976 is a separate latest-version bump that updates a different set of actions (notably docker/build-push-action v6). Overlap in workflow files alone is not enough to treat them as duplicates." } ] }, @@ -18470,7 +18470,7 @@ { "label": "pull_request", "component_index": 7, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18493,7 +18493,7 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "a332ff08dabdefa0a186217f6fc2bd37acd4628fb38006b9d6a80f5d2506d208", + "prepared_review_unit_hash": "e35d919bc9bcffb751ee4615ba51d0f9cf02d86a5f36f4a213d1d7ee3f5ccde8", "component_budget": { "node_count": 4, "item_count": 4, @@ -18515,48 +18515,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four pull requests are separate model-addition efforts with different model families and different code paths; the overlap is only in shared Transformers scaffolding (docs, auto mappings, tests).", - "confidence": 0.98, + "summary": "All four pull requests are separate model additions (ViT NEPA, Molmo, Molmo2, and CTSM). They share only boilerplate areas like docs and auto-registration, not the same underlying bug or change, so this is a false-positive similarity cluster.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43451 is the most substantial and well-developed representative of this cluster: it adds a full model integration with multiple supporting modules, tests, and the highest review activity, while the others are also independent model additions.", + "canonical_pr_reason": "No canonical PR: these are distinct feature PRs for different model families and code paths, not duplicates.", "best_issue_reason": null, - "best_pr_reason": "PR #43451 is the best single representative because it is the most complete model introduction and most heavily reviewed, making it the clearest exemplar of this cluster\u2019s general pattern.", + "best_pr_reason": "No global best PR for deduping purposes; 43451 is the most substantial PR by activity, but it is still unrelated to the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and different implementations: ViT NEPA vs Molmo. Shared files are generic auto/docs boilerplate, not the same underlying change." + "reason": "ViT NEPA and Molmo are different model families; the overlap is only in shared docs/auto-registration plumbing." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are distinct model additions with separate configs, processors, and model code; no shared bug or code-path fix." + "reason": "ViT NEPA vs Molmo2 are unrelated model additions with different implementations and code paths." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM target unrelated model families; overlap is only in standard registration/docs updates." + "reason": "ViT NEPA is a vision model, while CTSM is a time-series model; not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are related by naming but they are different model releases with different modules and features, so they are not the same concrete change." + "reason": "Molmo and Molmo2 are related by name but still distinct architectures and separate codebases in this repo; shared files are generic integration points only." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated additions; they touch different model stacks and do not fix the same code-path problem." + "reason": "Molmo and CTSM target different domains and fix/add different functionality, so they are not duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are distinct model integrations with different architectures and support files; similarity is only superficial framework plumbing." + "reason": "Molmo2 and CTSM are separate model additions with no common concrete bug or change to merge together." } ] }, @@ -18570,7 +18570,7 @@ { "label": "pull_request", "component_index": 8, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18589,7 +18589,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "3f08edce6f04fa50e34c228e0f1c54c8490bbbc06f1cbb947243d093ea97b1fe", + "prepared_review_unit_hash": "2a984b26b58cb20977f08c13a06feb1ccc65f3585bb1466be92fb6a8308e04e2", "component_budget": { "node_count": 3, "item_count": 3, @@ -18611,30 +18611,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate PR cluster here: the three pull requests touch unrelated code paths (Whisper decoding, CLIP/ViT tests, and FP8 dequant/model loading).", + "summary": "These three PRs are not duplicates of one another: one fixes Whisper decoding/tests, one is test-only noise in CLIP/ViT, and one is an FP8 dequant/loading fix. The only apparent similarity is generic \"fix\" wording.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43291 is the most concrete standalone fix, but it does not duplicate the others; it directly changes Whisper tokenization/decoding logic and associated tests.", + "canonical_pr_reason": "PR #44815 is the most substantive and well-scoped change in the set, with a coherent code fix across loading/FP8 quantization paths; the other two are either unrelated or test-only.", "best_issue_reason": null, - "best_pr_reason": "PR #43291 is the best representative of a real bug fix in the set because it addresses a specific code-path change rather than being test-only or a broad unrelated refactor/fix.", + "best_pr_reason": "PR #44815 is the best representative change overall because it addresses a concrete implementation bug across the dequantization path and has the richest supporting context.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different subsystems and different problem types: Whisper decode/tokenization logic vs. CLIP/ViT test edits with no shared underlying bug." + "reason": "Whisper tokenizer decoding fix vs. unrelated CLIP/ViT test edits; no shared bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Unrelated code paths: Whisper tokenizer decode fix vs. FP8 dequantization/model-loading changes for Mistral/FP8." + "reason": "Whisper batch/timestamp decode logic is unrelated to FP8 dequant/model-loading changes." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "No shared bug or mergeable common fix; one is test-only CLIP/ViT edits, the other is a dequantization fix across FP8/Mistral code." + "reason": "Test-only CLIP/ViT edits do not match the FP8 dequant fix; they are not the same underlying change." } ] }, @@ -18648,7 +18648,7 @@ { "label": "pull_request", "component_index": 9, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18671,7 +18671,7 @@ "pull_request:45932|pull_request:46100", "pull_request:46100|pull_request:46114" ], - "prepared_review_unit_hash": "2c128b2a2d91bd8b30ab361f4fef4a563a5e1e62a568d3bc533e4d3efef4019a", + "prepared_review_unit_hash": "2689338da54fc14ddeee095d7adfee471e43485bfd824c73e8957d11ef257706", "component_budget": { "node_count": 5, "item_count": 5, @@ -18693,42 +18693,42 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "No duplicate cluster here: these are heterogeneous synthetic/test PRs touching different workflows, models, or deliberate test failures. The only high-similarity pair still changes unrelated code paths, so all soft edges should be rejected.", - "confidence": 0.96, + "summary": "This cluster is a set of unrelated \"do not merge\"/test-harness PRs. There is no issue to canonicalize, and none of the soft similarity links are strong enough to treat as duplicates or the same change.", + "confidence": 0.81, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the PRs are unrelated test/fake-change submissions rather than the same underlying fix or change.", + "canonical_pr_reason": "PR 45932 is the most substantive and broad representative in the cluster, with a real-looking cross-model change set and the only pair that even superficially aligns with another PR; the others are narrower test or bot-check PRs.", "best_issue_reason": null, - "best_pr_reason": "No suitable best PR for deduping; each PR targets a different synthetic scenario or subsystem.", + "best_pr_reason": "PR 45932 is the best single representative because it touches real model code and workflows, whereas the others are mostly intentional test noise or CI/debug scaffolding.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46114", "accept": false, - "reason": "Shared ViT test filename is superficial; one updates setup/version/deps, the other adds OTEL/CircleCI and model/test plumbing. Not the same change." + "reason": "Both are intentional test/repo-bot style PRs, but they change different areas and serve different demonstrations; they are not the same underlying bug or fix." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Both are repo-bot/test oriented, but they edit different areas: dependency/setup versioning vs workflow/comment CI and helper utilities. Different underlying changes." + "reason": "One checks repo-bot formatting/versioning, the other changes workflow/comment handling and test scaffolding; same broad testing theme, but not the same concrete change." }, { "left": "pull_request:43532", "right": "pull_request:46114", "accept": false, - "reason": "Both touch CI/testing infra, but the actual edits are distinct (self-comment CI and testing utils vs OTEL/migration plus separate test/model files). Not mergeable as one fix." + "reason": "Both are demo/test-migration PRs, but they modify different workflows and test paths; no single code-path issue or mergeable shared fix is evident." }, { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "This is the only stronger similarity signal, but the changes are unrelated: broad model/config/workflow edits vs intentionally failing ViT tests. Different code paths and purposes." + "reason": "They both touch ViT-related tests, but 45932 is a broad CI/observability/model patch while 46100 is just injected failing assertions in a test file; not the same underlying bug/change." }, { "left": "pull_request:46100", "right": "pull_request:46114", "accept": false, - "reason": "Shared test-file context only; one deliberately breaks ViT tests, the other changes CI/OTEL plumbing and unrelated helper code. Not the same bug or change." + "reason": "Overlap on a ViT test file is incidental; 46114 is a wider migration/OTEL test PR with unrelated CI and model edits, not the same concrete fix as 46100." } ] }, @@ -18742,7 +18742,7 @@ { "label": "pull_request", "component_index": 10, - "component_count": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18758,7 +18758,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "4fc7b275d9eeab019bef3f5124f4d2f6b86506aea3837f0498979c9db3ef96c3", + "prepared_review_unit_hash": "4b9e5d739bda6e2c0ac9f3fa7b4b7568264ebd87588d9784b88a8e51b7bdc2d5", "component_budget": { "node_count": 2, "item_count": 2, @@ -18780,18 +18780,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related feature additions, but they implement different pipelines for different tasks and model integrations, so they are not duplicates.", - "confidence": 0.97, + "summary": "These PRs are related but not duplicates: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. They share pipeline/docs/registration scaffolding, but the underlying tasks, model coverage, and tests are different.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; shared docs/pipeline wiring is generic scaffolding, not the same change.", + "canonical_pr_reason": "No issue in the cluster; if one PR must be treated as the representative, PR 43613 is slightly broader and more complete, covering more model integrations and test files.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for a duplicate cluster here; the two PRs target different user-facing pipelines and distinct underlying code paths.", + "best_pr_reason": "PR 43613 is the stronger standalone representative because it appears to cover a broader visual-segmentation feature set with more model support and test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "They share framework-level plumbing, but the actual features differ: concept segmentation vs visual segmentation, with different model coverage and task docs. Not the same concrete bug/change." + "reason": "Different concrete features: concept segmentation vs visual segmentation. Shared pipeline/docs plumbing is not enough to treat them as the same bug/change." } ] }, @@ -18805,7 +18805,70 @@ { "label": "pull_request", "component_index": 11, - "component_count": 29, + "component_count": 30, + "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-43649-2", + "nodes": [ + "pull_request:43649", + "pull_request:46301" + ], + "soft_pairs": [ + "pull_request:43649|pull_request:46301" + ], + "prepared_review_unit_hash": "9f0387759dd198649d3d7d5a09aafabf19999848b33f1693108f01f32502a1c0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4492, + "estimated_input_tokens": 1123, + "estimated_eval_tokens": 2502 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4492, + "estimated_input_tokens": 1123, + "estimated_eval_tokens": 2502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one changes CI/failure-reporting workflows and related test utilities, while the other is a test-side tensor-parallel debugging fix. They target different code paths and would not be merged into one PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43649 is the better canonical representative because it has a specific, descriptive title and a coherent change set around CI/failure reporting; PR 46301 is title-generic and appears unrelated to the other PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 43649 is the strongest standalone PR in the cluster: it is better scoped, easier to understand from the title and diff, and looks like a complete change rather than an ad hoc test/debug patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43649", + "right": "pull_request:46301", + "accept": false, + "reason": "Different topics and code paths: 43649 modifies workflow and utility files for failure reporting, while 46301 edits tensor-parallel test code and test fetching logic. They do not look like the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18821,40 +18884,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "ace2351c91fe2e4ceaf3edbb3d369bf14f59472f84551ae56610c69e30c68b4a", + "prepared_review_unit_hash": "cb40658a32d3c317cbbac519a8c7d2acc0ce397af00b5fc3e9ef10cffaccbf2a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4293, - "estimated_input_tokens": 1074, - "estimated_eval_tokens": 2404 + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `trainer.py` but implement unrelated trainer behaviors: one changes gradient-accumulation loss scaling, the other exposes signature-column filtering for custom trainers.", - "confidence": 0.98, + "summary": "These PRs both touch `trainer.py` and add extensibility hooks, but they address different Trainer behaviors: gradient-accumulation loss scaling vs. signature-based column filtering for PEFT/custom trainers. They are not the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR; the patches address different code paths and separate extension points.", + "canonical_pr_reason": "PR #43651 is the better representative only because it is a tighter, self-contained fix in the training step path; PR #43663 is a separate customization hook for input-column filtering.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a strong cluster representative because they are not the same underlying change and would not plausibly be merged into one PR.", + "best_pr_reason": "PR #43651 is the stronger standalone PR for this cluster: it changes a specific code path (`training_step`) with a clear bug-fix intent and minimal scope.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different fixes in the same file: 43651 adds `_loss_is_scaled_for_ga` for GA loss normalization, while 43663 adds `_get_signature_columns` for column filtering. They do not share the same bug or change." + "reason": "Do not merge as duplicates: one changes loss scaling during gradient accumulation, the other refactors signature column filtering for model inputs. Shared file and general Trainer extensibility are not enough to indicate the same fix." } ] }, @@ -18867,8 +18930,8 @@ }, { "label": "pull_request", - "component_index": 12, - "component_count": 29, + "component_index": 13, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18884,7 +18947,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "35f747dd09667b79a9d5ebf7cc4bd35ea961859f6ff79f13cecd4748af8fafb4", + "prepared_review_unit_hash": "e4e695e90be517e1fad0131d44c8ba4ccf76a766ba6aa732a57540e6e419f72f", "component_budget": { "node_count": 2, "item_count": 2, @@ -18906,18 +18969,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `src/transformers/cli/serve.py` and are about `TypeAdapter` typing/import handling, but they fix different runtime problems with different code changes, so they should not be merged as duplicates.", - "confidence": 0.94, + "summary": "These are related only by touching the same CLI file and a similar TypeAdapter-related area, but they appear to fix different runtime annotation/import problems. I would not merge them as duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: one fixes annotation/runtime typing issues via `from __future__ import annotations`, while the other fixes a missing `pydantic` import by moving `TypeAdapter` under `TYPE_CHECKING`.", + "canonical_pr_reason": "PR #43842 is the more concrete and narrowly scoped fix: it directly addresses the TypeAdapter NameError when pydantic is unavailable, with an explicit issue target and a minimal annotation/import change.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the clearest representative of a concrete user-facing `TypeAdapter` NameError in the CLI, with an explicit issue target and a narrowly scoped fix.", + "best_pr_reason": "PR #43842 best represents the cluster because it fixes a specific code-path failure in the CLI rather than doing broader annotation cleanup. PR #43656 looks like a different/adjacent typing runtime issue.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Same file and similar symptom, but different root causes and fixes: #43656 changes annotation handling and typing imports, while #43842 addresses `TypeAdapter` being unavailable at runtime when `pydantic` is not installed. They are not the same underlying bug and would not be merged into one PR." + "reason": "Same file and similar symptom, but the fixes target different underlying failures: #43656 is a broader annotation/runtime typing cleanup, while #43842 specifically guards TypeAdapter usage when pydantic is not installed." } ] }, @@ -18930,8 +18993,8 @@ }, { "label": "pull_request", - "component_index": 13, - "component_count": 29, + "component_index": 14, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -18996,8 +19059,8 @@ }, { "label": "pull_request", - "component_index": 14, - "component_count": 29, + "component_index": 15, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", @@ -19070,8 +19133,8 @@ "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:44071|pull_request:44086", "pull_request:44017|pull_request:44071", "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", @@ -19109,430 +19172,388 @@ "pull_request:44044|pull_request:44129", "pull_request:44044|pull_request:44154" ], - "prepared_review_unit_hash": "ab5cd3c619ba84b238e1ac2fa74a067013f40534ca9810350a98b731d99ff381", + "prepared_review_unit_hash": "45b517c582940c6670641e00b6a28a837e8c4854d007d966c8f95f548991978f", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 27, "item_count": 27, "soft_pair_count": 72, - "serialized_chars": 75093, - "estimated_input_tokens": 18774, - "estimated_eval_tokens": 37804 + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of model-specific PRs refactoring output tracing/capture behavior, but only a few are true duplicates of the same concrete code change within the same model family.", - "confidence": 0.93, - "canonical_issue_reason": "Issue #43979 is the umbrella tracking the standardized output-tracing refactor that many of these PRs explicitly target.", - "canonical_pr_reason": "PR #44722 is the strongest representative for the GPT-J/CodeGen refactor: it targets the same issue, covers the same concrete path, and appears to be the most complete/latest version of that change.", - "best_issue_reason": "#43979 best represents the shared upstream work item across the cluster.", - "best_pr_reason": "#44722 is the best overall PR representative because it is the most complete GPT-J/CodeGen output-tracing refactor and aligns directly with the tracked issue.", + "summary": "This cluster is a set of model-specific PRs implementing the same standardized output-tracing migration, mostly for different architectures under issue #43979. I only accepted pairs that clearly target the same concrete model/code path, especially the GPT-J/CodeGen and GPT-Neo duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative because it is a later, consolidated GPT-J/CodeGen tracing refactor with the clearest standardized-decorator implementation and explicit #43979 linkage.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single PR to anchor the cluster: it covers the same GPT-J tracing change as the other GPT-J candidates, with broader coverage than the narrower follow-ups.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella issue is not enough to merge these." + "reason": "Different models (CVT/FNet vs GPT-J); only share the broad output-tracing theme." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different architectures and code paths; both are output-tracing refactors but not the same change." + "reason": "Different models and code paths; both are output-tracing refactors, not duplicates." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor in the same code path; these are plausibly the same change." + "reason": "Same GPT-J output-tracing refactor in the same file; 44066 also includes the CodeGen copy, but the underlying GPT-J change is the same." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Both are output-tracing cleanups, but they target different backbones and are not the same underlying bug/change." + "reason": "RegNet vs EfficientNet; different model implementations." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen; broad tracing standardization alone does not make them duplicates." + "reason": "EfficientNet vs GPT-J/CodeGen; unrelated model code." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model families and implementation details; not the same concrete fix." + "reason": "RegNet/EfficientNet-style CNN refactor vs GPT-J/CodeGen; different code paths." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa; shared issue target does not imply duplicate PRs here." + "reason": "MobileNetV2 vs DeBERTa-v2; different architectures." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; these are distinct model-specific refactors." + "reason": "GPT-J/CodeGen versus MGP-STR; different models and mechanics." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT have different output paths and are not mergeable as one PR." + "reason": "GPT-J/CodeGen versus MPT; unrelated model code." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor in the same file family; effectively the same change." + "reason": "Same GPT-Neo output-tracing refactor in the same model family." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model implementations, so not the same change." + "reason": "GPT-Neo vs GPT-J/CodeGen; different model families." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are separate model paths and separate refactors." + "reason": "GPT-J/CodeGen vs GPT-Neo; different model families." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet-style vision refactor vs GPT-J/CodeGen language-model refactor; not duplicates." + "reason": "ResNet vs GPT-J/CodeGen; different code paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are unrelated model paths despite similar decorator usage." + "reason": "MGP-STR vs GPT-J/CodeGen; different models." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and concrete code changes." + "reason": "ResNet vs GPT-J; different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet; same pattern, different underlying change." + "reason": "GPT-Neo and ResNet are different model refactors, not the same fix." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are separate code paths and not the same fix." + "reason": "ResNet vs MPT; different output-tracing code." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM are distinct refactors." + "reason": "GPT-Neo vs Flaubert; different model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." + "reason": "GPT-Neo vs Flaubert; different model families." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are different model-specific PRs." + "reason": "GPT-Neo vs GPT-J/CodeGen; different model families." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen: similar infrastructure work, but not the same code-path problem." + "reason": "MPT vs GPT-J/CodeGen; different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model families." + "reason": "GPT-Neo vs GPT-J; different model families." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated fixes." + "reason": "GPT-Neo vs MGP-STR; different model families." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are not the same underlying bug/change." + "reason": "GPT-Neo vs MGP-STR; different model families." }, { "left": "pull_request:44071", "right": "pull_request:44085", "accept": false, - "reason": "MPT vs GPT-J/CodeGen are different code paths, not duplicates." + "reason": "MPT vs GPT-J; different code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are different concrete implementations." + "reason": "GPT-2 vs MGP-STR; different models." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are unrelated model-specific changes." + "reason": "GPT-J vs MGP-STR; different code paths." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM: same general theme, but different model-specific output handling." + "reason": "ViLT vs Flaubert/XLM; different models." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate model refactors." + "reason": "GPT-2 vs GPT-J/CodeGen; different model families." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer vs GPT-J/CodeGen; not the same concrete bug/change." + "reason": "SegFormer vs GPT-J/CodeGen; different models." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer and LongT5 are distinct model-specific output-tracing changes." + "reason": "SegFormer vs LongT5; different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44073", "accept": false, - "reason": "Segformer vs VisualBert; same pattern, different fix." + "reason": "SegFormer vs VisualBERT; different model families." }, { "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model implementations." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44076", - "accept": false, - "reason": "MPT vs ImageGPT are separate code paths and not mergeable as one PR." + "reason": "GPT-Neo vs MPT; different model families." }, { "left": "pull_request:43997", "right": "pull_request:44073", "accept": false, - "reason": "RegNet vs VisualBert: both are tracing refactors, but not the same underlying change." + "reason": "MPNet vs VisualBERT/XLM; different models." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different model-specific output-handling refactors." + "reason": "MPT vs MGP-STR; different code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44018", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "Segformer and GPT-Neo are unrelated model paths." + "reason": "TextNet vs Flaubert/XLM; different architectures." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "VisualBert and LongT5 are different concrete code changes." + "reason": "MPNet vs GPT-Neo; different model families." }, { "left": "pull_request:44056", - "right": "pull_request:44101", + "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs Flaubert/XLM are separate model implementations." + "reason": "MPNet vs LongT5; different models." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-2 vs GPT-Neo are different model families." + "reason": "MPNet vs LongT5; different models." }, { - "left": "pull_request:44101", + "left": "pull_request:44074", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are not the same code-path problem." + "reason": "TextNet vs LongT5; different output-tracing implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44019", + "left": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer vs ResNet: related pattern, but distinct changes." + "reason": "GPT-Neo vs LongT5; different model families." }, { "left": "pull_request:43997", - "right": "pull_request:44056", - "accept": false, - "reason": "RegNet vs MPNet are unrelated model-specific refactors." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44017", - "accept": false, - "reason": "Different model families and different output-tracing implementations." - }, - { - "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert vs MPT are different concrete code-path changes." + "reason": "MPNet vs MPT; different code paths." }, { "left": "pull_request:44010", - "right": "pull_request:44073", - "accept": false, - "reason": "SqueezeBert and VisualBert are unrelated model-specific fixes." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet and LongT5 are separate refactors with different code paths." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", + "right": "pull_request:44071", "accept": false, - "reason": "TextNet vs Flaubert/XLM; same broad theme, not the same change." + "reason": "SqueezeBert vs MPT; different models." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44018", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and GPT-Neo are different model families." + "reason": "GPT-Neo vs SpeechT5; different code paths." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44073", "accept": false, - "reason": "MPNet vs LongT5 are unrelated model-specific output tracing changes." + "reason": "SqueezeBert vs VisualBERT; different model families." }, { "left": "pull_request:43997", - "right": "pull_request:44071", - "accept": false, - "reason": "RegNet and MPT are different code paths." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet and LongT5 are distinct refactors." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44161", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo and LongT5 are different model-specific changes." + "reason": "MPNet vs TextNet; different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44074", + "left": "pull_request:44071", + "right": "pull_request:44129", "accept": false, - "reason": "RegNet and TextNet are separate output-tracing refactors." + "reason": "MPT vs SpeechT5; different model families." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert and GPT-Neo are unrelated model implementations." + "reason": "SqueezeBert vs GPT-Neo; different models." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:44056", + "right": "pull_request:44068", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different code paths, not duplicates." + "reason": "MPNet vs GPT-Neo; different code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert and DeBERTa are separate model-specific refactors." + "reason": "SqueezeBert vs DeBERTa-v2; different model families." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa and TextNet are distinct concrete changes." + "reason": "DeBERTa-v2 vs TextNet; different models." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor targeting the same concrete path; 44722 is effectively the same change in more complete form." + "reason": "Same GPT-J/CodeGen standardized output-tracing refactor; 44722 looks like the later consolidation of the same change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same code path; they could plausibly be merged into one PR." + "reason": "Both are GPT-J output-tracing refactors against the same code path; they could plausibly be merged into one PR." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model-specific changes." + "reason": "GPT-J vs SpeechT5; unrelated model implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "Different architectures and refactor targets; not the same underlying bug/change." + "reason": "CVT/FNet vs RegNet; different model families." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5 are different model-specific implementations." + "reason": "CVT/FNet vs SpeechT5; different architectures." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated concrete fixes." + "reason": "DeBERTa-v2 vs SpeechT5; different code paths." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and VITS are different model paths; same tracing theme is insufficient." + "reason": "DeBERTa-v2 vs VITS; different model families." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: #43979 is the shared umbrella issue, and #44722 is a reasonable canonical PR representative because it explicitly targets that issue and is the later, broader GPT-J/CodeGen variant. The soft-edge verdicts stay conservative overall, with accepted pairs limited to same-family, same-path refactors that plausibly merge into one PR." + "feedback": "The cluster summary and canonical PR choice are grounded in the packet: the items are indeed standardized output-tracing refactors across model families, mostly linked to issue #43979, and PR 44722 is a reasonable anchor because it is the broader GPT-J/CodeGen consolidation. The soft-edge decisions are conservative overall, and the accepted pairs are plausibly mergeable as single PRs for the same bugfix (notably the GPT-J and GPT-Neo duplicates)." }, "evaluator_used": true, "retried": false, @@ -19542,8 +19563,8 @@ }, { "label": "pull_request", - "component_index": 14, - "component_count": 29, + "component_index": 15, + "component_count": 30, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", @@ -19570,70 +19591,70 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "99e1687742dc5b87622f836a8af8890a78ef05031c8c34e61cc118359e4d9986", + "prepared_review_unit_hash": "acf3e73c3e73d18fa57872b674b2224e4d2bad96861f1545adc130ecf6ae2a0b", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 78, - "serialized_chars": 84896, - "estimated_input_tokens": 21224, - "estimated_eval_tokens": 42704 + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 }, "budget": { "node_count": 8, "item_count": 8, "soft_pair_count": 6, - "serialized_chars": 17124, - "estimated_input_tokens": 4281, - "estimated_eval_tokens": 8818 + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are all separate model-specific PRs for the same broad standardized output-tracing refactor, but they target different code paths and should not be deduplicated together.", - "confidence": 0.95, + "summary": "These are all separate model-specific PRs that follow the same standardized output-tracing migration pattern, but they do not look like duplicates of one another and should not be merged into a single PR cluster.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best representative because it has an explicit issue target and a concrete, well-scoped SpeechT5 output-tracing refactor.", + "canonical_pr_reason": "PR 44129 is the strongest anchor because it has an explicit issue target and a clearly scoped SpeechT5 output-tracing refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the strongest standalone PR in this cluster: it is narrowly scoped, explicitly linked to an issue, and clearly describes the underlying change.", + "best_pr_reason": "PR 44129 is the most suitable representative PR here: it is tied to a concrete issue and its diff is a focused implementation of the 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 modify different models (FocalNet vs ImageGPT) and different execution paths, so they are not the same PR." + "reason": "Both are output-tracing refactors, but for different models and different code paths (FocalNet vs ImageGPT); they do not appear to be the same underlying change." }, { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "VisualBert and TextNet are distinct model implementations; similar decorator/output-capture refactoring is not enough to treat them as one change." + "reason": "Both migrate to standardized output capture, but one is VisualBert and the other is TextNet; these are separate model implementations, not the same bug or change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both touch output tracing, but one is MPNet and the other is VisualBert, with separate model-specific logic and no shared bug fix." + "reason": "MPNet and VisualBert share the same refactor theme, but the affected code paths are model-specific and not mergeable as one concrete PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are separate model refactors in MPNet and TextNet; they share a theme but not the same concrete code-path problem." + "reason": "These are parallel output-tracing migrations in different models (MPNet vs TextNet), so they are not duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model code paths; the diffs indicate similar migration work, not a duplicate change." + "reason": "RegNet and SqueezeBert are unrelated model implementations; despite similar decorator/output-capture edits, they are not the same underlying fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "SqueezeBert and SpeechT5 are different models and the diffs address different implementations of output capture, so they should not be merged as duplicates." + "reason": "SqueezeBert and SpeechT5 touch different model-specific forward paths; the shared theme is too broad to treat them as one duplicate change." } ] }, @@ -19646,8 +19667,8 @@ }, { "label": "pull_request", - "component_index": 15, - "component_count": 29, + "component_index": 16, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -19712,7 +19733,7 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "82bfe93c766a90333091afc972c672331adaf75ff25d49c8e1487134c450cd71", + "prepared_review_unit_hash": "00b96570c5e63bcc023568ec82e5faed015a5f2879121284781f79e4d4970845", "component_budget": { "node_count": 13, "item_count": 13, @@ -19734,246 +19755,246 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly parallel, model-specific refactors of output tracing/can_return_tuple across different architectures, not duplicates of the same bug or change. The shared theme is too broad to merge any pair into one PR.", - "confidence": 0.94, + "summary": "These PRs share a generic 'output tracing' refactor theme, but they target different model families and code paths, so they are not duplicates of one another.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the broadest representative of the cluster: it spans two related Mamba-family files and includes the most substantial tracing/output-capture refactor among the set.", + "canonical_pr_reason": "PR 44025 is a good cluster representative because it is a self-contained output-tracing refactor with broader reach across two depth-anything model files, but it is still distinct from the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best global representative of this cluster because it most clearly captures the shared output-tracing refactor pattern while still being a concrete, self-contained code change.", + "best_pr_reason": "PR 44025 is the best representative of the cluster\u2019s common refactor pattern, but not a duplicate of the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model implementations and code paths (`timm_backbone` vs `upernet`)." + "reason": "Different models and files; same refactor style only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are tracing refactors, but they target unrelated model wrappers (`timm_backbone` vs `vision_text_dual_encoder`)." + "reason": "Timm backbone vs vision-text dual encoder are unrelated code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different architectures and files; not the same underlying fix." + "reason": "Different model families; no shared bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Shared helper usage, but separate Mamba-family models and distinct forward paths." + "reason": "Backbone tracing refactor vs Mamba/Falcon-Mamba refactor are separate changes." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model families; same broad tracing refactor pattern only." + "reason": "Different architectures; only the output-tracing pattern matches." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 and UnivNet are different code paths; this is only a similar cleanup." + "reason": "MobileNetV1 and UnivNet are unrelated implementations." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and outputs; not one mergeable fix." + "reason": "Different model code paths; not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Both refactor output handling, but across unrelated models (`mobilenet_v1` vs `depth_anything`)." + "reason": "Both refactor tracing, but on different model families and modules." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder are separate implementations, not the same bug." + "reason": "MobileNetV1 vs vision-encoder-decoder are separate changes." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Same theme, but SpeechEncoderDecoder is a different wrapper/code path." + "reason": "Different encoder-decoder stacks; not one concrete fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `univnet`); not the same concrete change." + "reason": "Vision-text dual encoder and UnivNet are unrelated." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Vision-text dual encoder and UperNet are unrelated implementations." + "reason": "Different model families and forward paths." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Shared tracing refactor motif, but different model internals and no common code path." + "reason": "Separate model-specific refactors, not a shared bug." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "These touch different model stacks; similar decorator cleanup only." + "reason": "Same tracing theme, but different code paths and model families." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Vision-text dual encoder vs CodeGen are unrelated models." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet vs UperNet are unrelated models, so this is not the same change." + "reason": "UnivNet and UperNet do not share a concrete implementation path." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and modules; only superficially similar output-tracing work." + "reason": "Different subsystems; no evidence of the same underlying bug." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Same refactor style, but not the same model or bug." + "reason": "Depth Anything and UnivNet are separate refactors." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are different code paths; not mergeable as one fix." + "reason": "UperNet and RWKV are distinct code paths." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Mamba-family refactor vs semantic segmentation refactor; distinct changes." + "reason": "Different model families; only the refactor pattern is similar." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Both are Mamba/decoder-related cleanup, but the changed forward logic is different and not one concrete fix." + "reason": "Mamba/Falcon-Mamba and CodeGen fix different forward implementations." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Timm backbone tracing refactor and CodeGen forward signature refactor are unrelated." + "reason": "Timm backbone and CodeGen are unrelated changes." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen have different forward semantics; not the same underlying change." + "reason": "UnivNet and CodeGen touch different model stacks." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model families and code paths; only a shared refactor theme." - }, - { - "left": "pull_request:44000", - "right": "pull_request:44004", - "accept": false, - "reason": "Vision-text dual encoder vs CodeGen are unrelated implementations." + "reason": "UperNet and CodeGen are separate model-specific refactors." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "DepthAnything and VisionEncoderDecoder are separate models; this is broad tracing cleanup, not one bug." + "reason": "Both are output-tracing refactors, but for different encoder stacks and files." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder stacks; not the same code-path problem." + "reason": "Depth Anything vs speech encoder-decoder are distinct changes." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "DepthAnything and SuperPoint do not share the same implementation path." + "reason": "Different models; same broad helper usage only." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; similar output-tracing refactor only." + "reason": "Depth Anything and RWKV are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "DepthAnything and DPR are unrelated changes." + "reason": "Different model families; not mergeable into one PR." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder and RWKV are unrelated model code paths." + "reason": "Vision and speech encoder-decoder wrappers are separate implementations." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Two different seq2seq wrappers; same theme, not the same change." + "reason": "Vision encoder-decoder and SuperPoint are different code paths." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SuperPoint are separate implementations." + "reason": "Different model families; same refactor motif only." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Different models and forward paths; not a duplicate fix." + "reason": "Vision encoder-decoder and DPR are unrelated changes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated code paths." + "reason": "Speech encoder-decoder and SuperPoint are not the same fix." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; only the refactor pattern overlaps." + "reason": "Different model architectures and code paths." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR do not share the same bug or change." + "reason": "Speech encoder-decoder vs DPR is not one underlying bug." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated implementations." + "reason": "SuperPoint and RWKV are unrelated model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths; not mergeable as one PR." + "reason": "Different subsystems; only the tracing refactor pattern matches." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are separate model-specific refactors, not the same underlying change." + "reason": "RWKV and DPR fix different model code paths." } ] }, @@ -19986,8 +20007,8 @@ }, { "label": "pull_request", - "component_index": 16, - "component_count": 29, + "component_index": 17, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20006,12 +20027,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "58b79c4450d9f0800d0d742d26682d7ec3fb55204a8dfc82ec471f680873edf4", + "prepared_review_unit_hash": "fcb6170b17e6a9550a20a63400082459e49d6962a729f0df3200ff681e80eb79", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, + "serialized_chars": 10913, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -20019,7 +20040,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10914, + "serialized_chars": 10913, "estimated_input_tokens": 2729, "estimated_eval_tokens": 5714 }, @@ -20028,30 +20049,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three items are separate model-addition pull requests for different models (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share broad HF integration boilerplate, but not the same underlying bug or change.", + "summary": "All three PRs are independent model-addition changes. They share boilerplate docs/auto-registration files, but they do not target the same model, code path, or bug, so none should be merged as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45075 is the best representative of the cluster only in the sense that it is the most complete-looking standalone model addition; the others are distinct model drops, and 45401 is still draft.", + "canonical_pr_reason": "No canonical PR: 44662, 45075, and 45401 add different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS) with distinct implementations and tests.", "best_issue_reason": null, - "best_pr_reason": "PR 45075 is the strongest general exemplar of this cluster\u2019s pattern because it has a full implementation surface (modeling, processing, tests, docs, conversion support) and is more mature than the draft Voxtral PR.", + "best_pr_reason": "45075 is the most self-contained full model addition, but it is still unrelated to the other two and not a duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model implementations for different architectures/models (PenguinVL vs Voxtral TTS). Shared auto/docs plumbing is generic and not enough to indicate the same concrete change." + "reason": "Different model additions for PenguinVL vs Voxtral TTS; shared auto/docs scaffolding is boilerplate, not the same change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "These add different models (PenguinVL vs DeepSeek-OCR-2). Overlap is only in common Transformers integration files, not the same underlying code-path fix or feature." + "reason": "Both add new models, but PenguinVL and DeepSeek-OCR-2 are separate architectures and codepaths, so they are not duplicates." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Different model additions for different targets (DeepSeek-OCR-2 vs Voxtral TTS). Similar files are standard model-registration boilerplate, so they should not be merged together." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations; overlap is only in generic registration/docs files." } ] }, @@ -20064,8 +20085,8 @@ }, { "label": "pull_request", - "component_index": 17, - "component_count": 29, + "component_index": 18, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20081,7 +20102,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "53934aaca4ed22d1e5cafdb0b210e8c6cf0c65af1b555e5aae02d49e6ed18ef9", + "prepared_review_unit_hash": "a59286e46c7d735d0c39fb121d687f6c41ccdfa7703054c2048f0201cf5524c4", "component_budget": { "node_count": 2, "item_count": 2, @@ -20103,18 +20124,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are thematically related around module/kernel fusion, but they implement different layers of the stack: one adds a general Module Fusion API, the other wires n-to-1 kernel fusion through KernelConfig and model loading. They do not look like duplicates of the same concrete change.", - "confidence": 0.96, + "summary": "These two PRs are related but not duplicates: #44979 introduces a new module fusion API and test coverage, while #45363 wires KernelConfig/kernel loading into model code and adds an example for n-to-1 kernel fusion. They address adjacent layers of the feature, not the same concrete change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "#44979 is the more canonical PR for the cluster because it defines the underlying fusion abstraction/API and the core implementation lives there.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the broader, more concrete implementation: it touches the runtime integration points, KernelConfig plumbing, and includes a usage example. PR #44979 is a separate foundational API addition, so #45363 is the better representative if one PR must be chosen for this cluster.", + "best_pr_reason": "#44979 is the best representative PR because it contains the foundational code-path change; #45363 looks like a downstream integration/use-case on top of that API.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related area, but different change scope and code paths: #44979 adds a standalone Module Fusion API, while #45363 implements n-to-1 kernel fusion via KernelConfig across model loading/integrations. They could coexist and are not the same mergeable fix." + "reason": "Related feature area, but not the same underlying fix/change: #44979 adds the module fusion API itself, while #45363 integrates KernelConfig into model loading and provides an example. They could be merged separately and do not target one identical code path." } ] }, @@ -20127,8 +20148,8 @@ }, { "label": "pull_request", - "component_index": 18, - "component_count": 29, + "component_index": 19, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20144,7 +20165,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "28c043a39bda6b39637fe0fb125a4291346e28fdf06d2873cd4b64c3313cffdd", + "prepared_review_unit_hash": "60a54022aa86cbbe0f7ba8f8c5ea908d5a755051cde136107b54dc3aea819c0b", "component_budget": { "node_count": 2, "item_count": 2, @@ -20166,18 +20187,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are effectively duplicate fixes for the same AttributeError in `_patch_mistral_regex` / Mistral regex patching, with the same core code change in the same file. PR 45317 is the better canonical PR because it includes the fix plus tests.", - "confidence": 0.96, - "canonical_issue_reason": "Both PRs explicitly target issue #45081, which appears to be the shared underlying bug report for the Mistral pre-tokenizer AttributeError.", - "canonical_pr_reason": "PR 45317 is the strongest representative: it implements the same fix as 45086 and also adds test coverage, making it the more complete change.", - "best_issue_reason": "Issue #45081 is the shared upstream problem both PRs are trying to resolve.", - "best_pr_reason": "PR 45317 is the best overall PR for the cluster because it covers the same bug fix and includes tests, while 45086 is a smaller subset of the same change.", + "summary": "Both pull requests target the same Mistral regex patch AttributeError in `tokenization_utils_tokenizers.py` and make the same code-path change from `backend_tokenizer.pre_tokenizer` to `pre_tokenizer`; 45317 is the more complete version because it also includes tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 and includes an added test file, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative for this cluster: same underlying bug, same fix location, and extra test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in `_patch_mistral_regex`, same touched code path/file, and 45317 is just the more complete version with tests." + "reason": "Same concrete bug and same fix in the same function/file; 45317 appears to be a superset with tests, so these are mergeable duplicates." } ] }, @@ -20190,8 +20211,8 @@ }, { "label": "pull_request", - "component_index": 19, - "component_count": 29, + "component_index": 20, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20207,7 +20228,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "2e1db07bab4446e00bd6f59681ac047db79c8fddf112b5666db260e2602d3691", + "prepared_review_unit_hash": "ea1faa76471db62f8bdd5bd2039354bbf953e2abebfa94fc66d5979d267cb216", "component_budget": { "node_count": 2, "item_count": 2, @@ -20229,18 +20250,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs overlap on NemotronH internals, but they are not the same change: #45115 is a focused refactor/conversion-mapping update toward GraniteMoeHybrid compatibility, while #45569 is a broader model-splitting and documentation/test update for NemotronH dense/sparse variants.", + "summary": "Two open PRs both touch NemotronH internals, but they address different changes: one is a conversion/mapping + inheritance refactor, the other is a broader model split into NemotronHDense/Sparse with docs and tests. They are related but not the same change.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: #45115 and #45569 address related but distinct code paths and scopes, so they should not be collapsed as duplicates.", + "canonical_pr_reason": "pull_request:45569 is the broader, more complete NemotronH refactor and family split, with model/config/docs/tests updates; it is the better canonical representative for this cluster.", "best_issue_reason": null, - "best_pr_reason": "#45569 is the best representative PR for the NemotronH work because it is the broader, more complete implementation covering new model variants, auto-mapping, docs, and tests.", + "best_pr_reason": "pull_request:45569 is the strongest standalone PR for triage because it covers the larger architecture update and is more likely to subsume the narrower conversion-mapping refactor.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Shared NemotronH files are not enough: #45115 is a narrow inheritance/conversion-mapping refactor, while #45569 introduces dense/sparse model splits plus docs/tests. They do not appear to fix the same concrete bug or be mergeable as one PR." + "reason": "Shared NemotronH files do not mean the same change: 45115 is mainly checkpoint conversion and inheritance mapping, while 45569 introduces a broader NemotronHDense/Sparse refactor and documentation/test updates. They are not mergeable as one PR without conflating distinct work." } ] }, @@ -20253,8 +20274,8 @@ }, { "label": "pull_request", - "component_index": 20, - "component_count": 29, + "component_index": 21, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20270,12 +20291,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "a9fa4008cbc9079bb3dfa1a6fc618239651be37d9173535f3c98805c1c2fe742", + "prepared_review_unit_hash": "e40267f8f80d86aa94928e62bb0d7657eef7672be50c0d14b7b3bac905a6a4aa", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20283,7 +20304,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5397, + "serialized_chars": 5398, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -20292,18 +20313,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related heterogeneous-transformer workstreams, but they are not duplicates: one adds heterogeneous config/per-layer config support, the other adds broader heterogeneous modeling/runtime support built on top of it.", - "confidence": 0.84, + "summary": "Two related but distinct feature PRs: one adds heterogeneous per-layer config plumbing, the other adds heterogeneous model/cache behavior. They share files because the model PR builds on the config work, but they are not duplicates of the same concrete change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader, more central change set: it implements heterogeneous per-layer config plus modeling/runtime integration, while 45333 is the narrower config foundation.", + "canonical_pr_reason": "PR 45332 is the broader, more central change: it implements heterogeneous model support across cache/modeling paths and appears to consume the config plumbing from 45333. That makes it the best representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best representative of the cluster because it spans the main end-to-end heterogeneous model support rather than only the configuration layer.", + "best_pr_reason": "PR 45332 is the best standalone representative because it covers the larger end-to-end feature and is the primary code-path change; 45333 is narrower infrastructure support for that feature.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but distinct scope: 45333 adds heterogeneous config/per-layer config infrastructure, while 45332 adds heterogeneous model/runtime support and only depends on that foundation. They are not the same concrete change and would not plausibly be merged as one duplicate PR." + "reason": "Related feature work, but not the same underlying bug/change. 45333 is config plumbing for per-layer configuration, while 45332 changes cache/modeling behavior to use heterogeneous layer settings. They are complementary and could reasonably land separately, so they should not be merged as duplicates." } ] }, @@ -20316,8 +20337,8 @@ }, { "label": "pull_request", - "component_index": 21, - "component_count": 29, + "component_index": 22, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20333,7 +20354,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "730da11bd650f3df06f342e0282f69539a531c5f17f6c5c99d45fe70581383ba", + "prepared_review_unit_hash": "7b28122dcf5cf2b3775efbde0aa231b42a49c71501056c4b21f1d6144318ee47", "component_budget": { "node_count": 2, "item_count": 2, @@ -20355,18 +20376,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related by type-checking work, but they are not duplicates: PR 45415 is a broad repository-wide typing sweep, while PR 45425 is a narrower typing cleanup centered on modeling_utils/PEFT-related protocols and helpers.", + "summary": "These are both typing-related pull requests, but they are not the same change: one is a broad repo-wide type-checking sweep, the other is a narrower typing follow-up centered on _typing.py/modeling_utils. They may overlap in files, but they do not look mergeable as one duplicate fix.", "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45415 is the broader umbrella change and the more representative PR for the cluster, since it touches many files and sets typing-ignore policy across the tree.", + "canonical_pr_reason": "PR #45425 is the better canonical representative because it is a focused typing change with a clear scope, whereas PR #45415 is a much broader type-checking sweep across many files and config settings.", "best_issue_reason": null, - "best_pr_reason": "PR 45415 is the better representative artifact overall because it is the larger, more general type-checking pass; PR 45425 looks like a targeted follow-up rather than the same change.", + "best_pr_reason": "PR #45425 is the best single PR for this cluster because it is more self-contained and concrete; PR #45415 is too broad and mixes many unrelated typing adjustments.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared files are incidental. 45415 is a broad type-checking sweep across src/transformers/*, while 45425 adds specific typing protocols and support for modeling_utils/PEFT-related code paths. They address different underlying changes and would not plausibly be merged into one PR as the same fix." + "reason": "Shared typing context and a few filenames, but the PRs address different scopes: #45415 is a large type-checking sweep across many modules, while #45425 adds specific typing protocols/aliases and modeling_utils support. They do not look like the same underlying bug/change." } ] }, @@ -20379,8 +20400,8 @@ }, { "label": "pull_request", - "component_index": 22, - "component_count": 29, + "component_index": 23, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20396,7 +20417,7 @@ "soft_pairs": [ "pull_request:45513|pull_request:46084" ], - "prepared_review_unit_hash": "b326de6ee5e36c07ff97fc8e9327e6e8c743313e968c9df6d6252b5dd9c7fc27", + "prepared_review_unit_hash": "52eb6ce8e8df80c91dba61f80b7ab45b1e2443e9af2926c1d16db8d1f88403a4", "component_budget": { "node_count": 2, "item_count": 2, @@ -20418,18 +20439,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one fixes multi-token cached forward for Qwen3.5/GDN linear attention, while the other fixes Mamba2 use_cache behavior when seq_len > 1. They touch different model families and different code paths.", + "summary": "These PRs address different cached-forward bugs in different model families: PR #45513 fixes multi-token cached forward for OLMO/Qwen linear attention paths, while PR #46084 fixes Mamba2 use_cache behavior when seq_len > 1. They are not duplicates.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #46084 is the cleaner representative because it targets one concrete bug, has an explicit linked issue (#46032), and the diff is narrowly scoped to Mamba2 cached forward handling.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR #46084 is the best single PR for the cluster because it is the most self-contained fix with the clearest problem statement and least cross-model breadth.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying bugs in different architectures (Qwen3.5 linear attention vs Mamba2 cache handling); they are not the same concrete fix and would not plausibly merge into one PR." + "reason": "Different model implementations and different bugs: 45513 fixes multi-token cached forward in OLMO/Qwen linear attention code paths, while 46084 fixes Mamba2 use_cache when seq_len > 1. They do not look like the same change and would not plausibly merge into one PR." } ] }, @@ -20442,8 +20463,8 @@ }, { "label": "pull_request", - "component_index": 23, - "component_count": 29, + "component_index": 24, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20459,7 +20480,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "995641cddffb6d502fe0e100e292fa102acc58718980a94f748bcd32fccce19b", + "prepared_review_unit_hash": "36b543c693abfbc3b73a661c3f1d95aa5b16b9e9999a844ca23d4dc8d6803b30", "component_budget": { "node_count": 2, "item_count": 2, @@ -20481,18 +20502,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs are related thematically around expert parallelism, but they fix different loading/broadcast failure modes in different code paths, so they should not be deduplicated.", - "confidence": 0.93, + "summary": "These are both expert-parallelism-related PRs, but they fix different bugs in different loading paths: one is about preserving distributed_config/has_ep for DeepSpeed ZeRO-3 + accelerate launch, the other is about preventing expert parameters from being overwritten during FSDP2/sharded loading.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45662 is the stronger representative of the cluster because it addresses a concrete EP loading corruption bug with a focused fix in model loading and associated EP integration code, whereas #45548 is a separate accelerate/DeepSpeed ZeRO-3 configuration/loading issue.", + "canonical_pr_reason": "No single canonical PR: the changes address separate EP loading defects in different code paths, so they should not be collapsed into one duplicate.", "best_issue_reason": null, - "best_pr_reason": "PR #45662 is the best overall PR candidate because it targets a specific, user-visible correctness problem and has the broader set of code changes tied to that bug; #45548 is narrower and solves a different EP-related configuration serialization/loading path.", + "best_pr_reason": "pull_request:45662 is the more concrete runtime fix for expert parameters being clobbered during distributed loading, while 45548 is a separate config/serialization and EP-detection change.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both mention expert parallelism, but #45548 fixes EP + DeepSpeed ZeRO-3 loading via accelerate launch and config serialization, while #45662 fixes EP + FSDP2 expert parameters being overwritten by rank-0 broadcast. Different concrete bugs and code paths, so not the same change." + "reason": "Do not merge as duplicates: 45548 fixes EP + DeepSpeed ZeRO-3/accelerate config handling, while 45662 fixes EP + FSDP2 expert weights being overwritten via rank-0 broadcast. Shared EP context and modeling_utils is not enough to indicate the same underlying bug." } ] }, @@ -20505,8 +20526,8 @@ }, { "label": "pull_request", - "component_index": 24, - "component_count": 29, + "component_index": 25, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20522,12 +20543,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "10b3ecdbe7010fe0729a0b0c3426a19b295c734511709c9ef76564f66ceb97a0", + "prepared_review_unit_hash": "8ba5d2acc286c66dd78fb5466ec017edb33b3246fa8357cf5f18e01272c0a524", "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 }, @@ -20535,7 +20556,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -20544,18 +20565,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist-related captured_info collision problem, but PR #45645 is the more complete fix because it updates both the writer and the CI consumer of those artifacts.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 45561 is the shared explicit target for both PRs and appears to be the originating bug report.", - "canonical_pr_reason": "PR #45645 is the stronger canonical PR because it covers the xdist-safe artifact write path plus the workflow changes needed to read multiple captured_info files in CI.", - "best_issue_reason": "Issue 45561 is the best issue because both PRs directly link to it and the change scope matches the reported problem.", - "best_pr_reason": "PR #45645 is the best PR because it is the most complete implementation of the fix and includes the downstream CI/log handling that PR #45639 lacks.", + "summary": "Both PRs target the same captured_info/xdist collision problem in testing_utils; 45645 is the broader, more complete fix because it also updates CI log collection to handle multiple captured_info files.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better representative because it contains the core xdist-safe output-file change plus the downstream CI/workflow handling needed to consume multiple captured_info artifacts.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest single PR for the cluster: it subsumes the utility change from 45639 and extends it to preserve CI debug logs, making it the most complete implementation of the underlying fix.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs address the same underlying xdist collision in captured_info artifacts; #45645 extends the same fix with workflow support, so they are close enough to treat as duplicates/overlapping fixes." + "reason": "Both PRs address the same underlying captured_info artifact collision under xdist; 45645 is an expanded version of the same fix, not a separate change." } ] }, @@ -20568,8 +20589,8 @@ }, { "label": "pull_request", - "component_index": 25, - "component_count": 29, + "component_index": 26, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20587,12 +20608,12 @@ "pull_request:45720|pull_request:46259", "pull_request:46023|pull_request:46259" ], - "prepared_review_unit_hash": "891ee12d0a65200cf73077e2742e0f15aaf4a209d5885059c5acf92f32028491", + "prepared_review_unit_hash": "ed518e26376b94d20d68eb0a20bbeec4d3988439ce1fb6e0a7f240e0b7d07c8e", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10911, + "serialized_chars": 10912, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -20600,7 +20621,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 10911, + "serialized_chars": 10912, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -20609,24 +20630,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are separate linter/modeling-rule changes. The apparent overlap is mostly shared docs/rule infrastructure and some shared model files, not the same concrete bug or fix.", - "confidence": 0.89, + "summary": "These are three distinct open PRs in the same linter/modeling-rules area, but they target different rules and code paths: TRF003 tuple-return cleanup, TRF016 dead do_* flag checks, and TRF018 modeling-rule additions. They are not duplicates of the same underlying change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46023 is the clearest standalone change in the cluster: it implements fixes for TRF016 across concrete model files, with a focused scope and direct code-path changes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #46023 is the strongest representative artifact here because it has the most concrete implementation fix and a narrower, more actionable scope than the others.", + "best_pr_reason": "No PR is a true cluster canonical; if forced, PR 46023 is the closest representative of the shared modeling-rules/linter theme, but it still fixes a different rule than the others.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Different underlying rules and code paths: TRF003 changes return-tuple behavior in model forwards, while TRF018 adds a modeling rule for do_* flag consumption in image/video processors. Shared files are only broad framework overlap." + "reason": "Different linter rules and different code paths: TRF003 tuple-return decorator cleanup in model forwards vs TRF018 image/video processor flag-consumption checks. Shared models are incidental and not mergeable as one PR." }, { "left": "pull_request:46023", "right": "pull_request:46259", "accept": false, - "reason": "Both are linter-rule PRs, but they target different rule numbers and different concrete problems. Overlap in docs and some model files is too broad to treat as the same fix." + "reason": "Both touch modeling_rules docs and many model files, but they implement different rule numbers and different behaviors (TRF016 vs TRF018). This is not the same underlying fix." } ] }, @@ -20639,8 +20660,8 @@ }, { "label": "pull_request", - "component_index": 26, - "component_count": 29, + "component_index": 27, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20705,8 +20726,8 @@ }, { "label": "pull_request", - "component_index": 27, - "component_count": 29, + "component_index": 28, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20725,12 +20746,12 @@ "pull_request:46073|pull_request:46196", "pull_request:46154|pull_request:46196" ], - "prepared_review_unit_hash": "ae37ee62401b612b8ee218e320094f8cf8a0cedaa3b8b5e37f57e4c55f0c072b", + "prepared_review_unit_hash": "6670964f5c5fe45dd8f6101a0eb6f6ba2e7c2780a624a0c1563bed60101de530", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8082, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -20738,7 +20759,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 8082, + "serialized_chars": 8083, "estimated_input_tokens": 2021, "estimated_eval_tokens": 4298 }, @@ -20747,30 +20768,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three pull requests are related by the same high-level goal (SDPA dispatch support), but they target different model families and distinct code paths, so they are not duplicates of one another. The broadest and most representative PR is the wav2vec2_conformer/bert + SeamlessM4T/v2 one.", - "confidence": 0.95, + "summary": "All three pull requests are related to enabling SDPA attention dispatch, but they target different model families and code paths, so they are not duplicates of one another.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46196 is the broadest representative of the cluster: it covers multiple model families and has the largest implementation surface, making it the best anchor if one PR must represent the theme.", + "canonical_pr_reason": "PR 46196 is the broadest and most representative of the cluster: it covers multiple related model implementations and associated tests for SDPA dispatch.", "best_issue_reason": null, - "best_pr_reason": "PR 46196 is the strongest overall representative because it spans several architectures and includes the most comprehensive SDPA dispatch work in this cluster.", + "best_pr_reason": "PR 46196 is the best overall representative because it spans several model variants and appears to be the most comprehensive SDPA-dispatch change in the set.", "soft_edge_verdicts": [ { "left": "pull_request:46073", "right": "pull_request:46154", "accept": false, - "reason": "Same general SDPA feature, but different model implementations (CTRL vs T5) and different concrete forward paths. They are not the same underlying bug/change and would not be merged into one PR." + "reason": "Both are SDPA-dispatch PRs, but one is for CTRL and the other for T5; they modify different model-specific attention paths and would not be merged into a single concrete fix." }, { "left": "pull_request:46073", "right": "pull_request:46196", "accept": false, - "reason": "These target different model families and separate code paths (CTRL vs wav2vec2/seamless M4T variants). Shared SDPA theme is too broad to treat as a duplicate." + "reason": "These cover different model families (CTRL vs wav2vec2_conformer/bert and SeamlessM4T/v2) with separate implementation details, so they are not the same underlying change." }, { "left": "pull_request:46154", "right": "pull_request:46196", "accept": false, - "reason": "Both add SDPA dispatch support, but for unrelated architectures (T5 vs wav2vec2/seamless M4T variants). Different implementations and tests, so not a duplicate pair." + "reason": "T5 SDPA support and the multi-model wav2vec2/SeamlessM4T dispatch work are related in theme only; they address distinct code paths and are too different to treat as duplicates." } ] }, @@ -20783,8 +20804,8 @@ }, { "label": "pull_request", - "component_index": 28, - "component_count": 29, + "component_index": 29, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20800,7 +20821,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "28099c6c5b7b5abe309f9c758b51380a6f80d950edc9842416ebab834535afb2", + "prepared_review_unit_hash": "6928c0eef65d2d31ee43414c60165e9119cec2f9c1daaf114e6ad553bff1dadd", "component_budget": { "node_count": 2, "item_count": 2, @@ -20822,18 +20843,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only by distributed/transformers overlap, but they do not look like the same change. PR 46126 is a focused EP + Trainer integration feature, while PR 46269 is a much broader distributed branch base touching many subsystems.", - "confidence": 0.91, + "summary": "These are not duplicates: PR 46126 is a focused EP/router + Trainer integration change, while PR 46269 is a broad distributed branch base spanning many subsystems and files. The shared distributed filenames are too generic to indicate the same concrete change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more specific, self-contained change; PR 46269 is a broad umbrella branch and not a duplicate of it.", + "canonical_pr_reason": "PR 46126 is the more focused, self-contained change; PR 46269 is a broad base-branch PR touching many unrelated distributed areas, so it is not a good duplicate canonical.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best representative of the cluster\u2019s concrete change because it has a narrower, clearer code-path focus than the wide-ranging base PR 46269.", + "best_pr_reason": "PR 46126 is the best representative of the cluster because it targets a specific EP/Trainer integration path. PR 46269 is too broad and looks like an umbrella/base branch rather than the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are not enough here: 46126 implements EP/trainer integration, while 46269 is a large base PR spanning many unrelated distributed components. They are not the same underlying fix." + "reason": "Do not merge: they do not appear to fix the same concrete code-path problem. 46126 adds RouterParallel/EP behavior and Trainer integration, while 46269 is a large distributed base PR spanning FSDP, tensor parallel, MoE, and core loading changes." } ] }, @@ -20846,8 +20867,8 @@ }, { "label": "pull_request", - "component_index": 29, - "component_count": 29, + "component_index": 30, + "component_count": 30, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -20863,12 +20884,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "2328e5910cc125a2cd246a837b10461c8a58eda90420ae6de568b622fb1691cb", + "prepared_review_unit_hash": "a81b8d8dd248eece191a912c2491cf16a16217612a6033e094382b6eaf4db3cb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -20876,7 +20897,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4276, + "serialized_chars": 4275, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -20885,18 +20906,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs aim to remove direct source-file opening, but they fix different code paths in different modules: one hardens import-time resource resolution, the other changes a modeling_utils source-inspection heuristic. They are related in theme, not duplicates.", - "confidence": 0.94, + "summary": "These PRs share a broad theme of replacing file-open source inspection with safer source retrieval, but they fix different code paths in different modules and should not be treated as duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46152 is the broader infrastructure-style change around avoiding raw file opens when resolving package resources, so it is the more central theme representative of the cluster.", + "canonical_pr_reason": "PR 46152 is the cleaner representative of the shared theme: it changes import_utils to avoid opening its own source file, whereas 46207 is a separate modeling_utils source-inspection tweak.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the cleaner standalone bugfix: it targets a specific modeling_utils code path and includes tests, making it the strongest merge candidate among the two.", + "best_pr_reason": "PR 46152 is the most central example of the anti-open() refactor pattern in this cluster; 46207 is related in spirit but addresses a different subsystem and code path.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Different concrete fixes in different modules; they share a general \"avoid open() for source reading\" theme but do not appear to solve the same bug or belong in one PR." + "reason": "Different concrete fixes in different modules: import_utils resource loading vs modeling_utils inspect.getsource for attention-implementation gating. They share a style/theme, but not the same underlying bug or a mergeable single PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 4fa87a982f14315864a8e3c4fae024eefdd90ed1..c88029bb5b0fa45be065cd43d9a4cadce322417a 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260530t120027z", + "analysis_id": "hybrid-model-20260530t180032z", "archived_artifacts": { - "hybrid": "snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260530T120027Z/analysis-runs/hybrid-model-20260530t120027z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260530T180032Z/analysis-runs/hybrid-model-20260530t180032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260530T180032Z/analysis-runs/hybrid-model-20260530t180032z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-30T12:07:40Z", + "published_at": "2026-05-30T18:04:58Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260530T120027Z", + "snapshot_id": "20260530T180032Z", "variant": "hybrid" } diff --git a/snapshots/20260530T180032Z/analysis-runs/hybrid-model-20260530t180032z/analysis-report-hybrid.json b/snapshots/20260530T180032Z/analysis-runs/hybrid-model-20260530t180032z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..d8fc9b5f25a0cada83ff05f32da89548da20cc58 --- /dev/null +++ b/snapshots/20260530T180032Z/analysis-runs/hybrid-model-20260530t180032z/analysis-report-hybrid.json @@ -0,0 +1,1997 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260530T180032Z", + "generated_at": "2026-05-30T18:04:56Z", + "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": [], + 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unrelated." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Task crash vs docs/example freshness; not the same underlying bug." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they target different removed features and pages." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import failure are separate issues." + }, + { + "left": "issue:44918", + "right": "issue:46165", + "accept": false, + "reason": "Different training-related bugs: SFT input-embedding handling vs resuming with trust_remote_code." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask-shape IndexError and Gemma4 device mismatch are different problems." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are errors, but one is ZeRO-3 empty-index loading and the other is a mask/tensor shape mismatch." + }, + { + "left": "issue:43638", + "right": "issue:46165", + "accept": false, + "reason": "Unrelated training-resume issue; 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one report describes CPU offload, the other meta-to_empty materialization symptoms." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert loading bug and GPT-OSS tensor-parallel support issue are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific bugs with no shared code path." + }, + { + "left": "issue:44560", + "right": "issue:46165", + "accept": false, + "reason": "Video embedding failure is unrelated to resume/trust_remote_code behavior." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different backend/device bugs; autocast dtype mismatch is unrelated to the MPS Int histogram error." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 config/vLLM issue and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Device-mapping mismatch and reverse-embedding lookup cost are different Gemma4 issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch-version incompatibility and Qwen NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP/activation-checkpointing mismatch is not the same as Qwen3 device-map cuda assert." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed APIs/commands." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different multimodal pipelines and different failure modes." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch is unrelated to the MPS histogram Int limitation." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different training/runtime issues; no same underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger kernel cross-entropy routing and Qwen3.5 SFT embedding unpacking are different bugs." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different models and different failure mechanisms." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 index-0-out-of-bounds loading failure; model names differ, but the underlying empty-index bug is the same." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Docs mention different deprecated behaviors; not one bug." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "AMD GPU runtime issue and outdated RAG docs are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft-edge pairs are conservative enough from the available evidence. The tokenizer-regression cluster choice is also well-supported by the titles, with 45920 as the broad open anchor and 45812 as the Granite-specific report." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 2, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36010", + "issue:39186", + "issue:39290", + "issue:41093", + "issue:41762", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44479", + "issue:44589", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45464", + "issue:45542", + "issue:45685", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902", + "issue:46015", + "issue:46294" + ], + "soft_pairs": [ + "issue:43866|issue:44863", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:43854|issue:43866", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44805|issue:44918", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43541|issue:44589", + "issue:44479|issue:46294", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45759|issue:45902", + "issue:45542|issue:45800", + "issue:43716|issue:44918", + "issue:39186|issue:44918" + ], + "prepared_review_unit_hash": "f0c6b0cb4a8b1687b61198b468c970862258acbe9f1833f9b24e460ca7dafc3b", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 40, + "serialized_chars": 38926, + "estimated_input_tokens": 9732, + "estimated_eval_tokens": 19720 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformers bug reports, with three clear duplicate-like subgroups: mask-shape IndexError, DeepSpeed ZeRO-3/Bert index-0 failure, and Qwen3.5 video-input regression. I only accepted pairs where the titles strongly indicate the same underlying bug.", + "confidence": 0.78, + "canonical_issue_reason": "issue:41093 is the best issue representative because it is the clearest and most active report for the mask/tensor shape-mismatch IndexError subgroup, and it has a near-exact duplicate in issue:44805.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall issue in this mixed cluster: issue:41093, since it is a concrete, well-discussed bug report with the strongest duplicate signal among the issues here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different models and failure modes: corrupted Ovis2 checkpoint vs NemotronH checkpoint-loading failure." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Unrelated problems: Qwen-3-8B-NVFP4 load/runtime error vs outdated RAG examples." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window behavior, but they target different models and different concrete failures." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "GLM-4.7 load issue in tests is not the same bug as a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexError reports, but the concrete failure patterns differ: mask-shape mismatch vs ZeRO-3 empty-tensor indexing." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper loading/run failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and a pydantic PretrainedConfig regression are different issues." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "ZeRO-3/Bert index-0 failure is unrelated to torch/transformers version incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table QA crashing are unrelated bugs." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load/run failure does not match the PretrainedConfig pydantic regression." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5 chat usage, but one is a crash with transformers chat and the other is a streaming chat/completions failure; not clearly the same code-path bug." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to table-question-answering." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding_window_pattern and Gemma4 device mismatch are different bugs." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Tied lm_head weights in Mistral3 is unrelated to a corrupted Ovis2 checkpoint." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat/completions failure and MPS histogram int support are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm error is unrelated to an MPS histogram implementation issue." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Grouped_mm tracing failure and autocast dtype mismatch are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device mismatch are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is a ZeRO-3 zero-sized tensor access during Gemma3 loading." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression and PretrainedConfig pydantic regression are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral torch-dynamo grouped_mm error is unrelated to GPT-OSS MoE tensor-parallelism behavior." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape IndexError and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression and tied-weights translation-model issue are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat/completions failure are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights unexpected argument and pydantic PretrainedConfig regression are not the same issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming failure are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and PretrainedConfig pydantic regression are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch/transformers version incompatibility are different concerns." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Mistral-3 image-preprocessor dtype mismatch is unrelated to Qwen3.5 video token mismatch." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Grouped_mm tracing failure and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": true, + "reason": "Both describe the same Qwen3.5/Qwen3.5-MoE video-input regression around video features/tokens and chat-template handling." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask-shape mismatch IndexError and ZeRO-3/Bert empty-tensor IndexError are different concrete failures." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Siglip2 embedding quality complaint and Siglip2 nonsensical AutoModel/pipeline outputs may be related in theme, but they are not clearly the same underlying bug." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite config unwrap behavior and Qwen3_5Moe rotary embedding materialization bug are unrelated." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend issue is unrelated to torch/transformers compatibility." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Mistral-3 dtype mismatch and Qwen3.5 embedding unpacking failure are unrelated." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and Qwen3.5 embedding unpacking failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the duplicate/relatedness calls. The one accepted pair (44479, 46294) is well supported by the titles, and the canonical issue choice (41093) is reasonable given the near-exact duplicate 44805 and higher discussion activity. No obvious overstatement or risky mergeability claim." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 3, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43404", + "issue:43493", + "issue:43644", + "issue:43645", + "issue:43828", + "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:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45237", + "issue:45399", + "issue:45507", + "issue:45632", + "issue:45663", + "issue:45698", + "issue:45701", + "issue:45800", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:45632|issue:45698", + "issue:43645|issue:45399", + "issue:43404|issue:45005", + "issue:40990|issue:44960", + "issue:42915|issue:45399", + "issue:44530|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43872|issue:44589", + "issue:43950|issue:45902", + "issue:43866|issue:44403", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:45663|issue:45902", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45237", + "issue:43054|issue:43493" + ], + "prepared_review_unit_hash": "4bfd60ac419dfb4f859ad7056ccc700089ff15114355951a0650ae9319921e73", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36987, + "estimated_input_tokens": 9247, + "estimated_eval_tokens": 18750 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated model/loading regressions; the only clear duplicate pair is the non-persistent-buffer corruption regression around Transformers v5. The rest are similar at a subsystem/title level but do not look like the same concrete bug.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43950 is the clearest representative of the non-persistent-buffer regression: it names the exact API (`from_pretrained`) and the failure mode (`register_buffer(persistent=False)` corruption).", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best issue anchor because it is the most specific, actionable statement of the underlying bug and matches the confirmed duplicate wording in the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45632", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom model loading, but one is a cache-path collision for local models and the other is wrong custom-module loading after save/load; not the same concrete bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "One is a Jupyter custom-model initialization regression; the other is flash-attn fallback logic. Different code paths and symptoms." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but they affect different models and failure modes; too broad to be the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Completely different models and symptoms: high perplexity on GPT-OSS vs a GLM5 issue." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3MoE FP8 failure is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache crash vs tied-weights translation model issue; no shared underlying defect." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same bug as tied-weights handling in translation models." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA/ReLU discussion and a docs note about a removed command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "Checkpoint loading for NemotronH is a different problem from tied-weight handling." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRl SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-facing, but one is a typo and the other is stale command documentation; not the same issue." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different models and failures: detokenization bug vs NVFP4 runtime error." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "No concrete bug overlap; one is Qwen-3 NVFP4 runtime failure, the other is a GraniteMoEHybrid method issue." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same non-persistent-buffer junk/corruption regression in Transformers v5." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2, but one is a docs example/model-processor mismatch and quantization failure while the other is embedding quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same underlying regression: Transformers v5 mishandles non-persistent buffers during load/materialization." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different models and different failure modes: autocast dtype mismatch vs Qwen3.5 gradient explosion from 3D position_ids handling." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer loss signature mismatch and ZeRO-3 load-time IndexError are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import error for AutoImageProcessor is not the same as a torch/transformers version incompatibility." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "bitsandbytes keyword-argument incompatibility and missing Float8 storage are different backend issues." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Both touch non-persistent buffers, but one is a from_pretrained regression while the other is a Qwen3_5Moe rotary-embedding materialization bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and a generic loading noise report are not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Unexpected zero probabilities is not the same as a text-embedding quality regression." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "A bad error message for Voxtral tokenizer loading is unrelated to a missing all_tied_weights_keys attribute." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality and version-dependent tokenization changes are different problems." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_states behavior is unrelated to Qwen3_5Moe inv_freq uninitialized-memory handling." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both involve Qwen3.5-related internals, but one is flash-attn 3D position_ids handling and the other is CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "LoRA gradient checkpointing and int4 CUDA reserved-memory OOM are different regressions." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Voxtral tokenizer error messaging and glm-4v-9b loading failure are unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise and inability to load a specific model are not the same concrete bug." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU runtime support issue are different defects." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one is embedding quality and the other is a HF-vs-JAX implementation discrepancy; not enough to treat as the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The 43950 cluster is clearly supported by the titles: 43950, 43644, and 44534 all describe the same non-persistent-buffer junk/corruption regression in Transformers v5, with 43950 being the most specific anchor. The false soft-edge rejections are also appropriately cautious and do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 4, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36331", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44403", + "issue:44488", + "issue:44509", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45685", + "issue:45823", + "issue:45923" + ], + "soft_pairs": [ + "issue:44403|issue:44488", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:42491|issue:44368", + "issue:44991|issue:45399", + "issue:43881|issue:43883", + "issue:43824|issue:43872", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:43828|issue:45823", + "issue:45081|issue:45399", + "issue:43782|issue:44960", + "issue:45020|issue:45356", + "issue:43742|issue:45399", + "issue:43404|issue:43950", + "issue:42915|issue:45020", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43257|issue:43866", + "issue:42947|issue:45923", + "issue:43940|issue:45313", + "issue:36331|issue:41093", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:41093|issue:44805" + ], + "prepared_review_unit_hash": "58e325d37ab1e8fe16752ce01339f06b75ac0e2808395e956863acb936bf8f79", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 37007, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of Transformers loading/regression reports with only a couple of true duplicate pairs; most similar-looking items are different models, different subsystems, or different failure modes.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43872 is the strongest canonical issue: it has a concrete, reproducible root cause (_is_hf_initialized passed into bitsandbytes Int8Params during empty-weight loading) and a near-exact duplicate in issue:44291.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43872 is the best issue to anchor the cluster because it describes a specific code-path failure rather than a broad symptom, and it has the clearest duplicate evidence.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are about loading behavior, but one is a generic noise/warning complaint and the other is a concrete model-load failure for a specific checkpoint; not the same bug." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code, but one is an AutoConfig field-loss issue and the other is a broad regression affecting remote-code models; too different to merge." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different problems: PEFT LoRA gradient checkpointing vs Qwen3 MoE memory usage. Same family area, not the same underlying bug." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both are loading failures, but they involve different models and different mechanisms (ZeRO-3 load error vs FineGrainedFP8Config failure)." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different symptoms and code paths: MPS histogram/int issue vs Gemma4 device-map mismatch during forward." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "One is a compatibility break for a trained LoRA model across versions; the other is a warning about tie_word_embeddings configuration." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for est-roberta and flash-attn fallback gating are unrelated bugs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Both are model-loading issues, but one is a glm-4v-9b load failure and the other is a missing all_tied_weights_keys attribute; no shared root cause is evident." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different areas: Qwen2_5_VL import/export exposure vs bitsandbytes Int8Params initialization." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote-code regressions and Gemma4 device placement are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like/tokenizer mapping logic is a distinct code path from remote_code loading regressions." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same bug as Gemma4 PLE device mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback checks are separate failures." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error and GLM5 are different model-specific loading problems." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Remote-code breakage and Kimi tokenizer codec handling are different regressions." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback gating do not share the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying bug in Mistral3 is unrelated to non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FineGrainedFP8Config failure is a model/config-specific issue, not the remote_code regression." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Both are the same documentation cleanup: pipeline tasks removed in v5 are still referenced in docs, especially summarization/translation-related pages." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both involve Whisper/audio loading, but the titles do not show the same concrete failure path; one is a generic model-run failure, the other is a specific feature-extraction function issue." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "These describe the same concrete bitsandbytes/empty-weights bug: unexpected _is_hf_initialized being passed into Int8Params during model loading." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 loading and bitsandbytes Int8Params initialization are different failure modes." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to an Ovis2 checkpoint corruption report." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing behavior and a missing supports_gradient_checkpointing flag are different issues, even if both touch training configuration." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both mention ZeRO-3 weight loading for Qwen-family models, but the failures are described differently enough that they do not clearly share one exact root cause." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different errors and domains: custom trainer loss signature mismatch vs tensor mask shape mismatch." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Voxtral AutoTokenizer error and est-roberta tokenizer load failure are different tokenizer/model regressions." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Unable to load a GLM-4.7-Flash model in tests and NemotronH checkpoint loading are separate model-specific problems." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from Qwen3.5 position_ids/SDPA behavior is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight conversion under deepspeed/accelerate and GAS gradient averaging with DeepSpeed are different training/loading bugs." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes init_empty_weights incompatibility is unrelated to CLIPTokenizer's model_max_length constant." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "These have the same style of IndexError, but they are distinct reports with different contexts and likely different offending code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is conservative and grounded in the packet. The two accepted soft-edge pairs look like genuine duplicates or near-duplicates (43872/44291 and 43827/44509), and the rejected pairs are mostly appropriately cautious given only title/body-level evidence. No mergeability issue applies here because there are no PR pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 5, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45685", + "issue:45823", + "issue:45834", + "issue:45902" + ], + "soft_pairs": [ + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45325|issue:45902", + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:44560|issue:45685", + "issue:43645|issue:43646", + "issue:43550|issue:44910", + "issue:43366|issue:44589", + "issue:42915|issue:43957", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:43824|issue:43957", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:43632|issue:45834", + "issue:38175|issue:43994", + "issue:44155|issue:45584", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:44877|issue:45030", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:41720|issue:42915" + ], + "prepared_review_unit_hash": "f5eb779007db858617394912c769bc39cdae2a2d6ced2e2a9aedf248205d813f", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37263, + "estimated_input_tokens": 9316, + "estimated_eval_tokens": 18888 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated issues. I only found two plausible duplicate pairs: Transformers 5 custom model initialization (43645/43646) and SigLIP2 bad outputs on the same model family (38175/43994).", + "confidence": 0.84, + "canonical_issue_reason": "No single canonical issue covers the whole mixed set; issue 43646 is the best anchor for the only clear duplicate pair because it states the broader custom-model initialization regression.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the strongest global issue anchor here because it generalizes 43645 cleanly; the SigLIP2 pair is a separate duplicate pocket, not the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both involve Qwen video behavior, but one is a broad multi-model regression and the other is a specific StopIteration path; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading failures, but for different models and different failure modes; no shared underlying code-path is evident." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and NemotronH checkpoint loading are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Different subsystems and symptoms; no duplicate relationship." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF architecture support and a torch.autocast dtype mismatch are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Both mention rotary embeddings, but they are distinct bugs in different models and code paths." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4 issues, but FSDP2 shared_kv_states rebuilding and device_map PLE mismatch are different problems." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF architecture support and Qwen3-MoE sliding_window behavior are unrelated." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "from_pretrained buffer corruption and Kosmos2.5 long OCR indexing are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 video generation and an MPS histogram int-type error are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same underlying Transformers 5 custom-model initialization regression; 43645 is just a notebook-specific repro." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different model families and different attention/position-id failures; not mergeable as one bug." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF support and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe and meta-device loading regressions are different issues." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a video inference bug and the other is an embedding/unpacking trainer bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Missing import for Qwen2_5_VLForConditionalGeneration and meta-device loading regressions are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer mapping-name handling and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized breakage and Kosmos2.5 long OCR indexing are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 model-family regression with broken outputs; 43994 is the broader reproduction." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched inference leakage and Whisper empty-transcription generation are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Video StopIteration and a mask shape IndexError are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Bert index error and tokenizer-mapping changes are unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading problems, but they are different validation failures on different models." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO-3 init Bert IndexError and tokenizer mapping failures are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping and mask/tensor shape mismatch are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized model offload failure and Strix Halo mmap OOM are different loading issues." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3 MoE LoRA compatibility and BitNet packed-weight loading are unrelated." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention are different model-specific regressions." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and Qwen3Moe FP8Config failures are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays conservative and is supported by the packet. The two accepted pairs (43645/43646 and 38175/43994) are plausible same-bug duplicates, and the rejected soft edges are appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 6, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859" + ], + "soft_pairs": [ + "issue:44451|issue:44488", + "issue:45313|issue:45357", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:43644|issue:44534", + "issue:42915|issue:44756", + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43854|issue:43931", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:42491|issue:45292", + "issue:44488|issue:44991", + "issue:44910|issue:45588", + "issue:44164|issue:44291", + "issue:45362|issue:45406", + "issue:45276|issue:45335", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:45663|issue:45859", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:44291|issue:44756" + ], + "prepared_review_unit_hash": "f94e5bf39a536df5d44d0712f9937e99cb216902fb0c17fb69f915a6708870bd", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36497, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Almost all candidate edges are related-but-distinct reports; only the Transformers v5 non-persistent buffer junk regression is a clear duplicate pair.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43644 is the clearest, most specific description of the shared regression and is better suited as the canonical issue than the shorter paraphrase.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 best captures the underlying bug with the most detail and earliest framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they reference different BERT models and may stem from different model-specific metadata issues." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Same family, but one is a ZeRO-3 weight-loading bug and the other is incorrect save_pretrained key names for the visual encoder." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different models and different failures; one is a Qwen3 MoE LoRA compatibility issue, the other is Gemma4 resize_token_embeddings behavior." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Unrelated training-resume math bug vs optimizer argument handling; same training subsystem but not the same defect." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "These describe the same Transformers v5 regression where non-persistent buffers are filled with junk; one is just a paraphrased title." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE FP8 loading and Strix Halo mmap OOM are unrelated issues." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is ByteLevel\u2192Metaspace override in LlamaTokenizer and the other is wrong token IDs for Granite models." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a doc example/model-processor mismatch and quantization failure while the other reports nonsensical runtime outputs." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and different load-time failures; no sign of the same code-path bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE deepspeed conversion vs GLM-4.7-Flash unit-test loading are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both touch memory/quantization, but one is Qwen3 MoE training inefficiency and the other is offloading behavior with quantization." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Distinct model families and distinct loading problems." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a non-persistent buffer initialization regression; the other is custom model initialization in Jupyter notebooks." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Related to memory under quantization, but one is training-memory inefficiency and the other is int4 CUDA reserved-memory growth leading to OOM." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different models and different resize_token_embeddings symptoms." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they concern different models and no shared concrete bug is evident." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but the failure modes differ: packed sequence misinterpretation vs s_aux=None handling." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Save/from_pretrained extra_state handling and init_empty_weights _is_hf_initialized errors are different load/save paths." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and different crash causes (chat path vs Gemma4Processor attribute error)." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they hit different architectures and submodules, so they do not clearly describe the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Similar symptom of untied lm_head, but for different model families and likely separate model-specific fixes." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different SigLIP2/docs issue versus an unrelated GLM5 report." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch version incompatibility and meta-device model-loading breakage are not the same defect." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch versus inability to load a specific BERT model; different underlying problems." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing/LoRA and apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Different model families and different code paths: Gemma4 FSDP2 attention vs Qwen composite config unwrapping." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Gemma4 FSDP2 attention state rebuild and Qwen3_5Moe rotary embedding CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but one is offloading behavior and the other is increased reserved memory under int4 quantization." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 track leakage and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Unexpected _is_hf_initialized argument and Strix Halo mmap OOM are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the one accepted edge (43644 \u2194 44534) is clearly supported by the titles and dates. The other soft-edge rejections are conservative and avoid overclaiming duplicate status from loose topical similarity alone. No issue/PR pair in the packet suggests a mergeability problem." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 7, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43906", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44960|issue:46050", + "issue:43335|issue:45663", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:45276|issue:45292", + "issue:43854|issue:45216", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:45588|issue:45663", + "issue:41720|issue:44155", + "issue:45684|issue:45698", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:44530|issue:45084", + "issue:43906|issue:44530", + "issue:39404|issue:44912", + "issue:44265|issue:44898", + "issue:44479|issue:44805" + ], + "prepared_review_unit_hash": "058d11618cf7d393d8a55eca70fa9037b72e856753d7955c8e9acd3c67fde37a", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36683, + "estimated_input_tokens": 9171, + "estimated_eval_tokens": 18598 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated Transformers regressions, with a small duplicate pocket around `resize_token_embeddings` not updating model embeddings. The strongest representative issue is the custom-module save/load regression in `from_pretrained` after `save_pretrained`.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45698 is the broadest and most actionable representative of the custom-model save/load regressions in this set, and it sits at the center of several related loading failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best issue to keep because it is open, clearly describes a concrete `save_pretrained`/`from_pretrained` failure, and generalizes well to the nearby custom-model loading reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/loading regressions, but they affect different models and failure modes (runtime error vs silent bf16 fallback)." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "These are different problems: a vague GLM5 issue versus a quantized-model save/load corruption report." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "Completely different bugs: SwitchTransformers sparse-layer creation versus Gemma4 FSDP2 shared-state rebuilding." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both mention OOM, but the causes are different (int4 reserved memory regression vs mmap on Strix Halo)." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is about PEFT/LoRA ineffectiveness and the other about eval-mode restrictions." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` bug: the Gemma4-specific report and the generic output-embedding report describe the same propagation failure." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model-loading regressions with unrelated symptoms and model families." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "No shared bug path; one is checkpointing in eval mode, the other is a Qwen3.5 training instability from position IDs/SDPA fallback." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra state save/load handling is unrelated to the Strix Halo mmap OOM issue." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: video-input handling for Qwen VL models versus strict config loading for granite_speech." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Unrelated failures in flash-attention integration and Gemma4 FSDP2 attention state handling." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different model-specific correctness bugs with no shared code-path indication." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both are custom-model save/load adjacent, but one is file-permissions propagation and the other is wrong module loading; not the same bug." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions are not the same issue as Strix Halo mmap OOMs." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage and Trainer max_steps calculation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same `resize_token_embeddings` propagation failure, expressed as output-embedding versus decoder.embed_tokens updates in different model families." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Both touch custom models, but notebook initialization and extra_state serialization are distinct problems." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Different failure mechanisms: autocast dtype mismatch versus meta-device loading breakage." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab mismatch and model loading failure are not the same underlying bug." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and autocast dtype mismatch are separate regressions." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the mmap/OOM report." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures; no evidence they are the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to the Gemma4 device-mismatch issue." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language and tokenization-version changes are separate concerns." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformer 5 custom-model regressions, but one is base_model_prefix loading and the other is notebook initialization; not the same concrete bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility and Gemma4 device placement are different issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and image preprocessor dtype mismatch are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "Different failures in attention/cache handling versus template-node compilation." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The isolated reproduction issue is not the same as the Qwen3.5 PagedAttentionCache crash." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver interpolation are different code paths." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and mask shape mismatch are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: most pairs are reasonably rejected as unrelated, and the `resize_token_embeddings` cluster is the only clearly supported duplicate pocket. The choice of `issue:45698` as the representative save/load issue is conservative and fits the open, concrete custom-module regression reports without overclaiming. No PR mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 8, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45584", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:43901|issue:44509", + "issue:44589|issue:45084", + "issue:43425|issue:44918", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:44991|issue:45081", + "issue:43994|issue:44079", + "issue:43856|issue:44756", + "issue:44671|issue:44991", + "issue:39404|issue:44671", + "issue:44164|issue:44479", + "issue:44737|issue:45859", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:44661|issue:44683", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:32090|issue:39404", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:43541|issue:45084", + "issue:44451|issue:44987", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:44206|issue:44220" + ], + "prepared_review_unit_hash": "801c192f5a56fdf82327573e8720319ed975932e0805671951a3c036ee872ae4", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36889, + "estimated_input_tokens": 9223, + "estimated_eval_tokens": 18702 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is thematically broad rather than duplicate-heavy: it mixes many Transformers v5 regressions, model-loading failures, tokenizer issues, and a few unrelated audio/docs/multimodal bugs. None of the proposed soft pairs look like the same underlying bug or change.", + "confidence": 0.73, + "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s dominant theme: Transformers v5 model-loading regressions. It is more general than the narrower model-specific or component-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single representative of the cluster because it captures the most central and reusable failure mode among these items: v5 loading behavior breaking for models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but one is about TextClassificationPipeline return_all_scores wording while the other is about removed pipeline tasks in v5; related theme, not the same change." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different failures in different code paths: missing Float8 storage vs a template-node compilation error." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "One is a torch version compatibility issue, the other is a Qwen3.5 input-embedding/TRL trainer failure; unrelated bugs." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token method conflict and gguf_file loading breakage are separate tokenizer/model-loading problems." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "save/from_pretrained extra_state handling and AutoModelForCausalLM.from_config text_config unwrapping are different API regressions." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but they describe different model variants and different breakages; not clearly the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "deepspeed zero3/BertModel indexing and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer load failures, but for different models and different failure mechanisms." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "A specific SigLIP2 bad-output issue and a generic ModelOutput key-assignment bug are not the same concrete defect." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM behavior." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language regression and CamemBERT masked-LM regression are different model-specific issues." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "Extra_state serialization and a video-input regression in Qwen multimodal models do not share the same underlying bug." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/performance related, but XLNet CPU arange placement and Qwen3_5Moe CPU-offload incompatibility are distinct code paths." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Two separate tokenizer-loading reports for different models and different symptoms." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and the _is_hf_initialized regression are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model registry generation and compiled flex_attention failures are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers; different breakages." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity on GPT-OSS and runtime post-processor updating are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper pipeline return_language are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image dtype mismatch and template-node compilation error are different failures." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Separate model-loading regressions affecting different repositories and different tokenizer/model paths." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token-count tracking and Qwen2.5-VL iterable dataset multi-image finetuning are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both concern Whisper, but one is batch_decode skip_special_tokens handling and the other is empty transcription after align_special_tokens; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and template-node compilation failure are different runtime errors." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Loading vesteinn/ScandiBERT and loading physical-intelligence/fast fail for different reasons and code paths." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but one is buffer initialization and the other is custom model initialization; not the same underlying change." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Feature-extractor center-arg regression and _torch_extract_fbank_features() issue are related to audio preprocessing but appear to be distinct 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": 18, + "review_unit_index": 9, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36032", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45987", + "issue:46178" + ], + "soft_pairs": [ + "issue:44464|issue:45987", + "issue:43452|issue:43482", + "issue:43883|issue:44488", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:42175|issue:46178", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:43646|issue:44534", + "issue:43089|issue:45987", + "issue:43404|issue:44466", + "issue:44403|issue:45081", + "issue:43883|issue:44991", + "issue:43322|issue:43540", + "issue:43994|issue:44610", + "issue:42915|issue:45084", + "issue:43645|issue:44534", + "issue:43377|issue:43819", + "issue:44265|issue:44610", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:44220|issue:44683", + "issue:45216|issue:45357", + "issue:36032|issue:43742", + "issue:42915|issue:44291", + "issue:42915|issue:44589", + "issue:43632|issue:44756", + "issue:44062|issue:44987", + "issue:43404|issue:45127", + "issue:43296|issue:43531", + "issue:43531|issue:44877" + ], + "prepared_review_unit_hash": "1e03fa04a9d249adce3abe87e09e55b737f8f3cfa2eb0a9b4bd532c7f3461b81", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37593, + "estimated_input_tokens": 9399, + "estimated_eval_tokens": 19054 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regressions that share broad v5/loading similarity, not true duplicates. The only clear duplicate pair is the Qwen3.5 save_pretrained regression (45216/45357).", + "confidence": 0.47, + "canonical_issue_reason": "Issue 45216 is the clearest representative because it describes the core Qwen3.5 save_pretrained corruption, and 45357 reads like a follow-up on the same checkpoint/visual-encoder-key regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the best cluster representative since it has the strongest duplicate linkage in the set and captures the specific regression most directly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Different bugs: chunked generation/compiled forward vs StaticCache sequence-length return type." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both involve GGUF loading, but the titles point to different failure reports and no shared concrete code-path is clear from the metadata." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error vs a model load failure for cjvt/sleng-bert; unrelated symptoms." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "device_map/offload dequantization failure is a different problem from GGUF loading failure." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen model families and different bugs: hidden-states output vs rope-index temporal scaling." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict is unrelated to custom model initialization in notebooks." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Different errors and different code paths; no evidence they fix the same underlying issue." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Backend-install packaging issue vs backend-mapping error for tensorflow_text; not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs MIMI batched-padding-mask mismatch are different issues." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are v5 load failures, but they affect different models and likely different loaders." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to non-persistent buffer serialization garbage." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation GPU sync overhead is unrelated to StaticCache.get_seq_length contract." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is a model tying bug and the other is a serialization inconsistency; not clearly the same concrete defect." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "General loading noise vs a Mistral regex patch crash; different failure modes." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures with no shared underlying bug indicated." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segmentation fault while loading Llava Next is unrelated to Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical SigLIP2 outputs vs OmDet-Turbo processor resolution mismatch are different issues." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to template-node compilation errors." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization and junk-filled non-persistent buffers are different regressions." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder vs DAC forward/from_latents STE mismatch are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/exportability issue is unrelated to processor input-size mismatch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Model loading failure for ScandiBERT is unrelated to the Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different models and different failure points; not the same bug." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Feature-extraction helper bug vs compiled flex_attention regression; unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same Qwen3.5 save_pretrained regression: both describe incorrect checkpoint serialization/visual-encoder-key handling in the same model family." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer special-token conflict vs a MobileLLM key error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different v5 regressions: FP8 config failure vs init_empty_weights/_is_hf_initialized argument issue." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "FP8 config failure is unrelated to missing Float8 storage handling." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and mmap OOM avoidance are separate issues." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to model/tokenizer load failure for fast." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch tied weights, but one is a model-weight tying bug while the other is LoRA merge with extended vocab collapse; not clearly the same defect." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window bug are different problems." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to granite_speech config strictness." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and the soft-edge verdicts are generally conservative. The only accepted pair, 45216/45357, is well supported by the titles as the same Qwen3.5 save_pretrained regression." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 10, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43646", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44811", + "issue:44829", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923" + ], + "soft_pairs": [ + "issue:43611|issue:44534", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44479|issue:45325", + "issue:40990|issue:44811", + "issue:43792|issue:44589", + "issue:43421|issue:44568", + "issue:44403|issue:44991", + "issue:33666|issue:40444", + "issue:43632|issue:44534", + "issue:44683|issue:45020", + "issue:44079|issue:45663", + "issue:43381|issue:45923", + "issue:44462|issue:45812", + "issue:44291|issue:44589", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:40444|issue:45325", + "issue:43317|issue:43856", + "issue:43482|issue:43525", + "issue:41553|issue:43582", + "issue:42175|issue:45542", + "issue:43818|issue:45357", + "issue:41720|issue:45081", + "issue:43377|issue:45491", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:43611|issue:43646", + "issue:42175|issue:43296" + ], + "prepared_review_unit_hash": "b87edc8cfed58005d967db3b66ba1ff830d933116f366a5304ad0fb03ee923a9", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36595, + "estimated_input_tokens": 9149, + "estimated_eval_tokens": 18554 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated transformer/model-loading regressions, tokenizer bugs, and training/runtime issues. Only one soft pair looks like the same underlying bug: a Transformers v5 model-initialization/loading regression.", + "confidence": 0.47, + "canonical_issue_reason": "issue:43611 is the broadest and most central representative of the shared Transformers v5 loading/initialization regression theme, and it cleanly subsumes the one plausible duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best cluster representative because it matches the strongest duplicate evidence and sits at the core of the v5 model-loading breakage pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but they fail in different ways: base_model_prefix/custom init vs non-persistent buffer handling." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and a CUDA device-mapping assert are unrelated bugs." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch 2.10 compatibility and noisy load logging are different problems." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "These are different Qwen VL regressions: video-input handling vs still-image rope position scaling." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "WikiText-2 perplexity and Whisper batch_decode token skipping are unrelated code paths." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are distinct issues." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime post-processor updates for special tokens and missing BOS/EOS insertion are different tokenizer bugs." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "General loading noise and a specific tokenizer-loading regression for EMBEDDIA/est-roberta are not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL training issues, but one is multi-GPU training and the other is iterable-dataset multi-image prompting." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "The _is_hf_initialized regression and junk-filled non-persistent buffers are separate Transformers v5 failures." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading breakage are unrelated." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment and Gemma4 shared_kv_states reconstruction are different issues." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Eval-mode gradient checkpointing failure and missing supports_gradient_checkpointing are not the same underlying bug." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Ignoring tokenizer.json and wrong Granite token IDs are both tokenizer regressions but not the same concrete failure." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized in init_empty_weights and Float8 storage lookup are unrelated." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer max_length misuse are unrelated tokenizer/model issues." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both involve degenerate training, but the model paths and root causes differ." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image iterable-dataset failure and still-image temporal position scaling are different Qwen2.5-VL bugs." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure and Qwen3 MoE memory inefficiency are distinct training/runtime problems." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Transformers v5 GGUF loading failure and missing pad_token_id on Llama4Config are separate regressions." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral and an AppleSilicon TypeError are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both concern TensorFlow packaging, but the reported failures are different enough to avoid merging as duplicates." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained key regression are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "A Qwen3 device-mapping CUDA assert and a Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI padding-mask mismatch and Gemma3 mixed-length NaNs are both batching-related but not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export export failures and bfloat16 dtype mismatches are different concrete issues." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": true, + "reason": "Both describe the same Transformers v5 model-initialization/loading regression affecting custom model loading paths." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading in vLLM are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The one accepted pair (43611/43646) is a conservative, mergeable same-bugfix match around Transformers v5 model initialization/loading regressions. The other rejections read cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 11, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43632", + "issue:43644", + "issue:43701", + "issue:43746", + "issue:43761", + "issue:43792", + "issue:43819", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45325", + "issue:45381", + "issue:45584", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45834", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43792|issue:43957", + "issue:43632|issue:45072", + "issue:43994|issue:44898", + "issue:45325|issue:45834", + "issue:44079|issue:44534", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43296|issue:45800", + "issue:43761|issue:44079", + "issue:35707|issue:40444", + "issue:44479|issue:45823", + "issue:44291|issue:44877", + "issue:43606|issue:44265", + "issue:44568|issue:45920", + "issue:43701|issue:45325", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:44186|issue:44265", + "issue:43454|issue:43550", + "issue:43262|issue:43746", + "issue:43881|issue:44488", + "issue:39692|issue:40444", + "issue:40990|issue:45584", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:43257|issue:45923", + "issue:43572|issue:45759", + "issue:40990|issue:42947" + ], + "prepared_review_unit_hash": "43bf26ef93d1c0dd74f1048820bb2888f3c883f00021137a31488e3d282698cb", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37187, + "estimated_input_tokens": 9297, + "estimated_eval_tokens": 18850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated model-loading/regression bugs. There isn\u2019t a strong duplicate group; the closest theme is broad Transformers v5 regressions, but the soft pairs mostly differ in concrete code paths and should stay separate.", + "confidence": 0.32, + "canonical_issue_reason": "issue:45920 is the broadest and most representative issue in the set: it describes a cross-model tokenizer regression affecting multiple families, which fits the cluster\u2019s loose v5-regression theme better than the narrower single-model reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best issue to anchor this cluster because it is open, high-impact, and spans several model families rather than a single model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Both are load failures, but one is Whisper inference failure and the other is meta-device loading breakage across different models; not the same bug." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Both involve v5 inference regressions, but one is about `_is_hf_initialized` and the other is a bfloat16 dtype mismatch; different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but one is bad outputs/loading for SigLIP2 and the other is Perceiver resolution handling; not the same defect." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Both touch multimodal indexing, but one is Qwen2.5-VL temporal position scaling and the other is Kosmos2.5 long OCR index overflow; distinct bugs." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internal regressions." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied lm_head weights, but one is failure to tie weights and the other is inconsistent serialization behavior; not mergeable as one fix." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different models and failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading on Qwen2.5; no shared concrete bug." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen VL multimodal issues, but one is finetuning with multiple images per prompt and the other is video position-id computation; separate paths." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related by Qwen2.5-VL position IDs, but one is still-image temporal scaling and the other is video vision_position_ids; different regressions." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer initialization and ModelOutput key bookkeeping are different internal behaviors." + }, + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "One is a specific PaddleOCR-VL load failure in vLLM, the other a broad torch/transformers version incompatibility; not the same issue." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "CLIPVision hidden_states regression and ModelOutput key assignment are unrelated." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is a generation bug; the other is multimodal finetuning with multiple images." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Both are multimodal model regressions, but one is Qwen video-input position handling and the other is Gemma4 device-map mismatch; distinct failures." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "One is an init_empty_weights/_is_hf_initialized argument breakage, the other a strict config loading issue for granite_speech; different root causes." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch and torch.export/export with torch_compilable_check are separate mechanisms and bugs." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Tokenizer special-token insertion failure is not the same as the broader wrong-token-IDs regression, even if both involve tokenization." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope position scaling are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device-mismatch on CPU offload and DAC latent decoding mismatch are different code paths." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related model failures, but one is an A800 cuda assert in Qwen3 and the other is Gemma4 PLE auto-device-map mismatch." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/NER crashes and export-time torch_compilable_check failures are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head tying/serialization and SDPA torch.compile failures are not the same bug." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and GraniteSpeech PEFT checkpoint loading are different subsystems." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different loading failures for different models; no shared concrete root cause is evident." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 and Qwen2.5-VL finetuning failures are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Perplexity regression on gpt-oss and Whisper empty-transcription generation failure are separate issues." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision tied-weight generation bug and a bfloat16 dtype mismatch are different failure modes." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI padding-mask behavior and OmDet-Turbo input-size mismatch are unrelated model/processor bugs." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and missing gradient-checkpointing flag are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "StableLm pad_token_idx omission and Qwen composite-config unwrapping are separate config-loading problems." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on a model and ineffective gradient checkpointing with LoRA 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": 18, + "review_unit_index": 12, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44466", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45823", + "issue:46050", + "issue:46291" + ], + "soft_pairs": [ + "issue:43317|issue:43873", + "issue:43377|issue:44898", + "issue:43873|issue:45701", + "issue:43454|issue:43720", + "issue:43296|issue:44991", + "issue:44466|issue:45357", + "issue:41720|issue:44977", + "issue:44991|issue:46291", + "issue:43526|issue:43883", + "issue:43881|issue:44991", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:43577|issue:43708", + "issue:34634|issue:35707", + "issue:44008|issue:45823", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:44186|issue:45072", + "issue:43404|issue:45357", + "issue:36331|issue:42915", + "issue:43550|issue:43720", + "issue:42175|issue:46291", + "issue:36331|issue:42617", + "issue:44423|issue:45406", + "issue:44387|issue:45704", + "issue:43873|issue:44756", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:43749|issue:44534", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:42915|issue:43317", + "issue:43322|issue:46050", + "issue:45632|issue:45684", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:41720|issue:42617" + ], + "prepared_review_unit_hash": "ec3fbdeb19be7cc5ae3b07afc927320b57ad6d7827c527c1efc004dc21a3cb94", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 37, + "serialized_chars": 38932, + "estimated_input_tokens": 9733, + "estimated_eval_tokens": 19722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated closed issues; the only apparent thematic overlap is a loose offloading/quantization/loading cluster, but no pair looks like the same concrete bug. No PRs are present.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the broadest offloading/quantization umbrella and the closest representative of the weakly related loading/offload subset, but it is not a true duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Related to offloading and quantization, but one is a specific dequantized-model load failure and the other is a broad offloading complaint; not the same concrete bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Both involve shape/masking-like behavior in processors, but the model families and failure modes are different." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization vs tokenization/version drift; no shared code-path or bug." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Different problems: tied lm_head weights vs packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Both are load/import failures, but they concern different subsystems and unrelated root causes." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both mention weight/serialization correctness, but one is a generic lm_head tying issue and the other is a Qwen3.5 visual-encoder key regression." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Same model family, but one is a device-map cuda assert and the other is flash-attention generation misbehavior; not enough to merge." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer loading failure vs kernels package import/version requirement; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different models and bugs: label reduction in an image processor vs missing all_tied_weights_keys on a causal LM." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Both are load-time failures, but one is a model loading issue and the other is a tokenizer package compatibility issue." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Both are model execution/load failures, but for different scripts and distinct causes." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 device-mapping cuda asserts." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Dtype propagation in BLIP-2 vs Trainer checkpoint resume/max_steps calculation; different code paths." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Voice preset handling in BarkProcessor is unrelated to generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both are device/name collision style bugs in multimodal models, but the affected models and failure mechanics differ." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batch-shape bug vs version-dependent tokenization change; not the same issue." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both involve tied-weight/save behavior, but one is Mistral3 lm_head tying and the other is Qwen3.5 visual encoder keys." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer custom compute_loss signature mismatch vs Qwen3Moe FineGrainedFP8Config failure; unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure is not the same bug as packed weights not being unpacked during accelerate loading." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Packaging/backend selection issue vs kernels import requirement; unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API mismatch vs script execution failure; no shared underlying bug." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal crash and Gemma4Processor missing _tokenizer are different processor/runtime bugs." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Quantization OOM in Transformers v5 is unrelated to T5's apex RMSNorm memory leak." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload concerns, but one is quantization offloading and the other is mmap on Strix Halo OOM; not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Different image-processing bugs: wrong fixed size output vs non-default resolution interpolation failure." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash on batched NER inputs is unrelated to OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are separate v5 loading issues." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Different failures and different models; one is SDPA/torch.compile, the other CPU-offload device mismatch." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to a version-caused tokenization change report." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both are load-related model failures, but one is Qwen3Moe FP8 config and the other is offload with dequantized models." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segmentation fault loading Llava Next models and sinq quantization save/load breakage are unrelated." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collision for trust_remote_code is unrelated to read-only permissions propagation in save_pretrained." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Both are model-loading/runtime crashes, but the failures and model families differ." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b is not the same as a tokenization change across versions." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map cuda assert and a script run failure are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 13, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36032", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43425", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44361", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44530", + "issue:44545", + "issue:44671", + "issue:44743", + "issue:44913", + "issue:45059", + "issue:45081", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:46291" + ], + "soft_pairs": [ + "issue:41720|issue:45161", + "issue:36010|issue:42617", + "issue:43425|issue:46291", + "issue:45081|issue:45812", + "issue:43525|issue:46291", + "issue:43531|issue:43572", + "issue:43316|issue:44913", + "issue:44671|issue:44743", + "issue:43540|issue:43782", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:45406|issue:45464", + "issue:43550|issue:43653", + "issue:43606|issue:43720", + "issue:44530|issue:46291", + "issue:43421|issue:45701", + "issue:42915|issue:43322", + "issue:43606|issue:43653", + "issue:43531|issue:45759", + "issue:44492|issue:44509", + "issue:34567|issue:35707", + "issue:43388|issue:45059", + "issue:44514|issue:44545", + "issue:43873|issue:45704" + ], + "prepared_review_unit_hash": "b6b40840b2be0eb55877acd78cdba789c4d2c8faf2685a35965fcecff83b44b6", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35093, + "estimated_input_tokens": 8774, + "estimated_eval_tokens": 17804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous singleton issues across unrelated bugs. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template padding=False crash (issues 44514 and 44545). No PRs are present.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44545 is the best canonical issue because it exactly matches issue:44514 on the same Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False crash and has slightly stronger report context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44545 is the strongest representative of the cluster\u2019s only true duplicate pair and is the clearest target for consolidation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are model-parallel/dispatch failures, but they affect different models and code paths; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "An import error for GenerationMixin is unrelated to failing to run 3d_parallel.py." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch 2.10 incompatibility is unrelated to kernels v0.15 requiring version/revision metadata." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is a Mistral regex/backend_tokenizer crash and the other is Granite token ID mis-generation." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to the kernels import/version issue." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and StableLmConfig pad_token_idx are different model/config bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config/API behavior, but one is Gemma3TextConfig mismatch and the other is GPTNeoX rotary_pct persistence." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM regression and Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both involve Qwen3 multimodal loading/processing, but they fail in different concrete paths and are not the same issue." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Runtime special-token post-processor updates and Granite token ID regression are different tokenizer problems." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers, different failure modes, and different task surfaces; not a duplicate." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "A BEiT image-processor label reduction bug is unrelated to glm-4v loading failure." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Slow-vs-fast tokenizer inconsistency is broader and not the same as the T5Tokenizer add_special_tokens load conflict." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Void segmentation-map processing and BarkProcessor voice_preset are unrelated processor bugs." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Qwen3.5 streaming inference failure are different API paths." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch in bark-small and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba is unrelated to BigBirdTokenizer decode/special-token behavior." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both touch loading/offload, but bark-small device mismatch and BitNet packed-weight unpacking are different root causes." + }, + { + "left": "issue:44530", + "right": "issue:46291", + "accept": false, + "reason": "PagedAttentionCache linear_attention group-type failure is unrelated to the kernels version/revision import issue." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Llava Next segmentation fault are different models and failure modes." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "These are not the same bug; one is CPU offload device placement, the other is tokenizer special-token handling." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and unwrap-text_config on composite multimodal configs are different issues." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and docs mentioning removed pipelines are unrelated documentation/wording issues." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are unrelated training/generation bugs." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Label truncation in gather_for_metrics and SAM3 text/bbox behavior are different code paths." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact duplicate: same Qwen2_5_VLProcessor.apply_chat_template batched-input crash when padding=False." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading issues and T5 apex.FusedRMSNorm memory leak are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it identifies the one clearly duplicated pair (44514/44545) and does not overclaim about the many soft matches. The soft-edge rejections are conservative and consistent with the issue titles, and there are no PRs to consolidate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 14, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:33666", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42886", + "issue:43329", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44368", + "issue:44451", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45923", + "issue:46294" + ], + "soft_pairs": [ + "issue:42490|issue:43329", + "issue:43421|issue:43927", + "issue:41720|issue:43746", + "issue:44451|issue:44991", + "issue:44898|issue:45072", + "issue:33666|issue:35707", + "issue:45759|issue:45859", + "issue:43531|issue:44589", + "issue:45588|issue:45759", + "issue:44987|issue:45042", + "issue:44368|issue:45357", + "issue:44062|issue:44451", + "issue:43421|issue:43653", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:45663|issue:45923", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:43525|issue:43531", + "issue:43381|issue:45704", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:43540|issue:46294", + "issue:44625|issue:45479", + "issue:43782|issue:45381", + "issue:43994|issue:44671" + ], + "prepared_review_unit_hash": "ae61d339e7d0def38040e69268c04424c96bc1f91cae7fec856bd185c32676ea", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37160, + "estimated_input_tokens": 9290, + "estimated_eval_tokens": 18836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated. The only strong duplicate-like pair is the offline tokenizer loading regression: issue 42886 and issue 44843 appear to describe the same HF_HUB_OFFLINE/cache path failure, with 44843 giving the likely root cause in _patch_mistral_regex.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 42886 is the earlier, broader report of the offline tokenizer-cache failure; issue 44843 looks like the more specific root-cause diagnosis for the same symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42886 is the best representative issue to keep because it captures the user-visible failure cleanly and predates the narrower follow-up report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Different subsystems and failures: local-path import warning vs multimodal token counting bug in video processing." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is save/load preservation of custom token IDs; different bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Unrelated model/runtime issues: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they target different models and likely different root causes; not enough evidence of one bug." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different concrete failures: Perceiver resolution handling vs dtype mismatch in SwitchTransformers/TimmWrapperModel inference." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Completely different topics: Qwen2-VL multi-GPU training vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different code paths: multimodal config unwrapping vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention sinkless-model crash is unrelated to multimodal config unwrapping." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Different regressions in different layers: loading a specific model vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings during LoRA fine-tuning is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-arg construction error is unrelated to ScandiBERT model loading." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch special tokens, but one is about post-processor refresh and the other about BigBirdTokenizer mask-token registration; not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Documentation/example mistakes vs an image processor/model resolution mismatch are different issues." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Apex RMSNorm memory leak in T5 is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is a different training-time bug than the gradient-checkpointing flag issue." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: unpacking Qwen3.5 input embeddings vs evaluate() after train()." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Both report the same HF_HUB_OFFLINE tokenizer-loading regression; 44843 identifies the likely root cause in an unconditional model_info() call inside _patch_mistral_regex." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction is unrelated to abnormal gradient growth under ZeRO-3." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Different tokenizer problems: runtime special-token updates vs LayoutLMv2 NER/padding crashes." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "RMSNorm memory leak in T5 is unrelated to Qwen3_5Moe CPU offload behavior." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset handling has no relation to Qwen3 auto device mapping CUDA asserts." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config is unrelated to the Qwen3-MoE sliding_window issue." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing eval-mode issue and T5 RMSNorm memory leak are distinct failures." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention mistral-regex-related tokenizers, but one is a backend_tokenizer AttributeError and the other is a codec-handling regression with a misleading warning; not clearly the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/example errors are unrelated to quantization offloading behavior." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Both involve Qwen video inputs, but one is a ValueError in Qwen3OmniMoe and the other is an apply_chat_template feature/token mismatch in Qwen3.5-9B; different code paths." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Different model families and bugs: Qwen3.5 num_labels propagation vs generic single-label classification degeneracy." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Weight-only loading error in Qwen3VL is unrelated to Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific inference errors: SigLIP2 pipeline misuse vs CamemBERT masked LM regression." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate-like pair, issue 42886 and issue 44843, is well supported by their titles as the same HF_HUB_OFFLINE tokenizer-loading regression, with 44843 plausibly describing the root cause. The rejected pairs are handled cautiously and do not overclaim duplicates from the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 15, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:36331", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43873", + "issue:43950", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45834", + "issue:45907", + "issue:45987", + "issue:46032", + "issue:46050" + ], + "soft_pairs": [ + "issue:45356|issue:45907", + "issue:30064|issue:36010", + "issue:43596|issue:44220", + "issue:43720|issue:43819", + "issue:43746|issue:46050", + "issue:44077|issue:44625", + "issue:43653|issue:43720", + "issue:44220|issue:44661", + "issue:42915|issue:43746", + "issue:43540|issue:44008", + "issue:43618|issue:43697", + "issue:43550|issue:45072", + "issue:43746|issue:43873", + "issue:43295|issue:45834", + "issue:43550|issue:43819", + "issue:45183|issue:45479", + "issue:43388|issue:46032", + "issue:44186|issue:44898", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:44062|issue:44488", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:44843|issue:45081", + "issue:43950|issue:45987", + "issue:43643|issue:44877", + "issue:43421|issue:44811", + "issue:30064|issue:36331", + "issue:44448|issue:44671", + "issue:43540|issue:45381" + ], + "prepared_review_unit_hash": "7dd7c9666aa4c0660ccfe9a55c65d4102c3331714c6a65c7f3fec963bb68cf7e", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37166, + "estimated_input_tokens": 9292, + "estimated_eval_tokens": 18840 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated regression reports. Several items are in the tokenizer/config/loading area, but none of the soft pairs look like true duplicates of the same underlying bug or change.", + "confidence": 0.29, + "canonical_issue_reason": "issue:44843 is the cleanest representative of the shared tokenizer-regression theme: a concrete, reproducible from_pretrained/_patch_mistral_regex failure with broad user impact. It is still not a duplicate of the other issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44843 is the most actionable and broadly relevant issue in the set, with a clear root-cause path and user-facing regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Different bugs: tokenizer codec / mistral-regex regression vs list_repo_files revision forwarding." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated subsystems: image segmentation processing vs GenerationMixin import error." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Different code paths: DeepSpeed ZeRO3/BertModel init vs fbank feature extraction." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Unrelated model-loading quantization bug vs DAC latent/STE mismatch." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both involve loading, but one is PEFT checkpoint loading and the other is sinq quantized save/load corruption." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "Different model/config issues: optional post_init constraint vs num_labels propagation." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs tokenizer mapping-name handling bug." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Both multimodal, but different models and distinct failures (video processing vs variable name collision)." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Different behaviors and code paths: missing attentions assignment vs output drift in RTDetrV2." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Both dtype/compile-related, but one is SDPA torch.compile failure and the other is bf16 inference mismatch." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Checkpoint loading with PEFT is unrelated to offloading with quantization." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different regressions: processor.tokenizer/image routing vs long OCR index error." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Torch.compile/SDPA failure is unrelated to DAC latent decoding mismatch." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation bug vs sequence-classification loss degeneracy; different layers of the stack." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metrics gathering bug vs Mamba2 cache correctness bug; not the same issue." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer crash on NER/padding is unrelated to Perceiver image-resolution handling." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different multimodal failures in different models and code paths." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to Smollm3 RoPE layer selection." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-arg duplication is not the same as loading a specific model failing." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs DAC forward/from_latents mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig trust_remote_code field loss." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper area, but distinct failures: offline model_info call vs missing backend_tokenizer attribute." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Buffer corruption on from_pretrained is unrelated to a cache-length return-type bug." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both config-related, but one is missing fields on trust_remote_code and the other is strict config blocking granite_speech loading." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor update bug is not the same as batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation processing failure vs custom trainer loss signature mismatch." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different model-specific v4/v5 output regressions; not one shared bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both Qwen video issues, but different models and different symptoms, so not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 16, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43404", + "issue:43452", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43720", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44186", + "issue:44442", + "issue:44479", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:45987", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:39692|issue:45834", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:45584|issue:45834", + "issue:44821|issue:45084", + "issue:43322|issue:45685", + "issue:43606|issue:45072", + "issue:44479|issue:45834", + "issue:44186|issue:44442", + "issue:43825|issue:43994", + "issue:34634|issue:36010", + "issue:44561|issue:45020", + "issue:44485|issue:44509", + "issue:28218|issue:29159", + "issue:45987|issue:46192", + "issue:43577|issue:43582", + "issue:44610|issue:45072", + "issue:44805|issue:44936", + "issue:43720|issue:45072", + "issue:43452|issue:44991", + "issue:43825|issue:43827", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:45081|issue:45406", + "issue:42175|issue:45081", + "issue:43906|issue:46209", + "issue:44671|issue:45701", + "issue:43262|issue:43819" + ], + "prepared_review_unit_hash": "2308f5d85fe9c51df0e96eddd087f43d8abbfa7ff333518e3e71a43f49bb602c", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35584, + "estimated_input_tokens": 8896, + "estimated_eval_tokens": 18048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a single duplicate cluster; it spans many unrelated tokenizer, model-loading, vision, audio, and docs regressions. I\u2019d use the broad tokenizer-regression report as the nearest representative, but most soft pairs are not true duplicates.", + "confidence": 0.54, + "canonical_issue_reason": "issue:45701 is the broadest representative: it describes version-driven tokenization changes and has multiple inbound references, which makes it the closest umbrella for the tokenizer-related subset.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the best overall representative for the cluster\u2019s tokenizer-regression theme, though the cluster is too heterogeneous to be a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "Different products and failure modes: SigLIP2 doc example errors vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Unrelated bugs: Blip2 dtype handling vs Video-LLaVA missing temporal attention / weight sharing." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Different model families and code paths: Qwen3VL weight_only loading vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription bug is unrelated to Kosmos2.5 long-ocr index errors." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-compilation TypeError are unrelated failures." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault vs MPS histogram Int error are different subsystems and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch for Bark is not the same as bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression for Qwen VL models is unrelated to Kosmos2.5 OCR indexing." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer padding/NER crash and FastSpeech2Conformer tokenizer loading failure are different tokenizer bugs." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "One is an error-message/docs issue about removed pipelines; the other is a model/pipeline output correctness problem." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code breakage, but they do not identify the same concrete code-path or fix." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both are tokenizer-related, but one is about added-token spacing while the other is a broader slow/fast inconsistency; not clearly the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46192", + "accept": false, + "reason": "StaticCache return-type bug and return_tensors/text_kwargs precedence are unrelated API issues." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype state and AppleSilicon caching_allocator_warmup TypeError are different problems." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch is unrelated to bfloat16 dtype mismatches." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A tensor-mask shape IndexError is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight loading failure and generic dtype mismatch issues are different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading/tokenizers, but they are distinct model/package regressions with different symptoms." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Runtime error-message behavior and documentation references are related thematically, but not the same underlying bug/change." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3VL weight_only loading are unrelated model-specific bugs." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and CUDA AMP loss crash are unrelated hardware/backend issues." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are separate attribute-access failures." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Backend extras installation problem is unrelated to Mistral tokenizer regex patching." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "An isolated reproduction of one prior issue is not the same as FP8 inference failing on B200." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regression and general tokenization-version changes are related only at a broad tokenizer level, not the same concrete bug." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC from_latents STE mismatch are unrelated audio processor 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": 18, + "review_unit_index": 17, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44554", + "issue:44589", + "issue:44610", + "issue:44617", + "issue:44811", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45084", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45803", + "issue:46285" + ], + "soft_pairs": [ + "issue:43653|issue:44912", + "issue:45003|issue:46285", + "issue:43526|issue:43697", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43742|issue:45020", + "issue:45084|issue:45538", + "issue:43329|issue:45600", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:43644|issue:43749", + "issue:43638|issue:44936", + "issue:43550|issue:44912", + "issue:43819|issue:43927", + "issue:34634|issue:36331", + "issue:44387|issue:44617", + "issue:36010|issue:43645", + "issue:43854|issue:44977", + "issue:39692|issue:44912", + "issue:38175|issue:44610", + "issue:43720|issue:44610", + "issue:45459|issue:45803", + "issue:43526|issue:44554", + "issue:36010|issue:36331", + "issue:43454|issue:43577", + "issue:43531|issue:45042", + "issue:43262|issue:44811", + "issue:43749|issue:44291", + "issue:43257|issue:43329" + ], + "prepared_review_unit_hash": "c98eeff984d4c46577e0f928deab5b9acee59733d3b2b0a8fe1f8c8112401d16", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36627, + "estimated_input_tokens": 9157, + "estimated_eval_tokens": 18570 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: the soft pairs mostly share only broad Transformer-regression themes, not the same concrete bug. I would not merge any of the proposed soft edges.", + "confidence": 0.28, + "canonical_issue_reason": "If forced to pick one issue, issue:45020 is the broadest umbrella report in the set (recent-version remote_code breakage), but the cluster as a whole does not form a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45020 is the most general representative of the loading/regression theme, though it is still not a clean canonical for these mostly unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Different bugs: BigBird tokenizer special-token decoding vs MXFP4 quantization/load fallback." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "Unrelated code paths: sys.modules access in modeling_utils vs CLIP text model structure mismatch." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Both are vision/model issues, but one is Beit label reduction and the other is RTDetr output drift." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but the underlying Qwen models and failure modes differ." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder text issue vs isolated reproduction of a separate upstream bug." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM load key error is not the same concrete bug as broad remote_code breakage." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Compile/template-node error vs CLIP tokenizer max_length issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token-counting bug vs auto_mappings CI break from removed configs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the torchvision dependency regression." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local-checkpoint loading bug vs Whisper batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both involve loading/regression symptoms, but one is junk non-persistent buffers and the other is FSDP CPU-RAM-efficient loading." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different training/eval failures with no shared concrete code path." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile + SDPA failure is unrelated to MXFP4 quantization load fallback." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Bark voice_preset problem vs Trainer compute_loss API change." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but the causes and model paths are different." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import regression vs Jupyter custom-model initialization breakage." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failures: GLM-4.7-Flash load test vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Doc-example errors for SigLIP2 are not the same bug as MXFP4 loading fallback." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to OmDet processor size mismatch." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "BitNet packed-weight unpacking bug is unrelated to OmDet input-size mismatch." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both hide errors with broad exception handling, but they are different functions and failure modes." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Beit label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin is a different issue from the unexpected compute_loss keyword argument." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight-tying bug and BLIP2 dtype loading bug are distinct." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is unrelated to the torchvision requirement regression." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat_template sampling-rate default and Whisper batch_decode behavior are separate processor bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING and init_empty_weights/_is_hf_initialized are different loading-path regressions." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed is unrelated to the multimodal token-count video branch 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": 18, + "review_unit_index": 18, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43697", + "issue:43742", + "issue:43927", + "issue:43931", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44821", + "issue:44849", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45759", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43643|issue:45759", + "issue:42490|issue:43257", + "issue:43329|issue:43450", + "issue:43606|issue:45859", + "issue:34567|issue:40990", + "issue:44568|issue:45356", + "issue:29159|issue:34567", + "issue:43329|issue:44479", + "issue:42915|issue:43742", + "issue:44849|issue:45701", + "issue:44291|issue:45042", + "issue:43257|issue:43931", + "issue:43452|issue:43582", + "issue:43927|issue:44912", + "issue:42915|issue:44821", + "issue:43697|issue:45357", + "issue:44568|issue:45488", + "issue:33357|issue:34567", + "issue:41720|issue:43540", + "issue:42915|issue:45538", + "issue:44987|issue:45538", + "issue:43317|issue:45538", + "issue:43540|issue:44479", + "issue:44479|issue:45381", + "issue:43540|issue:44560", + "issue:44987|issue:45907", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:43742|issue:44291", + "issue:43577|issue:45072", + "issue:44062|issue:44991", + "issue:38175|issue:44898" + ], + "prepared_review_unit_hash": "6de693b3d5d7aa928afdbcaa739281073ed3fa33b6807aeeea1bd6ad2da16722", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36870, + "estimated_input_tokens": 9218, + "estimated_eval_tokens": 18692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only one soft edge looks like a true duplicate around the Qwen video-input regression. The rest are distinct tokenizer, loading, vision, and DeepSpeed issues.", + "confidence": 0.81, + "canonical_issue_reason": "No single canonical issue spans this heterogeneous cluster; the only clear duplicate edge is the Qwen video-regression pair.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the broadest umbrella candidate, but it only loosely covers a tokenizer subset and is not a true global representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Different config-loading bugs: missing remote-code fields vs text_config unwrapping." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Path-trailing-slash warning and Qwen3 MoE weight conversion are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both involve video handling, but one is token counting and the other is processor output shape." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but they affect different models and code paths." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting and perplexity on GPT-OSS are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions with different failure modes and models." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counts." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Same underlying Qwen video-input regression; 43329 pinpoints the broken video branch that 44479 reports broadly." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 failure and MobileLLM key error are different loading bugs." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-state bug is not the same as a generic tokenization regression." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights argument handling and torchvision import requirements are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Both are Qwen3 loading issues, but one is MoE conversion and the other is VL shape mismatch." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading and Apple Silicon allocator warmup are unrelated." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Config token-ID persistence and MXFP4 quantization fallback are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 loading and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different regressions: RTDetrV2 output drift vs Qwen3.5 save_pretrained key mapping." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Tokenizer behavior changed, but these are different models and mechanisms." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Mac bus error on CLIP and trainer token accounting are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device mapping cuda assert is not the same as Qwen3OmniMoe video processing." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Repository loading failure and CLIPTokenizer max length are different issues." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized-model offload failure is unrelated to tokenizer max length." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related to video inputs, but one is a processing ValueError and the other is a regression in token counting." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen video regressions, but one is generic video-input failure and the other is wrong vision_position_ids." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related, but the failures are different and model-specific." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Loading physical-intelligence/fast and forwarding revision in list_repo_files are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error and PEFT version bump are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension error and tokenizer slow/fast inconsistency are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights argument handling are different bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both involve dtype, but one is model loading and the other is bfloat16 inference." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the titles point to different underlying causes." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Zero-probabilities in SigLIP2 and Perceiver image-size handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it treats the cluster as heterogeneous, avoids overclaiming a canonical representative, and only marks the Qwen video-regression pair as a duplicate-like edge. The other soft-edge rejections are cautious and consistent with the issue titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 19, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43257", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44488", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44877", + "issue:44913", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45588", + "issue:45600", + "issue:45920", + "issue:45987", + "issue:46121" + ], + "soft_pairs": [ + "issue:44737|issue:45588", + "issue:43257|issue:43696", + "issue:43404|issue:45987", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43646|issue:43749", + "issue:44913|issue:46121", + "issue:43493|issue:43994", + "issue:43906|issue:45381", + "issue:44792|issue:44964", + "issue:43749|issue:44756", + "issue:43257|issue:43756", + "issue:44291|issue:44821", + "issue:36010|issue:42175", + "issue:28282|issue:34689", + "issue:42175|issue:43824", + "issue:45042|issue:45081", + "issue:43452|issue:44488", + "issue:45357|issue:45920", + "issue:43742|issue:44589", + "issue:45405|issue:45600", + "issue:28282|issue:29127", + "issue:43643|issue:45375", + "issue:43531|issue:44821", + "issue:43526|issue:45479", + "issue:43756|issue:45325", + "issue:44625|issue:44877" + ], + "prepared_review_unit_hash": "19501d0b7c1a0a933c931ba8c3726d110fd4368303e8710fb0afff9fcc80e33d", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35506, + "estimated_input_tokens": 8877, + "estimated_eval_tokens": 18010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of distinct Transformers bugs/regressions rather than one tight duplicate cluster. The only plausible overlaps are theme-level (loading, config, tokenizer, vision), but the concrete failure modes differ enough to reject all soft edges.", + "confidence": 0.66, + "canonical_issue_reason": "Issue #45920 is the broadest current regression report in the set, spans multiple affected models, and has inbound references; it is the best umbrella-style issue to represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45920 has the clearest cross-model impact and enough discussion/references to serve as the most representative issue in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Both are performance/runtime bugs, but one is XLNet CPU placement and the other is flash-attention sink handling; different code paths and symptoms." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion under accelerate/deepspeed is unrelated to a CUDA OOM on GPT-oss." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "One is tied weights in Mistral3 image-text generation; the other is a cache length return-type bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Training API regressions, but they concern different hooks and arguments (`num_input_tokens_seen` vs `num_items_in_batch`)." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer failures: duplicate `special` kwarg vs missing `backend_tokenizer` in Mistral regex patching." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Config loading with `trust_remote_code` missing fields is not the same as FSDP CPU RAM efficient loading being broken." + }, + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Both touch RoPE/config handling, but one is silent config reload fallback while the other is a `TypeError` on JSON-loaded lists." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is HF-vs-JAX numerical discrepancy and the other is bad results through AutoModel/pipeline; not the same concrete bug." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Both mention vision position ids in a broad sense, but one is an isolated reproduction of an older issue and the other is a Qwen2.5-VL video-input bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal model failures: a failing Janus image-generation test versus inability to load Phi-4 multimodal instruct." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP loading is a framework feature regression; disabling mmap for Strix Halo is a hardware-specific OOM workaround." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer dropping are unrelated model-specific bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights` argument handling is unrelated to loading `AutoImageProcessor` from a URL." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Importing `GenerationMixin` and missing TensorFlow in a torch-only install are different dependency/import problems." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-missing ImportError and a Llama 3.2 Vision model-loading regression are distinct failure modes." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend dependency packaging is unrelated to a missing `Qwen2_5_VLForConditionalGeneration` export." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL backend requiring torchvision and Mistral tokenizer regex patching are separate subsystems and bugs." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "GGUF loading breakage and a model-loading failure for `cjvt/sleng-bert` are not the same code-path problem." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is save-pretrained key handling and the other is tokenizer ID generation." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A key error loading a specific model is unrelated to a float8 storage lookup TypeError." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version pinning and stale auto-mappings CI failures are unrelated maintenance issues." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import missing versus LayoutLMv3 box-validation messaging are completely different issues." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both concern missing config fields, but they refer to different mechanisms and models; not enough to treat as one bug." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to `AutoImageProcessor` URL loading." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Both involve labels, but one is image-processor label reduction and the other is sequence-classification loss computation." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen multimodal bugs: RoPE layer dropping vs still-image temporal position scaling." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Num-label propagation in Qwen3.5 is a different config bug from strict config blocking granite_speech loading." + } + ] + }, + "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": 18, + "review_unit_index": 20, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:24643", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:33666", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44484", + "issue:44493", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45216", + "issue:45290", + "issue:45356", + "issue:45372", + "issue:45381", + "issue:45542", + "issue:45823", + "issue:46050", + "issue:46170", + "issue:46178", + "issue:46202" + ], + "soft_pairs": [ + "issue:43720|issue:44898", + "issue:43697|issue:45216", + "issue:43582|issue:44977", + "issue:44514|issue:45381", + "issue:24643|issue:29127", + "issue:41762|issue:44936", + "issue:44466|issue:45005", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:43906|issue:46202", + "issue:45372|issue:46170", + "issue:30064|issue:33666", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:44936|issue:45823", + "issue:44361|issue:44442", + "issue:43653|issue:44361", + "issue:44484|issue:44704", + "issue:38175|issue:43295", + "issue:45542|issue:46178", + "issue:44514|issue:45290", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:29159|issue:33357", + "issue:44493|issue:46050", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43531|issue:43742", + "issue:43653|issue:43927" + ], + "prepared_review_unit_hash": "d674f03f32151f2a37651406be263b6301e59e6ec364a45fd043a73b1ec6110d", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36678, + "estimated_input_tokens": 9170, + "estimated_eval_tokens": 18596 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous. I only see two likely duplicate pairs: the Qwen2_5_VL `apply_chat_template` crash with assistant tool calls and no content, and the v5 tied-weights/lm_head serialization regression. The rest are different bugs or different model-specific failures.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 44514 is the clearest concrete repro for the `apply_chat_template(tokenize=True)` crash; it is more specific than 45290 and describes the exact failing path.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the best representative issue in this set because it states a concrete, actionable failure mode and matches its counterpart almost exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failure modes; no shared code-path bug." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but they concern unrelated models and unrelated save/load behavior." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Same model family, but one is a batched chat-template crash and the other is a video vision-position-id bug; different code paths." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Training/DeepSpeed weight-shape error is unrelated to LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure is unrelated to trainer evaluate-after-train behavior." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both describe the same v5 tied-weights serialization problem: `lm_head.weight`/tied weights being saved inconsistently, especially across model/device setups." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "Tokenizer/model loading with gguf_file is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve AutoTokenizer loading, but one is gguf_file handling and the other is an offline-mode regression in `_patch_mistral_regex`." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "`43906` is only an isolated reproduction reference; the Gemma pipeline roundtrip issue is a different bug." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma processor import failure due to `mistral_common` is unrelated to Windows/ROCm torch.distributed dependency errors." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but they describe different failures and different affected models." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Trainer lifecycle failure is unrelated to Gemma4 device_map forward mismatch." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer implementations and different bugs." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question is unrelated to AutoProcessor kwarg forwarding." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP zero-probabilities and processor/tokenizer regression are different issues." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "Both mention backend handling, but tensorboard-without-TF and tensorflow_text backend mapping are different bugs." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": true, + "reason": "These appear to be the same crash: `apply_chat_template(tokenize=True)` failing on assistant tool-call messages with no content." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer special-token problems, but they affect different models and different token types." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype propagation and RTDetrV2 output differences are unrelated." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer consistency and MacOS bus-error CLIP loading are unrelated." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Unexpected position-id keys and quantized save/load breakage are different failure modes." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline-mode regression in Mistral regex patching is unrelated to EMBEDDIA tokenizer loading failure." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/cache behavior, but one is compiled-forward chunked generation and the other is Qwen3.5 recurrent-state reset; not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to MobileLLM-125M load key errors." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token registration in BigBirdTokenizer is unrelated to DiaConfig custom token ID persistence." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet and the non-matches are handled conservatively. The two accepted soft pairs are plausibly the same bugs from their titles alone: the Qwen2_5_VL chat-template crash and the v5 tied-weights serialization regression. No obvious overstatement beyond the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 21, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43643", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44561", + "issue:44610", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44977", + "issue:45357", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050", + "issue:46192", + "issue:46209" + ], + "soft_pairs": [ + "issue:41720|issue:43906", + "issue:43550|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:44361", + "issue:44977|issue:46209", + "issue:43643|issue:44561", + "issue:32090|issue:34567", + "issue:43577|issue:45588", + "issue:28282|issue:35141", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:43504|issue:43720", + "issue:45491|issue:46002", + "issue:44466|issue:46050", + "issue:33666|issue:36010", + "issue:43504|issue:44610", + "issue:41720|issue:44464", + "issue:43742|issue:44821", + "issue:43688|issue:45440", + "issue:45823|issue:46050", + "issue:28282|issue:32090", + "issue:44849|issue:46209", + "issue:43262|issue:43295", + "issue:43452|issue:44451", + "issue:28282|issue:33357", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43994|issue:46192", + "issue:33666|issue:36331", + "issue:43756|issue:44913", + "issue:43525|issue:43572", + "issue:43720|issue:44361", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:39692|issue:43493" + ], + "prepared_review_unit_hash": "e7d75091b525885b3c8d4f023c1a67852b9b3b3b629ccb67c791e5962d88b0e7", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38331, + "estimated_input_tokens": 9583, + "estimated_eval_tokens": 19422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated models, configs, trainer behavior, loading/serialization, and device/runtime failures. None of the soft pairs look like the same underlying bug or change, so I would not deduplicate any of them.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue exists; the set is too diverse and the soft pairs are only superficially similar.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because each report targets a different code path or model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Both mention Qwen-related context, but one is a CUDA assert under auto device mapping and the other is an isolated reproduction of a different issue." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Different models and failures: Bamba torch.compile/SDPA versus DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "These are unrelated bugs in different areas: Bamba compiled attention versus MLukeTokenizer task-time AttributeError." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Flash-attention generation bug and FP8 inference failure on B200 are different code paths and hardware-specific issues." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code, but one is missing fields from AutoConfig and the other is a v5 removal breaking remote models." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and TrainerState.num_input_tokens_seen not updating are distinct trainer bugs." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Blip2 dtype initialization and flash_attention.py crashing on s_aux=None are unrelated failures." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch ImportError and embedding reinitialization after resize are completely different issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit pretrained-loading legacy-field bug is unrelated to Bamba torch.compile SDPA behavior." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error is not the same as Qwen2-VL multi-GPU training support." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field loading in Beit and BitNet packed-weight loading during accelerate are different model-loading bugs." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Gemma3 mixed-length NaNs and classification-head NaNs after checkout/init are different symptoms with different likely causes." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Serialization of tied lm_head weights is unrelated to sinq quantization save/load breakage." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL is unrelated to the GenerationMixin import error." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field loading and OmDet processor/model image-size mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert with auto device mapping and chunked generation inconsistency are different failures in different execution modes." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM key error and AutoImageProcessor-from-URL loading are separate loading paths with different breakages." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-adjacent, but auxiliary-loss normalization and DeepSeekV3MoE divergence are not the same bug." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Gemma4 device-map mismatch and sinq quantization persistence failure are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "AutoModel missing PyTorch ImportError is unrelated to Trainer _gpu_broadcast_one receiving NoneType." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and FP8 inference on B200 are different model/runtime issues." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image handling regression are unrelated processor bugs." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loading breakage and inability to load ScandiBERT are different model/loading failures." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing ImportError and MacOS bus error on CLIP are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet packed-weight loading and DiaConfig custom-token-ID persistence are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to DiaConfig save/load token ID loss." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and return_tensors being ignored are different API bugs." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and CustomTrainer.compute_loss signature change are unrelated trainer/model issues." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and GPTNeoXConfig rotary_pct reload behavior are different configuration/architecture bugs." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields, but for different models and different fields; not the same underlying defect." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet loading failure and MLukeTokenizer AttributeError are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-task messaging are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output bug and incorrect visual-encoder key serialization are different Qwen3.5 issues." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation-example errors for SigLIP2 and HF-vs-JAX implementation discrepancy are related only by model family, 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": 18, + "review_unit_index": 22, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:33357", + "issue:33666", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46285" + ], + "soft_pairs": [ + "issue:44964|issue:45405", + "issue:43577|issue:44554", + "issue:44479|issue:44625", + "issue:43688|issue:43749", + "issue:44568|issue:45812", + "issue:43540|issue:44977", + "issue:45200|issue:45229", + "issue:44488|issue:44843", + "issue:39692|issue:43295", + "issue:43688|issue:45704", + "issue:44493|issue:46285", + "issue:43756|issue:45083", + "issue:43334|issue:43572", + "issue:43646|issue:44466", + "issue:43493|issue:43844", + "issue:43824|issue:44589", + "issue:33357|issue:33666", + "issue:43334|issue:45759", + "issue:45229|issue:45823", + "issue:44589|issue:45520", + "issue:43927|issue:44361", + "issue:43504|issue:43606", + "issue:43278|issue:43844", + "issue:43572|issue:44291", + "issue:44625|issue:45759", + "issue:43257|issue:43299", + "issue:43575|issue:45405", + "issue:43688|issue:45701", + "issue:43606|issue:44112", + "issue:43504|issue:43653" + ], + "prepared_review_unit_hash": "d0f3a660d73f4f9670cbe6474209ebe9825b4a10cddd95555c0d974ace9fdf15", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36898, + "estimated_input_tokens": 9225, + "estimated_eval_tokens": 18706 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers bug reports; none of the soft pairs look like the same underlying issue closely enough to merge. I\u2019d keep the Granite tokenization regression as the clearest representative issue in this set.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45812 is the most broadly scoped, high-impact regression report here: it is user-facing, affects all Granite models, and is clearly described as a silent v4\u2192v5 break.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone issue to anchor the cluster because it is concrete, severe, and broadly applicable compared with the more niche or model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "One is a Phi-4 multimodal load failure; the other is a packaging/version constraint problem for PEFT. Different bugs and different code paths." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Embedding dtype drift in Blip2 versus an MPS attention correctness issue. No shared failure mechanism." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models versus num_labels propagation in Qwen3.5 configs. Related area, but not the same defect." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization bug versus FSDP CPU RAM efficient loading breakage. Distinct training/runtime problems." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer special-token handling for one model is not the same as the Granite-wide token ID regression." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Qwen3.5 flash-attention generation issues are different failures." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Missing mm_token_type_ids default for text-only fine-tuning versus CUDA OOM in multi-GPU inference." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading cjvt/sleng-bert is a model-specific break; HF_HUB_OFFLINE regression is a hub/network-path bug." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 versus a processor.tokenizer API regression. Not the same code-path." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Auxiliary loss normalization in MoE models is unrelated to T5 accidentally using apex.FusedRMSNorm." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id key warnings and CLIP text-model structure drift are different API/serialization issues." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE layer omission and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve config fields, but one is Qwen3-VL pad_token_id loading and the other is StableLm pad_token_idx after a 5.0 update." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is not the same as device-dependent lm_head.weight serialization." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch versus a ZeRO-3 gradient growth issue; different subsystems and symptoms." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL import and float8 storage lookup failure are unrelated import/runtime errors." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are clearly different." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch Qwen multimodal config loading, but one is a missing pad_token_id attribute and the other is from_config failing to unwrap text_config." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "CUDA OOM in Gemma4 multi-GPU inference is not the same as a device mismatch in PLE forward with device_map=auto." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage deserialization failure and flash_attn KeyError on Python 3.13 are separate import/runtime compatibility bugs." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token ID loss and MLukeTokenizer task AttributeError are unrelated tokenizer/config issues." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy field in Beit model loading versus CPU offload device mismatch in bark-small are different model-specific problems." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype change between train/eval is not the same bug as abnormal gradients under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to init_empty_weights passing an unexpected _is_hf_initialized argument." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 configs and text_config unwrapping in multimodal configs are adjacent but distinct changes." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MoE weights not converting under accelerate/deepspeed is not the same as Qwen3VL MoE loading breaking in dev." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM on a Qwen2 model and a PEFT version bump issue have no shared code-path." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization in MoE models and a general tokenization-change report are not the same defect." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is separate from a stale CI test in GraniteSpeech." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Pretrained Beit loading with a legacy field and BigBirdTokenizer special-token registration 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": 18, + "review_unit_index": 23, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29942", + "issue:30333", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:38175", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43572", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44186", + "issue:44423", + "issue:44464", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45405", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46192" + ], + "soft_pairs": [ + "issue:44792|issue:45405", + "issue:44423|issue:44734", + "issue:44464|issue:45584", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:43994|issue:44493", + "issue:43844|issue:44964", + "issue:28218|issue:34567", + "issue:29159|issue:32090", + "issue:43688|issue:43873", + "issue:44554|issue:45446", + "issue:44521|issue:45290", + "issue:45084|issue:45520", + "issue:15354|issue:38175", + "issue:43540|issue:45200", + "issue:43873|issue:46050", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43278|issue:43701", + "issue:43232|issue:44849", + "issue:44186|issue:46192", + "issue:45406|issue:46121", + "issue:28218|issue:33357", + "issue:45823|issue:46192", + "issue:43493|issue:43701", + "issue:43295|issue:43450", + "issue:43295|issue:44610", + "issue:43572|issue:44987" + ], + "prepared_review_unit_hash": "a023d86fc36f61d3806e12e01a102ae42f37c90b4c371a032d7f044aa86bd07d", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36090, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share only broad subsystem keywords (tokenizer, serve, Gemma, etc.) but do not describe the same underlying bug or change. I rejected all proposed edges.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated defects, and none of the soft pairs look like true duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue; there isn't a single underlying problem tying these issues together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Janus test failure vs unreleased PEFT version bump; unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both touch serve, but one is a multimodal .to() crash and the other is KV-cache indexing; different bugs." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked compiled generation vs Whisper empty-transcription handling; different code paths." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention aux None crash vs quantized save/load regression; unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures vs MLflow failure-reporting bug; unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 output quality issue vs unexpected position-id key; not the same defect." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation vs Phi-4 multimodal loading failure; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Added-token spacing bug vs TrainerState token counter not updating; different areas." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Slow/fast tokenizer inconsistency vs Trainer broadcast NoneType error; unrelated." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization vs quantization offloading; different problems." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness bug vs flex_attention version check; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "All-zero assistant masks vs tool-call/no-content crash in chat templating; distinct bugs." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compile error vs flash_attn import key error on Python 3.13; unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export issue vs SigLIP2 zero probabilities; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video input processing failure vs Gemma4 token-type-id defaulting; different bugs." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization offloading bug vs sinq save/load corruption; not the same issue." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Text-only fine-tuning token-id default vs device_map forward mismatch; unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Bfloat16 dtype mismatch vs Wav2Vec2 save_pretrained/tokenization failure; different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype change on evaluate vs resume_from_checkpoint key mismatch; unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs after sync_gpus vs Qwen3.5 output_hidden_states bug; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2 NER padding crash vs return_tensors being ignored; different tokenizer issues." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve vs rope param conversion TypeError; unrelated." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Added-token spacing bug vs CLIP bus error on macOS; unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch vs return_tensors/text_kwargs behavior; not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy vs checkpoint key mismatch; unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression vs batched video-shape bug; different failures." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression vs OmDet-Turbo 640px/224px mismatch; unrelated." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression vs loading physical-intelligence/fast failure; 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": 18, + "review_unit_index": 24, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43696", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43950", + "issue:43957", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44561", + "issue:44898", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45412", + "issue:45520", + "issue:45759", + "issue:46170", + "issue:46178", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285" + ], + "soft_pairs": [ + "issue:39692|issue:46192", + "issue:44554|issue:45356", + "issue:43295|issue:43873", + "issue:43572|issue:43957", + "issue:43950|issue:46285", + "issue:45381|issue:46209", + "issue:44898|issue:45412", + "issue:43550|issue:43844", + "issue:44466|issue:45127", + "issue:45200|issue:45325", + "issue:43450|issue:43575", + "issue:45520|issue:46178", + "issue:37428|issue:43957", + "issue:43334|issue:43525", + "issue:43824|issue:43975", + "issue:42490|issue:43696", + "issue:43278|issue:43856", + "issue:43526|issue:46192", + "issue:38175|issue:43493", + "issue:43653|issue:44112", + "issue:44442|issue:45198", + "issue:42915|issue:43824", + "issue:43975|issue:45520", + "issue:43295|issue:43493", + "issue:38175|issue:45412", + "issue:37428|issue:43824", + "issue:43262|issue:43450", + "issue:44561|issue:46234", + "issue:45759|issue:46285", + "issue:44514|issue:44521", + "issue:45520|issue:46170" + ], + "prepared_review_unit_hash": "f3f4333c3072b2be8eb996319fab9ad96d6585fc17f90fda77a36880fb298738", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37419, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose mix of unrelated Transformers bug reports; the closest subthemes are multimodal/chat-template regressions, config-attribute load failures, and tokenizer/import issues, but the soft pairs are still too different to merge.", + "confidence": 0.33, + "canonical_issue_reason": "Issue 44521 is the broadest and most central-looking report in the multimodal processor/chat-template subset, which is the closest recurring theme in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "44521 is the best representative issue because it is active, broadly phrased, and centered on a shared multimodal `apply_chat_template` code path rather than a very model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "SigLIP2 documentation/example errors and a `return_tensors`/`text_kwargs` behavior bug are different problems in different code paths." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor.tokenizer regression and quantization/offloading behavior are distinct issues." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig is not the same as meta-device model loading failures." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Non-persistent buffer corruption in `from_pretrained()` and CLIP text-model structure inconsistency are different regressions." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video position-id bug and FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release behavior are different model/runtime problems." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and ZeRO-3 gradient growth are not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights and LoRA merge collapse with extended vocabulary are related by theme but not the same concrete change or code path." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 token-type defaults and Qwen2.5-VL temporal position scaling are separate multimodal issues." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video-shape handling and tensor-parallel OOM during model load are unrelated." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "`flash_attn` import-key handling on Python 3.13 and a tensorflow_text backend mapping error are different import bugs." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Missing flash-attention helper import and meta-device model loading breakage do not share the same underlying fix." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both mention missing `pad_token_id`, but they affect different config classes/model families and do not clearly indicate one shared bug." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "A missing Qwen2.5-VL export and a DeepSeek detokenization regression are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss OOM are different classes of failure." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift and Qwen3 MoE memory inefficiency are separate training/runtime issues." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and ignored `return_tensors` are unrelated processor behaviors." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are SigLIP2-related, but one reports zero probabilities and the other an HF-vs-JAX discrepancy; not enough evidence they are the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBird tokenizer special-token registration and GraniteSpeech CI device-override test failure are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2Conformer tokenizer loading and Wav2Vec2 save/tokenization failure are different tokenizer issues." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3MoE FP8 failure and Qwen2.5-VL import error are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "DeepSeek detokenization regression and `flash_attn` import-key failure are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Custom model processor.tokenizer regression and SigLIP2 implementation discrepancy are not the same issue." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probabilities and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Importing `_flash_supports_window_size` and importing Qwen2_5_VLForConditionalGeneration are different missing-symbol problems." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate default and batched video shape handling are unrelated processor bugs." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Removal of `is_torch_fx_available` and missing `is_falcon_mamba_ssm_available` are different missing-utility regressions." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Composite Qwen config unwrapping in `from_config` and CLIP text-model structural inconsistency are not the same fix." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both are about `apply_chat_template` on multimodal inputs, but one is a batched-input crash and the other produces zero assistant masks; the concrete failure modes differ too much to merge." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "`flash_attn` import handling and Windows/ROCm torch.distributed dependency issues are unrelated import 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": 18, + "review_unit_index": 25, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:39692", + "issue:41720", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44448", + "issue:44493", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45459", + "issue:45478", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:41720|issue:46209", + "issue:44610|issue:44857", + "issue:43819|issue:44112", + "issue:43827|issue:43901", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43335|issue:43550", + "issue:44857|issue:45593", + "issue:43606|issue:45083", + "issue:37428|issue:43425", + "issue:44792|issue:45563", + "issue:45127|issue:45245", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43335|issue:43653", + "issue:43611|issue:43931", + "issue:45290|issue:45381", + "issue:44855|issue:45083", + "issue:43550|issue:44112", + "issue:43819|issue:44493", + "issue:44206|issue:45823", + "issue:37428|issue:44351", + "issue:29942|issue:32090", + "issue:43335|issue:43504", + "issue:45588|issue:45859", + "issue:43278|issue:43825", + "issue:45459|issue:46234", + "issue:39692|issue:43526", + "issue:43335|issue:45083", + "issue:45310|issue:45478", + "issue:43388|issue:43526", + "issue:39692|issue:44493" + ], + "prepared_review_unit_hash": "01d532bf2363c47fb5a131c171f12558d469f0a5484391f7a89993670a7d0d72", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36859, + "estimated_input_tokens": 9215, + "estimated_eval_tokens": 18686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated bug reports. The only clear duplicate pair is the Qwen3.5 Moe `from_pretrained` regression; the rest are different code paths or different models/features.", + "confidence": 0.94, + "canonical_issue_reason": "Pick issue:45310 as the canonical issue for the Qwen3.5 Moe `from_pretrained` regression: it is the earlier, fuller report and issue:45478 is a near-exact duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative only for the duplicate Qwen3.5 Moe bug; otherwise this cluster is not a single coherent issue family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs FP8 inference on B200. Same hardware theme, but not the same bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Different models and code paths: OmDet processor size mismatch vs LwDetrImageLoss AMP crash." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/forward mismatch is unrelated to GraniteSpeech stale device override CI failure." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs/pipeline behavior, but one is v5 pipeline removal guidance and the other is TextClassificationPipeline `return_all_scores` docs." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC STE mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "LasrFeatureExtractor center-arg regression is unrelated to Whisper empty transcription generation failure." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config sparse-layer construction and Bamba torch.compile SDPA failure are different model bugs." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "LwDetrImageLoss AMP crash is unrelated to D-FINE auxiliary-loss behavior when denoising is off." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both are version/import compatibility reports, but one is a missing flash-attention symbol and the other is a Torch 2.10 compatibility issue." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "Janus image-generation test failure and paged-generate stale warning are different failures with different triggers." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is unrelated to the category-count limit error." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output differences are unrelated to Qwen3 modular recurrent-state reset logic." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 `mm_token_type_ids` defaulting issue is unrelated to flash_attention sink-less `s_aux=None` crash." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and BigBirdTokenizer special-token registration bug are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "General `base_model_prefix` loading breakage is unrelated to Qwen3-VL-30B-A3B-Instruct weight-shape mismatch." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash is unrelated to qwen2.5-vl video `vision_position_ids` issue." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `torch.jit.script` import failure is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba torch.compile SDPA failure is unrelated to GraniteSpeech CI device-override test state." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent mismatch is unrelated to unexpected position-id keys across models." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash is unrelated to Gemma4 PLE device-mismatch forward failure." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports: `_flash_supports_window_size` vs `HybridCache`." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are unrelated to Trainer `_gpu_broadcast_one` NoneType errors." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to Beit pretrained preset legacy-field loading." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Flash attention `s_aux=None` crash is unrelated to Qwen3_5Moe text rotary embedding CPU offload compatibility." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch in eval is unrelated to the pipeline translation-support error message regression." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling is unrelated to missing `is_falcon_mamba_ssm_available` import helper." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs/model-processor mismatch is unrelated to BeitImageProcessorFast `reduce_labels` returning one label." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer bug and qwen3_omni_moe feature-length helper bug are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying bug: identical Qwen3.5 Moe `from_pretrained` failure on transformers>=5.4.0; 45478 is a duplicate of 45310." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "`gather_for_metrics` tuple-label truncation is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc/quantization example errors are unrelated to unexpected position-id keys." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdicts are conservative and grounded in the packet. The only accepted duplicate pair, issue:45310 and issue:45478, is strongly supported by identical titles and matching regression scope. The rest of the rejections are reasonable distinctions based on different models, code paths, or failure modes, and the summary does not overstate the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 26, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:40444", + "issue:42490", + "issue:43278", + "issue:43335", + "issue:43381", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43854", + "issue:43927", + "issue:44112", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45372", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45698", + "issue:45803", + "issue:45823", + "issue:45920", + "issue:46192", + "issue:46209", + "issue:46285" + ], + "soft_pairs": [ + "issue:28218|issue:35141", + "issue:43720|issue:44112", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:45920|issue:46192", + "issue:38175|issue:44493", + "issue:44360|issue:44561", + "issue:44857|issue:45072", + "issue:44977|issue:45229", + "issue:44448|issue:44977", + "issue:34689|issue:35141", + "issue:43701|issue:45083", + "issue:29127|issue:32090", + "issue:43550|issue:45083", + "issue:43927|issue:45698", + "issue:42490|issue:43575", + "issue:40444|issue:43526", + "issue:29942|issue:35141", + "issue:44561|issue:44779", + "issue:44977|issue:45563", + "issue:44568|issue:45491", + "issue:44857|issue:45588", + "issue:45372|issue:45588", + "issue:43746|issue:46209", + "issue:43412|issue:45588", + "issue:45198|issue:45803", + "issue:43278|issue:43381", + "issue:43611|issue:46285", + "issue:45588|issue:45823" + ], + "prepared_review_unit_hash": "44b79b326a0a7a0dfae1253b820405d02b53643270f237f5420a7a0a8d2aab65", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37451, + "estimated_input_tokens": 9363, + "estimated_eval_tokens": 18982 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues, with a loose theme around v5-era tokenizer/loading regressions. None of the soft pairs are close enough to treat as the same underlying bug/change. The broadest representative issue is the multi-model tokenizer regression report.", + "confidence": 0.43, + "canonical_issue_reason": "issue:45920 is the broadest and most representative issue here: it aggregates a v5 tokenizer regression across multiple model families, which matches the cluster\u2019s main recurring theme better than the narrower single-model reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best issue to anchor the cluster because it is broad, current, and captures the dominant tokenizer-regression pattern seen across several related items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Different bug classes: tokenizer spacing after added tokens vs embedding reinitialization after resize; unrelated code paths." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading failure and a stale CI device-override test are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they affect different models and failure modes; not the same concrete bug." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Config-layer construction bug vs GraniteSpeech CI test failure; no shared underlying defect." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse layer creation and missing auxiliary losses are unrelated model behaviors." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash warning and GLM-4.7-Flash loading failure are different issues." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and AMP float16 loss crash are different runtime problems." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across many models vs silently ignored return_tensors handling; related area, but not the same bug." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unexpected position-id keys are different symptoms and code paths." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation issue vs trust_remote_code breakage from removed utility; unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different crashes in different models and dtype regimes; not mergeable as one fix." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM; unrelated failure modes." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and behaviors: Pegasus output drift vs Qwen3.5 flash-attention generation issue." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading breakage for Llama vision vs embedding reinit after resize; separate defects." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and a feature-length helper bug are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMV3 error messaging vs Trainer GPU broadcast type error; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs feature-length helper behavior in Qwen3 Omni MoE." + }, + { + "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 resolution; different root causes." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and tensor-parallel OOM are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable dataset failure and BEiT label reduction bug are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and output embedding reinitialization are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression do not share the same code path." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug and a stale num_return_sequences warning are distinct issues." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention-related crashes with different triggers and models." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure and sink-less flash_attention AttributeError are separate bugs." + }, + { + "left": "issue:43746", + "right": "issue:46209", + "accept": false, + "reason": "PEFT adapter local-checkpoint load failure and FP8 inference on B200 are unrelated." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executorch export guard/import support issue vs flash_attention sink-less crash are different problems." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and bare-except swallowing errors in Fuyu are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift and eval-mode gradient checkpointing restriction are different concerns." + }, + { + "left": "issue:43611", + "right": "issue:46285", + "accept": false, + "reason": "Both concern model-loading structure changes, but they target different classes and concrete breakages; too broad to merge." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention sink-less crash and Gemma4 PLE device mismatch are different runtime failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 27, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44734", + "issue:44743", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45563", + "issue:45712", + "issue:46121" + ], + "soft_pairs": [ + "issue:44448|issue:44466", + "issue:36010|issue:37428", + "issue:25251|issue:32090", + "issue:43653|issue:44743", + "issue:45245|issue:45563", + "issue:44186|issue:45198", + "issue:45459|issue:45712", + "issue:43065|issue:45412", + "issue:44361|issue:45198", + "issue:43611|issue:46121", + "issue:33357|issue:39692", + "issue:44871|issue:44977", + "issue:29127|issue:34567", + "issue:45372|issue:45459", + "issue:44206|issue:44479", + "issue:29942|issue:30064", + "issue:42915|issue:42994", + "issue:43976|issue:45440", + "issue:43994|issue:45412", + "issue:43278|issue:43575", + "issue:44265|issue:45198", + "issue:43066|issue:44462", + "issue:10000|issue:15354", + "issue:42490|issue:43873", + "issue:43873|issue:45229", + "issue:44734|issue:45406" + ], + "prepared_review_unit_hash": "733a89599c1ec8d6fef3b551d36a480cef3746312423f7d381532a03f7314d81", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35040, + "estimated_input_tokens": 8760, + "estimated_eval_tokens": 17776 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All proposed soft edges look like unrelated bugs or regressions rather than true duplicates. The cluster is heterogeneous, so there is no single safe canonical duplicate target; no PRs are present.", + "confidence": 0.96, + "canonical_issue_reason": "No canonical issue: the items span unrelated subsystems and failure modes (tokenizers, generation, export, vision, training, quantization, docs).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the clearest standalone bug in the set: it names a specific loader regression, has a concrete failure mode, and is broadly user-facing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Different bugs: one is generation output changes between v4/v5, the other is serialization of lm_head.weight/tied weights." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are ImportErrors, but for different missing symbols in different modules with different fixes." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting bug vs Trainer NoneType broadcast error; unrelated code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration vs Qwen recurrent-state reset with cache; not the same issue." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count RuntimeError and stale warning text are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/batching crash vs Wav2Vec2 save/tokenization failure; different models and failures." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "One hides tokenizer errors without protobuf; the other is leftover dummy classes leaking into API surfaces." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy conv in Sam3PixelDecoder vs RT-DETR memory not released; no shared root cause." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs Wav2Vec2 save_pretrained/tokenization failure; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "base_model_prefix loading regression vs rope validation type handling; separate areas." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a community CLIP model vs SigLIP2 doc example errors; different problems." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "eos_token_id mismatch is unrelated to flash-attention generation regression." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs TrainerState counter not updating; not duplicates." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma 4 processor loading ImportError vs hidden tokenizer errors behind protobuf guard; distinct bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg regression vs video-input regression for Qwen variants; different code paths." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures vs void segmentation map processing; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs quantized model saving failure; separate quantization issues." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility regression vs DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong outputs vs RT-DETR memory leak; different subsystems." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "dtype change during evaluate vs tensor-parallel OOM; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure on torch_compilable_check vs Wav2Vec2 save/tokenization failure; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 vs AutoTokenizer ignoring tokenizer.json; both tokenizer-related but different concrete faults." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "German DistilBertModel issue vs GeneratorExp unsupported in torch.jit.script; unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning with trailing slash vs quantization offloading not working; distinct loading issues." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Offloading/quantization behavior vs Gemma4 multi-GPU OOM; different causes and fixes." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing crash in serve vs Gemma4Processor missing _tokenizer; unrelated runtime failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 28, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:35141", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44554", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45593", + "issue:45834", + "issue:45859" + ], + "soft_pairs": [ + "issue:43421|issue:45491", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43065|issue:43994", + "issue:44610|issue:45412", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:43756|issue:45440", + "issue:43278|issue:43329", + "issue:45372|issue:45406", + "issue:29942|issue:36010", + "issue:43526|issue:45834", + "issue:43723|issue:44554", + "issue:43761|issue:45859", + "issue:45440|issue:45593", + "issue:45103|issue:45372", + "issue:43526|issue:44186", + "issue:43575|issue:43701", + "issue:42490|issue:43381", + "issue:43575|issue:44387", + "issue:43526|issue:44857", + "issue:43334|issue:43531", + "issue:44977|issue:45245", + "issue:43824|issue:44279", + "issue:44442|issue:45072", + "issue:29127|issue:35141", + "issue:43646|issue:44077", + "issue:44743|issue:44811" + ], + "prepared_review_unit_hash": "077c0a957c6436a70d041ed7eec27048cbcc43c21d6fc74199282f069afc89b8", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36178, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated bug reports across different models, loaders, and runtime paths; the soft-similarity links look superficial, so every candidate edge should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No true canonical duplicate emerges from this set; if forced to anchor the cluster, issue:43526 is the most repeated and narrowly scoped report, but it is not the same bug as the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43526 is the safest representative only because it appears in multiple soft-similarity candidates, but the overall set is too heterogeneous to treat as one duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Different subsystems: runtime tokenizer post-processor updates vs Gemma3 sliding-window NaNs on mixed-length GPU batches." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Unrelated failures: gradient-checkpointing behavior in eval mode vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer bugs: BigBird special-token registration vs AutoTokenizer failing on FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Different models and symptoms: a dummy Conv2d in Sam3PixelDecoder vs bad SigLIP2 inference outputs." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor input-size mismatch is unrelated to RT-DETR memory not being released after deletion." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different failure modes and models: Qwen3 auto-device-map cuda assert vs Gemma4 multi-GPU OOM." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error is unrelated to the MacOS bus error on a CLIP community model." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both involve model parity, but they are different architectures and concrete bugs: Smollm3 RoPE-layer truncation vs DeepseekV3MoE divergence." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different code paths: dtype drift between train/eval embedding layers vs undefined video multimodal token helpers." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 issues, but not the same bug: missing ReasoningEffort import vs missing _tokenizer attribute in serve." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as the GenerationMixin import breakage." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long-OCR index errors." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression and MPS attention correctness bug are different issues." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen3_5Moe CPU-offload incompatibility." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeek MoE implementation divergence is unrelated to D-FINE auxiliary-loss handling." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation parsing crash is unrelated to the Gemma4 ReasoningEffort import problem." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Different processors and failure modes: BeitImageProcessorFast label handling vs LayoutLMv2Tokenizer NER/padding crashes." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Model load OOM is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import warning on trailing-slash local paths is unrelated to gradient checkpointing in eval mode." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both mention OOM, but one is tensor-parallel model loading and the other is int4 quantization memory reservation." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Label reduction in BEiT image processing is unrelated to LwDetrImageLoss AMP/CUDA crashes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id loading failure and Qwen3-MoE sliding-window behavior are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to the categories-cardinality runtime error." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific Qwen2.5-VL import failure is not the same as a general dependency issue with transformers." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure and dtype mismatches in inference are different problems." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging and token-embedding reinitialization in post_init are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "General Transformers 5.0 custom-init breakage is not the same as the patchtsmixer post_init policy issue." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 29, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28218", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:42175", + "issue:42907", + "issue:42915", + "issue:43262", + "issue:43316", + "issue:43381", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44188", + "issue:44206", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44743", + "issue:44871", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46234" + ], + "soft_pairs": [ + "issue:42915|issue:43931", + "issue:43262|issue:44206", + "issue:44977|issue:45584", + "issue:43452|issue:45588", + "issue:33357|issue:38175", + "issue:44062|issue:45907", + "issue:44464|issue:45491", + "issue:28218|issue:32090", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:43381|issue:43873", + "issue:43316|issue:43525", + "issue:44964|issue:45440", + "issue:34689|issue:43611", + "issue:32090|issue:33290", + "issue:43720|issue:44442", + "issue:44442|issue:45803", + "issue:44479|issue:45290", + "issue:34689|issue:36010", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:42175|issue:46234", + "issue:43550|issue:44743", + "issue:43873|issue:44871", + "issue:42907|issue:45698", + "issue:43643|issue:44913", + "issue:43316|issue:45759", + "issue:43761|issue:44188" + ], + "prepared_review_unit_hash": "fcef9c61ab0b0c881e56dddf0c4a6e31e14e30239edacf5d49ce0dfeb6a7afc5", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36261, + "estimated_input_tokens": 9066, + "estimated_eval_tokens": 18388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a true duplicate set: the issues span unrelated regressions and feature bugs across tokenization, model loading, quantization, training, audio, docs, and backend utilities. All soft links look like superficial thematic similarity rather than the same underlying defect 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:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3Moe vs shape-mismatch loading for Qwen3-VL-30B; not the same code path." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio processor chat-template sampling-rate bug vs LasrFeatureExtractor unsupported-center crash; unrelated components." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue vs Whisper empty-transcription after special-token alignment; distinct model paths." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading breakage vs flash_attention sink-less s_aux=None crash; different subsystems and failure modes." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "MacOS bus error on CLIP load vs SigLIP2 zero probabilities; both vision-related but not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict vs list_repo_files revision forwarding in CI; no overlap in code path." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency vs Gemma3 NaN embeddings with sliding-window attention; different model/bug mechanisms." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer added-token spacing issue vs Trainer NoneType GPU broadcast error; unrelated." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "AdaFactor/DeepSpeed OOM vs num_input_tokens_seen not updating; not the same defect." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer load failure vs Perceiver non-default-resolution interpolation failure; separate tokenizer vs vision-model bugs." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode restriction vs offloading with quantization; different behaviors and fixes." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Llama4Config missing pad_token_id; both config issues but not the same field/problem." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading regression vs DeepseekV3MoE divergence from remote implementation; distinct model families and causes." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 Vision model loading breakage vs base_model_prefix loading regression; both load-time issues but different attributes and paths." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer GPU broadcast TypeError vs DeepSpeed AdaFactor OOM; not related beyond training context." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight unpacking bug during accelerate loading vs tokenizer load failure for FastSpeech2Conformer; unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure vs FuyuBatchFeature bare-except error handling; different files and behavior." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen VL models vs chat-template crash on tool-call assistant messages; different features." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision loading regression vs GenerationMixin import error; both import/load related but not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3.5 save_pretrained regression; one is load-time, the other save-time." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs docs still referencing removed pipeline(); one is model math, the other documentation." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Torch-only install missing tensorflow backend vs missing import_utils symbol; packaging/backend availability mismatch, not duplicate." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Bamba torch.compile SDPA failure vs Qwen3.5 recurrent states reset with cache; different model internals." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization offloading issue vs Gemma-3 eos_token_id config mismatch; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals vs from_pretrained loading wrong custom module after save_pretrained; both save/load related but different failure points." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields in AutoConfig return vs GPTNeoX rotary_pct not persisting on reload; separate config serialization bugs." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs AutoModelForCausalLM.from_config not unwrapping text_config for multimodal Qwen configs; different config shapes." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states=None regression vs diverging attention kernels under torch.compile; unrelated code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 30, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44568", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:45137", + "issue:45290", + "issue:45479", + "issue:45584", + "issue:45656", + "issue:45803", + "issue:46170", + "issue:46178", + "issue:46202", + "issue:46209" + ], + "soft_pairs": [ + "issue:45290|issue:46209", + "issue:44855|issue:45137", + "issue:33290|issue:34689", + "issue:44190|issue:44496", + "issue:44568|issue:45479", + "issue:44077|issue:44479", + "issue:43650|issue:46202", + "issue:44987|issue:46178", + "issue:29127|issue:33357", + "issue:25251|issue:28282", + "issue:43295|issue:43825", + "issue:42617|issue:43575", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43575|issue:43742", + "issue:33290|issue:35141", + "issue:43316|issue:43716", + "issue:43540|issue:44514", + "issue:33290|issue:45656", + "issue:43316|issue:44877", + "issue:44871|issue:45584", + "issue:44162|issue:44792", + "issue:43295|issue:44871", + "issue:43404|issue:43441", + "issue:45803|issue:46170", + "issue:43065|issue:44617", + "issue:41950|issue:43475" + ], + "prepared_review_unit_hash": "be7ed8666cbb3e378a68d7f761804b61d46346cf0309232150a0071b7342e00a", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35139, + "estimated_input_tokens": 8785, + "estimated_eval_tokens": 17826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is noisy and heterogeneous: the soft pairs span unrelated bugs across pipelines, tokenizers, model loading, DeepSpeed, and vision/video models. I found no true duplicate pair, so none of the soft edges should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43825 is the broadest user-facing regression in the set and has inbound references, so it is the least-bad anchor if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43825 is the most central and broadly applicable issue here; the rest are mostly unrelated regressions or model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:46209", + "accept": false, + "reason": "Different bugs: chat-template/tool-call crash vs FP8 inference failure on B200." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing error vs DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed Adafactor OOM vs model-loading regression for Llama 3.2 Vision." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading issue vs unrecognized model/config loading error." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token behavior vs degenerate zero-loss classification bug." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init policy in patchtsmixer vs video-input regression for Qwen variants." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "No clear technical overlap; one is a vague report, the other is a Gemma pipeline roundtrip bug." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Loading a specific model vs backend-mapping error for tensorflow_text." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity vs MacOS bus error in CLIP model loading." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug vs missing PyTorch import dependency." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression vs pipeline translation-task support message regression." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py failure vs tensor-parallel OOM on Qwen2-57B-A14B-Instruct." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch vs checkpoint key mismatch; unrelated code paths." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM when loading a large Qwen model vs key error loading MobileLLM." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed optimizer OOM vs embedding reinitialization in post_init." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs image preprocessor/model dtype mismatch." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video ValueError vs batched apply_chat_template padding crash." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "OOM with Adafactor/DeepSpeed vs optimizer.step being invoked twice." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API inconsistency vs strict config loading for granite_speech." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id mismatch vs Whisper empty-transcription generation failure." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 model breakage vs janus image-generation test failure." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression vs Gemma eos_token_id config inconsistency." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "lm_head weight-tying bug vs FlashAttention failure in Ministral-3." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except swallowing interrupts vs Windows/ROCm import dependency problem." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs CUDA OOM in Sam3Video." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline image-processor lookup vs missing fpn_position_embeddings attribute in Sam3 video output." + } + ] + }, + "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": 18, + "review_unit_index": 31, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:35141", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43232", + "issue:43335", + "issue:43388", + "issue:43452", + "issue:43504", + "issue:43572", + "issue:43644", + "issue:43646", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44479", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:45987", + "issue:46050", + "issue:46178", + "issue:46234" + ], + "soft_pairs": [ + "issue:43646|issue:44913", + "issue:44871|issue:46050", + "issue:43452|issue:44496", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:43572|issue:46178", + "issue:43232|issue:43388", + "issue:43504|issue:45698", + "issue:45542|issue:46234", + "issue:44077|issue:44534", + "issue:43673|issue:44743", + "issue:43761|issue:44242", + "issue:44792|issue:44977", + "issue:44617|issue:45584", + "issue:44534|issue:44913", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44479|issue:44734", + "issue:44855|issue:45588", + "issue:43827|issue:43994", + "issue:41720|issue:45245", + "issue:43065|issue:44610", + "issue:45803|issue:45987", + "issue:43931|issue:44060", + "issue:35141|issue:42490", + "issue:43644|issue:44913", + "issue:43976|issue:44855", + "issue:43335|issue:44855" + ], + "prepared_review_unit_hash": "e1020ca648dc82dded9b760742c9f84509ab2376fc6a74411f8fd5fc0ff21c95", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36357, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a loose semantic cluster of unrelated Transformers issues. None of the soft pairs look like true duplicates or the same code-path fix; they span different models, loading bugs, generation bugs, and docs/backends issues.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43646 is the broadest and most central report: a v5 regression in custom model initialization/post-init behavior. It is representative of the cluster\u2019s general loading/initialization theme better than the more model-specific or symptom-specific issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single issue to anchor the cluster because it describes a general, actionable regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Different bugs: one is about custom model initialization/post_init, the other about GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model config/loading, but the failures are different: eos_token_id inconsistency vs quantized model save/load breakage." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "Both are loading failures, but one is gguf_file/AutoTokenizer handling and the other is an unrecognized model_type config issue." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different model families and root causes: LoRA/extended vocabulary collapse vs Gemma 4 mm_token_type_ids defaulting." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "Distinct regressions in different models and code paths: CLIPVision hidden_states vs Qwen VL video-input handling." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated issues: StableLmConfig pad_token_idx vs missing tensorflow_text backend mapping." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Different generation/metrics subsystems and different failure modes; not the same underlying bug." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Both touch model loading, but one is a legacy preset field in BEiT and the other is wrong custom-module resolution after save/load." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "Separate import/backend problems: tensorboard-without-TF backend selection vs a missing utility function." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Both mention init-related behavior, but one is an optional post_init API rule and the other is a non-persistent buffer initialization regression." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Different cache bugs in different components: missing GenerationMixin cache in chunked prefill vs recurrent states resetting in modular_qwen3_5." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Completely different issues: hidden_states return value vs MoE load-balancing loss omission." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different model/runtime failures: janus image-generation test vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Unrelated symptoms: Sam3Video OOM vs Whisper empty transcription after special-token alignment." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Both are v5 regressions, but one is junk-filled non-persistent buffers and the other is a config field not surviving reload." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different areas entirely: dataset loading script vs Phi-4 multimodal model loading." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different failures: janus test case vs broken auto_mappings reference to removed configs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: video-input regression in VL models vs KV-cache continuation bug in serve responses." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Distinct problems: Python 3.13 import parsing/IndentationError vs flash-attention crash on s_aux=None." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs leftover pipeline references are not the same as a runtime model-quality regression." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "No common underlying bug: Qwen3 auto device mapping CUDA assert vs category-count limit error." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Different model-specific bugs: a dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo preprocessing/model-size mismatch." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Bare except swallowing errors is unrelated to StaticCache returning a tensor-shaped length." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different Qwen3-related issues: weight shape mismatch on load vs a tied-weights warning linking the wrong tensors." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different loading/embedding issues: output embedding reinit after resize vs path-with-trailing-slash import warning." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both involve v5/config behavior, but they are separate bugs with different symptoms and fixes." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Different failures and environments: version compatibility issue vs a Python 3.13 import parser error." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "No overlap in root cause: SwitchTransformers sparse-layer creation vs DebertaV2 import failure on Python 3.13." + } + ] + }, + "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": 18, + "review_unit_index": 32, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:41628", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43650", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44462", + "issue:44464", + "issue:44521", + "issue:44683", + "issue:44734", + "issue:44737", + "issue:44877", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45357", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:45907", + "issue:46082", + "issue:46121", + "issue:46234" + ], + "soft_pairs": [ + "issue:43550|issue:44190", + "issue:45632|issue:46234", + "issue:44077|issue:44877", + "issue:43540|issue:44734", + "issue:44462|issue:45907", + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:43335|issue:44190", + "issue:44737|issue:45803", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:45276|issue:45584", + "issue:46082|issue:46121", + "issue:43295|issue:45276", + "issue:43479|issue:45375", + "issue:44938|issue:45542", + "issue:45245|issue:45584", + "issue:43650|issue:44220", + "issue:44464|issue:45563", + "issue:36246|issue:41628", + "issue:44186|issue:44734", + "issue:44246|issue:45003", + "issue:43404|issue:45216", + "issue:44683|issue:45446", + "issue:44933|issue:45362", + "issue:38175|issue:43065" + ], + "prepared_review_unit_hash": "6ce56a2caedba91e65bfe153420e106d0d88d3cf460486193343136a50f17248", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34914, + "estimated_input_tokens": 8729, + "estimated_eval_tokens": 17714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster looks heterogeneous: these are mostly unrelated issues across different models, APIs, and failure modes. I found no soft-edge pair that is safe to merge as a duplicate.", + "confidence": 0.97, + "canonical_issue_reason": "No true duplicate stand-out here; if forced to pick one representative, issue:44521 is the most active/open report with the most follow-up and a concrete reproducible bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest anchor for the set because it has the most discussion/inbound references and a clearly described multimodal failure path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Different subsystems and symptoms: SDPA/torch.compile on Bamba vs local dataset loading in an image-classification example." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Cache-path collision for trust_remote_code local models is unrelated to a missing utility export in import_utils." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but one is about invalid optional post_init in patchtsmixer and the other about strict loading of granite_speech config." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Qwen3OmniMoe video input validation and serve KV-cache continuation indexing are different code paths and bugs." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer.json lookup behavior is unrelated to list_repo_files not forwarding revision." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge with extended vocab and incorrect visual encoder save keys are separate checkpoint/model-state issues." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal Qwen issues, but assistant mask generation and vision_position_ids are different failures in different paths." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers config layer creation is unrelated to the image-classification dataset-loading example failure." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "CPU tensor construction in XLNet has nothing to do with Fuyu's broad exception handling in tensor conversion." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both touch CI around speech models, but one is a stale GraniteSpeech device test and the other is a broken auto_mappings reference." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label empty results in run_classification.py is a different example-script bug than loading a local image dataset." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize wiring and Whisper empty transcription handling are unrelated model-specific bugs." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "LlamaConfig head_dim validation and rope-parameter JSON list handling are distinct config-validation problems." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression with images is unrelated to Gemma4 embedding/output tensor resizing." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4Multimodal default config initialization and Qwen3_5MoeVision strict-field dropping are different configuration bugs." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and tensorboard-without-TensorFlow backend handling are not the same issue." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category cardinality overflow is unrelated to Whisper's empty-transcription generation bug." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Placeholder issue text and fbank feature extraction error are clearly unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward generation inconsistency and a stale warning for num_return_sequences are different generation bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a Qwen2.5-VL submodule import and the other is a top-level AutoImageProcessor import problem." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and serve KV-cache continuation indexing are unrelated failure modes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import timing and unsafe sys.modules access are related to import behavior but not the same concrete bug." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "lm_head tying in Mistral3 and incorrect Qwen3.5 checkpoint saving are separate weight-sharing/save_pretrained issues." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a compiled failure on torch>=2.9 and the other is a bad PyTorch version check for AuxRequest import." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils export and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are completely different model 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": 18, + "review_unit_index": 33, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43688", + "issue:43854", + "issue:43901", + "issue:44016", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44368", + "issue:44496", + "issue:44561", + "issue:44734", + "issue:44964", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45335", + "issue:45372", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45632", + "issue:45759", + "issue:46209", + "issue:46234" + ], + "soft_pairs": [ + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:43854|issue:44964", + "issue:44112|issue:44964", + "issue:45563|issue:45584", + "issue:44734|issue:45632", + "issue:36246|issue:38617", + "issue:44561|issue:45632", + "issue:43295|issue:45335", + "issue:42907|issue:43441", + "issue:43531|issue:45600", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:41950|issue:44016", + "issue:43441|issue:45588", + "issue:43388|issue:43688", + "issue:43673|issue:44336", + "issue:44075|issue:44368", + "issue:42175|issue:44279", + "issue:43299|issue:45216", + "issue:43901|issue:44496", + "issue:43381|issue:45593", + "issue:44016|issue:44220", + "issue:45335|issue:45584", + "issue:44496|issue:45759", + "issue:45372|issue:46234", + "issue:43650|issue:46209", + "issue:32090|issue:35141", + "issue:43479|issue:43525", + "issue:44242|issue:45200" + ], + "prepared_review_unit_hash": "7b8348485c8b3299f0093c4daec922209f5593c899eeb550e48ae89cc17635c6", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36954, + "estimated_input_tokens": 9239, + "estimated_eval_tokens": 18734 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose thematic grouping of unrelated loading/import/model-behavior bugs, not a true duplicate set. None of the soft pairs look like the same underlying bug/change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44964 is the most concrete, user-facing loading regression here and the closest thing to a representative anchor, but the cluster is too heterogeneous to treat it as a true canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config/model-loading failures, but they have different root causes: missing fields with trust_remote_code vs unrecognized model/config model_type." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "One is a Phi-4 multimodal model load failure; the other is a CI break from stale auto_mappings references to removed configs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failure modes; this is not the same load bug." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "GraniteSpeech CI device-override flake is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Both involve generation, but they are different code paths and symptoms: stale warning vs empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation crash in serve is unrelated to trust_remote_code cache-path collision." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors, but they are for different missing symbols and different subsystems." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking remote-code models is unrelated to cache-path collisions for local models." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different regressions: processor/tokenizer access and image passing vs resize_token_embeddings not updating decoder embeddings." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Same model family, but different concrete problems: save/dequantization vs FlashAttention load/inference failure." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A processor label-reduction bug is unrelated to a docs/behavior mismatch for return_all_scores." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend torchvision dependency are different bugs." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model-specific compatibility issue and the other is an AttributeError on s_aux=None in a different code path." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval bugs: gather_for_metrics truncation vs auxiliary-loss normalization." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Chunked-prefill cache handling is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer arguments being ignored is unrelated to a tie_word_embeddings warning in LoRA fine-tuning." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package extra dependency omission is not the same as a general dependency issue." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are Qwen-related, but one is a model-loading regression and the other is a save_pretrained checkpoint regression." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs/behavior mismatch for a pipeline option is unrelated to model config loading failure." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss suppression." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error is unrelated to _torch_extract_fbank_features." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings not propagating is unrelated to Whisper empty-transcription generation failure." + }, + { + "left": "issue:45372", + "right": "issue:46234", + "accept": false, + "reason": "Different missing imports in different libraries/modules; not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder/spam issue and FP8 inference failure are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast TypeError and embedding reinitialization after resize_token_embeddings are different bugs." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and different missing/default fields." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss gating and mm_token_type_ids defaulting are unrelated MoE/multimodal 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": 18, + "review_unit_index": 34, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43650", + "issue:43653", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44279", + "issue:44297", + "issue:44351", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44933", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45907", + "issue:46132" + ], + "soft_pairs": [ + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:43299|issue:45357", + "issue:44779|issue:45812", + "issue:43824|issue:44933", + "issue:43295|issue:44779", + "issue:44351|issue:45278", + "issue:41950|issue:45020", + "issue:39692|issue:43901", + "issue:44279|issue:45405", + "issue:44016|issue:44062", + "issue:41950|issue:45823", + "issue:43976|issue:45405", + "issue:43299|issue:43854", + "issue:44683|issue:45542", + "issue:43650|issue:46132", + "issue:44462|issue:45081", + "issue:43976|issue:44987", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:43450|issue:44279", + "issue:45081|issue:45907", + "issue:44466|issue:45276", + "issue:44521|issue:45325", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:43653|issue:45593", + "issue:45600|issue:45712", + "issue:44623|issue:44749" + ], + "prepared_review_unit_hash": "3207af5ba69d38d1f263e67c3edc1f06db59969e1eb590bac49f649c3bdde4f5", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36347, + "estimated_input_tokens": 9087, + "estimated_eval_tokens": 18430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers regression reports (tokenizers, processors, model loading/saving, imports, docs, and a few performance/CI issues). I did not find any soft pair that clearly describes the same concrete bug/change, so no merges are justified.", + "confidence": 0.29, + "canonical_issue_reason": "issue:44462 is the best broad anchor here: it targets the core AutoTokenizer load path and describes a clear regression that could plausibly underlie several nearby tokenizer-related complaints.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the strongest standalone report: it describes a silent, model-wide token-ID regression affecting all Granite models, which is high impact and well-scoped.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Both involve model serialization/dtype behavior, but they affect different models and different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unrelated bugs: SigLIP probabilities vs Sam3Video OOM." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen issues: model loading failure vs incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they appear model-specific and not the same underlying bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import problems, but they concern different symbols and code paths." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer API regression is not the same as Deepseek tokenizer output corruption." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import is not the same as a broad package-wide import regression." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Pipeline image-processor lookup bug is unrelated to remote_code model loading regressions." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Different docs issues with different APIs and symptoms." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "General dependency trouble is not the same as a specific PEFT version bump problem." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument conflict are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video pipeline processor selection and Gemma4 device placement are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility issue is unrelated to PEFT minimum-version pinning." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different model-loading failures with no concrete shared code path." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "FlashAttention/torch compatibility is unrelated to TensorFlow backend detection." + }, + { + "left": "issue:43650", + "right": "issue:46132", + "accept": false, + "reason": "No meaningful relationship: placeholder issue vs AttentionInterface behavior change." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer repository loading vs Mistral regex patch crash are different tokenizer bugs." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both mention version regressions, but the affected loading failures are different and model-specific." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer config mismatch on save is not the same as AutoTokenizer ignoring tokenizer.json on load." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "No shared underlying bug; one is Python support, the other is dependency handling." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching bug is unrelated to dependency issues." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and list_repo_files revision forwarding are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Different serialization/embedding bugs with different model families." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal, but assistant mask generation and rope-index scaling are distinct code paths." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure and OCR index error are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized-model saving and dequantized offload loading are different operations and failure points." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo-maintenance issues, but they involve different files and different failure modes." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing processor save files and slower filtering performance 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": 18, + "review_unit_index": 35, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:41628", + "issue:42491", + "issue:43065", + "issue:43262", + "issue:43299", + "issue:43441", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44242", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44779", + "issue:44871", + "issue:44898", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44623|issue:45397", + "issue:43065|issue:44898", + "issue:44261|issue:44263", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44016|issue:45823", + "issue:43441|issue:44683", + "issue:43901|issue:43994", + "issue:43723|issue:44162", + "issue:43901|issue:44246", + "issue:43525|issue:43881", + "issue:43450|issue:44617", + "issue:44297|issue:45397", + "issue:43525|issue:43643", + "issue:43784|issue:45542", + "issue:44016|issue:44291", + "issue:44188|issue:44336", + "issue:43262|issue:44521", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43673|issue:43761", + "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:42491|issue:43299", + "issue:44246|issue:44496", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44246|issue:44871", + "issue:44336|issue:44485" + ], + "prepared_review_unit_hash": "62058780b43ccde73f8c7b312ee5450605f5e4b211be46285a8abf00c5d24f9b", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36081, + "estimated_input_tokens": 9021, + "estimated_eval_tokens": 18298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft pairs mostly share only superficial topical overlap, not the same underlying bug or change. I would not deduplicate any of them and there is no good PR representative here.", + "confidence": 0.95, + "canonical_issue_reason": "No clear canonical issue: the items span unrelated regressions across loading, tokenizers, processors, attention kernels, docs, and model-specific behavior.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the cluster is not centered on one code path or one bug family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Both are model-loading related, but one is missing processor save files and the other is a zero3/from_pretrained failure; different code paths." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Both mention vision/model components, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a Perceiver interpolation failure." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different subsystems: MLA q_a_layernorm precision config vs GlmMoeDsaIndexer torch.split behavior." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer/task AttributeError and missing auxiliary losses are unrelated bugs." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but one affects CamemBERT masked LM outputs and the other Deepseek tokenizer behavior." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both involve attention acceleration, but FlashAttention failure and compiled flex_attention failure are different concrete problems." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to SigLIP2 producing bad predictions." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer loading issue and ESM2 breakage are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Documentation mismatch and slow import are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different missing-field symptoms." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Incorrect batched video shape and CUDA OOM in Sam3Video are not the same issue." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to Gemma4 zero3 loading." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "A missing pad_token_id attribute and trust_remote_code dropping fields are distinct config bugs." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import NameError for sentence-transformers and undefined tf backend error are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights argument incompatibility are unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention kernel divergence and ANSI output in loading_report are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Storage type import failure and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "AutoImageProcessor import error and Python version compatibility are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different v5 regressions affecting GenerationMixin cache vs CLIPVisionModel hidden_states." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI code emission and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is LoRA reuse across versions and the other is base model loading breakage." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow import and unrecognized model/config model_type are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern auxiliary losses, but they are for different model families and different gating flags." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Reading position_ids after buffer registration is unrelated to Gemma4 zero3 loading." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import latency and eos_token_id config inconsistency are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation 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": 18, + "review_unit_index": 36, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42757", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43596", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44496", + "issue:44561", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44877", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45081", + "issue:45137", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45412", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:46123", + "issue:46132" + ], + "soft_pairs": [ + "issue:43824|issue:43976", + "issue:41950|issue:44220", + "issue:36246|issue:42757", + "issue:43976|issue:44964", + "issue:36246|issue:44351", + "issue:42886|issue:46132", + "issue:44779|issue:45292", + "issue:44242|issue:44857", + "issue:45081|issue:45362", + "issue:43673|issue:44561", + "issue:44295|issue:44749", + "issue:43352|issue:45250", + "issue:43901|issue:45003", + "issue:44162|issue:45200", + "issue:43526|issue:45003", + "issue:44496|issue:45003", + "issue:45412|issue:46123", + "issue:45292|issue:45584", + "issue:43262|issue:44246", + "issue:45292|issue:45701", + "issue:36246|issue:43596", + "issue:43257|issue:45137", + "issue:45375|issue:45759", + "issue:44877|issue:45375", + "issue:45561|issue:45563", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:43065|issue:43408" + ], + "prepared_review_unit_hash": "51b59eed482f8561fbc6780150ea1376dde5d9c81002f8bf5bcb6c075c134a3c", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36089, + "estimated_input_tokens": 9023, + "estimated_eval_tokens": 18302 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is a noisy mix of unrelated issues spanning imports, generation, tokenization, configs, and DeepSpeed; none of the soft pairs looks like the same underlying bug or fix. No PRs are present.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue is a safe duplicate representative here; the items are too heterogeneous and the soft links are only superficial similarity.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as the global representative because there is no coherent common bug across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: a missing Qwen2.5-VL export vs a Python-version compatibility failure." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and audio feature extraction are unrelated code paths." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2.5-VL image processor import is unrelated to huggingface_hub's is_offline_mode import error." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python support/versioning issue vs a specific multimodal model-loading regression." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols in different modules with different causes." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading failure and AttentionInterface.register behavior changes are separate behaviors." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer regression and output-embedding resize propagation are distinct bugs." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "MoE load-balancing loss handling is unrelated to the LwDetrImageLoss AMP crash." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Mistral regex patch failure and Qwen chat crash do not share the same concrete code path." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Generation cache handling during chunked prefill is unrelated to trust_remote_code breakage from a removed helper." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A buffer access IndexError and a slowdown after upgrade are not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Unsupported Flash Attention message for Nemotron is not the same as a generic Flash Attention issue." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch about return_all_scores is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 token-id defaults are different model-specific regressions." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT reduce_labels truncation is unrelated to sys.modules access in modeling_utils." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading is not the same failure as unsafe sys.modules lookup." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory retention and MaskGenerationPipeline partial-batch dropping are separate issues." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription generation are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to import slowness." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Embedding resize behavior is not the same as a version-dependent tokenization change." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL import failure and DeepSpeed zero3/BertModel IndexError are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is different from a Zero3 deque underflow." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field under strict handling and text_config unwrapping for composite configs are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config handling, but they concern different models and different failure modes." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file races and a stale generate warning are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs update logic and ANSI-code leakage in loading_report are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-loading failure and tokenizer protobuf error handling are separate issues." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same bug as a sam3_video/sam3_tracker model-type mismatch warning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 37, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:42886", + "issue:42994", + "issue:43475", + "issue:43482", + "issue:43540", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43701", + "issue:43827", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44483", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44871", + "issue:44877", + "issue:44977", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45230", + "issue:45335", + "issue:45356", + "issue:45397", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45987", + "issue:46082", + "issue:46132", + "issue:46170", + "issue:46202" + ], + "soft_pairs": [ + "issue:45987|issue:46082", + "issue:44995|issue:45200", + "issue:44466|issue:45335", + "issue:44479|issue:46170", + "issue:43475|issue:43540", + "issue:45397|issue:45656", + "issue:44483|issue:46202", + "issue:45137|issue:45600", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:44368|issue:44977", + "issue:44368|issue:45563", + "issue:44877|issue:46170", + "issue:43931|issue:44368", + "issue:42886|issue:45229", + "issue:43673|issue:44734", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:45584|issue:46170", + "issue:44297|issue:44623", + "issue:44869|issue:45356", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:44871|issue:46132", + "issue:43673|issue:43827", + "issue:44749|issue:45656", + "issue:44623|issue:45656", + "issue:43701|issue:44749", + "issue:44188|issue:46202", + "issue:42994|issue:43482", + "issue:45230|issue:45397" + ], + "prepared_review_unit_hash": "5ec68d9ef8b9e1aca9157a3bb17dca6213d16f18aa10d7b53dda023166e55be5", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36924, + "estimated_input_tokens": 9231, + "estimated_eval_tokens": 18718 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous and the soft pairs are mostly thematic rather than true duplicates. I would not merge any of the candidate edges; they point to different bugs, code paths, or models.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue: these items cover unrelated bugs across tokenizers, generation, multimodal models, serving, and training utilities.", + "canonical_pr_reason": null, + "best_issue_reason": "No clear best duplicate target for the cluster; issue 45561 has the most cross-reference activity, but it is not representative of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "StaticCache return-type bug vs LlamaConfig head_dim validation; different subsystems and failure modes." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer on second forward is unrelated to Gemma 4 token-type defaults." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both mention tied embeddings, but one is save/serialization behavior and the other is resize_token_embeddings propagation." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "Qwen video regression and Windows ROCm import/dependency issue are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Different multimodal model bugs with no shared code path indicated." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "ZeRO3 from_pretrained loading problem is distinct from a double optimizer-step bug in deepspeed." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "OpenAI chat completions API rejection is unrelated to Gemma pipeline roundtrip tokenization." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "ZeRO3 deque error and removed-config CI breakage are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer special-token registration bug is not the same as the ESM2 breakage report." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Stale indexer cache crash and flash-attention s_aux=None AttributeError are different code paths." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning during fine-tuning is not the same as a flash-attention generation regression." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Both are warnings, but they concern different generation APIs and different bugs." + }, + { + "left": "issue:44877", + "right": "issue:46170", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to the Windows ROCm import failure." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to a tie_word_embeddings warning." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache-loading failure and multi-GPU CUDA OOM are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Missing GenerationMixin cache during chunked_prefill is a different bug from server-side KV-cache tensor indexing." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Qwen3-Next tied-weights warning and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "sys.modules access bug and pytest-xdist captured_info.txt race are different issues." + }, + { + "left": "issue:45584", + "right": "issue:46170", + "accept": false, + "reason": "Whisper empty-transcription failure is unrelated to the Windows ROCm dependency problem." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "tokenizer.save_pretrained config mismatch and processor.save_pretrained missing files are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper trailing replacement-character crash and Kimi-K2.5 codec regression are different tokenizer bugs." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError and a performance regression after upgrade are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "A broad transformers v5 initialization breakage does not match the specific ESM2 failure report." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache bug and docs referencing removed pipeline() are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Filtering slowdown after upgrade and a double optimizer-step bug are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Missing processor save files and deepspeed optimizer double-step are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "resume_from_checkpoint key mismatch is unrelated to the data-length slowdown regression." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to Gemma pipeline roundtrip behavior." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are opposite directions and likely different serialization paths." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report provides no evidence of the same Gemma-4 ZeRO3 loading issue." + } + ] + }, + "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": 18, + "review_unit_index": 38, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43475", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43901", + "issue:44038", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44792", + "issue:44933", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45375", + "issue:45381", + "issue:45406", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45712", + "issue:46077", + "issue:46123", + "issue:46202" + ], + "soft_pairs": [ + "issue:28282|issue:30990", + "issue:43475|issue:43643", + "issue:43475|issue:45381", + "issue:44038|issue:44623", + "issue:42371|issue:45092", + "issue:43232|issue:43673", + "issue:41628|issue:44933", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:46077|issue:46123", + "issue:45081|issue:45103", + "issue:45310|issue:45375", + "issue:45406|issue:46202", + "issue:42673|issue:43704", + "issue:41628|issue:44351", + "issue:44964|issue:45137", + "issue:42994|issue:43824", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:42831|issue:44222", + "issue:42175|issue:45712", + "issue:44496|issue:45561", + "issue:43377|issue:44242", + "issue:42898|issue:44568", + "issue:45561|issue:45600", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:30990|issue:35141", + "issue:43278|issue:45137" + ], + "prepared_review_unit_hash": "9ffc59c6223e8459e9c66a9cffa02763925d90aef37dee3cf460dcb8a86549a9", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36414, + "estimated_input_tokens": 9104, + "estimated_eval_tokens": 18464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous overall, but it does contain two clear duplicate families: issue:42673 \u2194 issue:43704 (Qwen3ForCausalLM VRAM leak in multiple dataloader threads) and issue:45310 \u2194 issue:45478 (Qwen3.5 Moe from_pretrained error). The rest of the soft links look like conservative rejections.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it spans two separate duplicate families; if one representative must be chosen, issue:42673 is the stronger document for the VRAM-leak family, while issue:45310 is the counterpart for the Qwen3.5 Moe loading family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best-documented and most active issue overall, but only for one duplicate family. The cluster also has a separate, equally clear duplicate family centered on issue:45310/issue:45478, so 42673 should not be treated as the sole representative of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Different failure modes: a PyTorch import error versus Sentence Transformers getting stuck while loading." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "Different model paths and bugs: missing SAM vision encoder attribute versus missing AutoConfig fields with trust_remote_code." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Unrelated model-specific bugs: SAM 3 vision output attribute error versus Qwen2.5-VL video position-id issues." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Different surfaces: Qwen3-VL-Moe loading versus processor.save_pretrained missing files." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "Packaging/backend setup issue versus remote-code meta-initialization incompatibility; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both involve generation internals, but the concrete code paths differ: sync_gpus/_update_model_kwargs_for_generation versus chunked_prefill cache handling." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different modules." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Different problems: SAM 3 output attribute error versus add-new-model-like failing in TOKENIZER_MAPPING_NAMES." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Different bug classes: quantized model saving failure versus Llama4Config missing pad_token_id." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a missing config field and the other is a from_pretrained loading error; too different to merge." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Different subsystems: Gemma4 attention-mask construction versus MaskGenerationPipeline final-batch bookkeeping." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Unrelated AttributeErrors in different areas: tokenizer regex patching versus auto-docstring kwargs processing." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related family, but not the same concrete bug: Qwen3.5 Moe loading error versus a vision-config field being dropped by strict parsing." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Different Gemma-related issues: processor missing _tokenizer versus pipeline roundtrip failure on the underscore token." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact duplicate title and same VRAM leak in Qwen3ForCausalLM when used in multiple dataloader threads." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they are for different exported objects and do not indicate the same underlying bug." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: multimodal model loading versus a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Saving quantized models is unrelated to an import error for Qwen2_5_VLForConditionalGeneration." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Same broad model area, but one is FP8 save_pretrained behavior and the other is a from_pretrained loading error." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different API symbols and likely different code paths." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different models and symptoms: Qwen3-VL-Moe issue versus Qwen3.5 Moe loading error." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Accuracy regression with FineGrainedFP8 is not the same as FP8 save_pretrained failing." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both touch packaging/torch-related surfaces, but one is missing TensorFlow in the torch extra and the other is dummy PT objects leaking into the API." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated issues: unrecognized model/config loading versus a pytest-xdist file race." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different model bugs: missing padding-mask support in MIMI encoder versus omitted load-balancing loss when router logits are disabled." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes in v5, but they affect different behaviors and likely require different fixes." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "A concurrency race in testing utilities is unrelated to stale references in auto_mappings.py." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs/behavior mismatch in a pipeline is unrelated to a pytest-xdist race." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs handling and a Janus image-generation test failure are different issues." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang versus embedding reinitialization after resizing token embeddings are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Different failures: dtype drift during evaluate versus a DeepSpeed ZeRO3 deque error." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports two clear duplicate pairs, not just one: issue:42673 \u2194 issue:43704 and issue:45310 \u2194 issue:45478. Because of that, the claim that 42673 is the best representative of the only clearly duplicated bug overstates the evidence. The rest of the conservative rejections look reasonable, but the cluster summary/canonical framing should acknowledge both duplicate families." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 39, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:42175", + "issue:42222", + "issue:42831", + "issue:42898", + "issue:43065", + "issue:43232", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44060", + "issue:44075", + "issue:44079", + "issue:44188", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45200", + "issue:45245", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46123", + "issue:46132", + "issue:46231" + ], + "soft_pairs": [ + "issue:42222|issue:45200", + "issue:44623|issue:45310", + "issue:30333|issue:33290", + "issue:43065|issue:46123", + "issue:44188|issue:44373", + "issue:43232|issue:44188", + "issue:42898|issue:45812", + "issue:43784|issue:43824", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:42898|issue:45356", + "issue:43874|issue:45092", + "issue:44734|issue:45103", + "issue:44016|issue:46231", + "issue:44075|issue:46231", + "issue:44060|issue:45125", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:45405|issue:45712", + "issue:42175|issue:44933", + "issue:44448|issue:46132", + "issue:44222|issue:44297", + "issue:44933|issue:45712", + "issue:43479|issue:44079", + "issue:43976|issue:44933", + "issue:44297|issue:45656", + "issue:30333|issue:34689", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:45245|issue:46132", + "issue:30333|issue:36331", + "issue:28282|issue:30333", + "issue:30333|issue:35141" + ], + "prepared_review_unit_hash": "c8f893a020afb3e91166c5ec0f437c3b6eddc3d6e75423658dbfa620f2de7bc2", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37117, + "estimated_input_tokens": 9280, + "estimated_eval_tokens": 18816 + }, + "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 with superficial lexical overlap (many tokenizer/v5/regression topics). I do not see any true duplicate pair; the best representative issue is the broad v5 tokenizer regression around `clean_up_tokenization_spaces`.", + "confidence": 0.28, + "canonical_issue_reason": "No single canonical duplicate issue emerges: the items span unrelated bugs across model loading, training, tokenization, generation, packaging, and docs. If forced to anchor the cluster, issue 42898 is the broadest v5 tokenizer regression representative.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the most central representative by similarity, but it is still not a duplicate of the other issues; it best fits the cluster\u2019s loose v5/tokenizer regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different subsystems: VitPose model import/breakage vs Gemma 4 multimodal token-type defaults." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Both involve save/load flows, but one is processor.save_pretrained missing files and the other is a Qwen3.5 MoE from_pretrained failure; not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow job-reporting failure vs DeepSpeed Adafactor OOM; unrelated training issues." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is unrelated to MaskGenerationPipeline final-batch handling." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence is unrelated to a docstring correction for position_ids." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update ordering vs attention-kernel branching under torch.compile; different code paths and symptoms." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but one is clean_up_tokenization_spaces behavior and the other is Granite token ID mapping; not the same concrete bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Sentence-transformers import NameError vs missing Qwen2.5-VL export; distinct import failures." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading issue vs add_special_tokens not adding BOS/EOS for a specific tokenizer; different tokenizer bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they target different models and failure modes." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Kimi-K2.5 codec handling/warning regression is separate from clean_up_tokenization_spaces behavior change." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method in a GLM image processor vs InternVL2 meta-initialization incompatibility; unrelated multimodal issues." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "KV-cache continuation crash in serve vs auto-docstring crash with future annotations; different components." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error is unrelated to a documentation parameter-name mismatch." + }, + { + "left": "issue:44075", + "right": "issue:46231", + "accept": false, + "reason": "Optimizer SGD arguments being ignored is unrelated to the set_training docs typo." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Wrong tied-weights warning in Qwen3-Next is not the same as missing `_tp_plan` for Qwen3_5Moe." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both involve v4\u2192v5 output changes, but Pegasus generation differences are not the same bug as tokenization cleanup behavior." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer read error is unrelated to optimizer step being called twice with DeepSpeed." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "PEFT version pin issue is unrelated to leftover dummy classes in `dummy_pt_objects.py`." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "TensorFlow missing from a torch install extra is unrelated to a nonexistent import from image_utils." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output regression is unrelated to AttentionInterface.register changing function behavior." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained issue for MoE is separate from tokenizer_class mismatch in tokenizer config." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "image_utils import error and dummy PT class cleanup are different packaging/import problems." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4Multimodal config initialization bug is unrelated to ModelOutput key assignment when values were previously None." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue is unrelated to the image_utils import problem." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer config class mismatch has nothing to do with DeepSpeed optimizer double-step behavior." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "MLflow training-job reporting bug is unrelated to Llama 3.2 Vision model loading breakage." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "MoE FP8 save_pretrained bug is not the same as processor.save_pretrained missing files." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count runtime error is unrelated to AttentionInterface.register behavior changes." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job reporting and CustomTrainer compute_loss signature mismatch are different training issues." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "AutoModel import error without PyTorch vs MLflow reporting bug; unrelated environment/training issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting and embedding reinitialization in post_init are unrelated bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 40, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44829", + "issue:44869", + "issue:44871", + "issue:44913", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082", + "issue:46209" + ], + "soft_pairs": [ + "issue:44190|issue:46082", + "issue:43479|issue:44869", + "issue:45071|issue:46082", + "issue:41628|issue:42757", + "issue:44206|issue:45103", + "issue:44297|issue:45310", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:43122|issue:46209", + "issue:43873|issue:44945", + "issue:43232|issue:45834", + "issue:44222|issue:44484", + "issue:44373|issue:44485", + "issue:43479|issue:43644", + "issue:44295|issue:44623", + "issue:44483|issue:45406", + "issue:43761|issue:46082", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:44263|issue:44360", + "issue:44261|issue:45092", + "issue:42907|issue:46050", + "issue:44514|issue:45103", + "issue:44829|issue:46002", + "issue:43479|issue:44913", + "issue:42831|issue:45310", + "issue:22355|issue:28282", + "issue:41628|issue:43824", + "issue:44263|issue:44373" + ], + "prepared_review_unit_hash": "62e68b6a5cf0af73761d5670e1d17fa973831321a5a7d75c2c307a5c324ddc87", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35805, + "estimated_input_tokens": 8952, + "estimated_eval_tokens": 18160 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose pile of unrelated Transformers issues that share only broad regression/import/config language; none of the soft pairs look like true duplicates. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45092 is the clearest representative of the cluster\u2019s broad v5 regression / initialization theme and has a concrete repro path; the rest are mostly separate bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45092 is the most actionable standalone issue with a specific failure mode and modern v5 context, making it the best representative if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading in a training script vs LlamaConfig head_dim validation; different code paths and failures." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config defaulting bug vs Whisper word-timestamp decode crash; unrelated models and subsystems." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type-checking regression vs explicit head_dim validation in LlamaConfig; not the same bug." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols/packages and likely different missing exports or version mismatches." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature-extractor center-arg crash vs auto_docstring AttributeError under future annotations; unrelated failures." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class mismatch on save vs Qwen3.5 MoE from_pretrained error; different save/load paths and symptoms." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading issue vs flash-attention generation bug; different functionality and code paths." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return-value issue in a DSA indexer vs remote-code meta-init incompatibility; unrelated." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenization changes across versions vs FP8 inference on B200; different layers of the stack." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantized offloading behavior vs pipeline-parallelism output correctness; same broad area, not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs update problem vs OCR long-input index error; separate model behaviors." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs max_shard_size default question; not the same underlying issue." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config initialization defaults vs non-persistent buffer corruption; different bug classes." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer read error vs processor.save_pretrained missing files; different serialization problems." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat completions request rejection vs Gemma4Processor missing _tokenizer in serve; unrelated runtime failures." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIP hidden_states regression vs LlamaConfig head_dim validation; different models and symptoms." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading issue vs eos_token_id config inconsistency; both config-related but distinct." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Meta-init incompatibility for old checkpoints vs incorrect visual encoder keys on save_pretrained; same model family but different code paths." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs unexpected zero probabilities in SigLIP2; unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision issue vs checkpoint/meta-init incompatibility; different underlying problems." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized save bug for specific models vs sinq quantized model save/load breakage; similar theme but not same defect." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat-template crash vs auto_docstring crash from future annotations; unrelated functionality." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "flash_attention_3 training degeneration vs NaNs after checkout+init; different symptoms and likely different causes." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both touch config handling, but one is default initialization for multimodal configs and the other is rotary_pct not persisting on reload." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3.5 MoE from_pretrained error; unrelated FP8/model-loading bugs." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "transformers.onnx missing vs PyTorch-not-found import error; different dependency and module issues." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing transformer imports for different classes/models; both import errors but not the same fix." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer runtime behavior vs docstring typo; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 41, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43550", + "issue:43576", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44779", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46082", + "issue:46132" + ], + "soft_pairs": [ + "issue:39401|issue:44568", + "issue:42831|issue:44038", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:44945|issue:45753", + "issue:44464|issue:46082", + "issue:44117|issue:44704", + "issue:43576|issue:43784", + "issue:43646|issue:46002", + "issue:42371|issue:44263", + "issue:43550|issue:46132", + "issue:30990|issue:33357", + "issue:43232|issue:45593", + "issue:44295|issue:44297", + "issue:44704|issue:45290", + "issue:43723|issue:44442", + "issue:44261|issue:44373", + "issue:42907|issue:44945", + "issue:43723|issue:44779", + "issue:43784|issue:45600", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:43756|issue:44060", + "issue:43408|issue:43475", + "issue:43122|issue:44514", + "issue:43116|issue:45200", + "issue:42907|issue:44964" + ], + "prepared_review_unit_hash": "339a79c2ab4dc4a11931622b68154ab4090eb89791b3adec89422e7174e922f6", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35648, + "estimated_input_tokens": 8912, + "estimated_eval_tokens": 18080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers v5 regression reports. The only plausible duplicate here is the AutoTokenizer loading regression pair (43723/44442); the rest are different bugs in different subsystems or model families.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43723 is the broadest, most central issue in the only likely duplicate pair: a generic AutoTokenizer.from_pretrained loading regression in v5.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 best represents the cluster\u2019s only true duplicate theme because it describes the underlying tokenizer-loading failure at the general code-path level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer bugs, but one is offset_mapping for Qwen3 and the other is missing BOS/EOS insertion for mdeberta; different code paths and symptoms." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Different model-specific failures: one is an FP8 accuracy issue, the other is a transformers 5.0/Qwen3-VL-Moe bug." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure vs wrong tokenizer decoder type; related area but not the same bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache loading failure and quantized model save failure are unrelated change paths." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific missing huggingface_hub symbol, the other is a broad set of import errors after upgrade; not one concrete defect." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism wrong output and an infinite loop on a specific image are different multimodal/runtime failures." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to LlamaConfig head_dim validation." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and AutoProcessor kwargs forwarding are different loader bugs." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken env command and sentence-transformers import NameError are distinct regressions." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage and NaNs in classification heads are different failures with different triggers." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings guidance and a torch.split return-value bug are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:46132", + "accept": false, + "reason": "torch.compile/SDPA failure and AttentionInterface.register behavior change are different attention-related bugs." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both mention loading, but one is Sentence Transformers hanging and the other is a MacOS bus error on a CLIP model." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and missing auxiliary losses in D-FINE are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch on save_pretrained are different tokenizer/model serialization issues." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": true, + "reason": "Same underlying bug class: AutoTokenizer.from_pretrained loading fails in v5, with 44442 looking like a specific tokenizer instance of the broader regression." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision error from missing rms_norm_eps is not the same as a wrong docstring for position_ids." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and incorrect pipeline-parallel output are different code-path problems." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer loading failure and changed tokenization output are related only broadly; they do not describe the same defect." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError in sentence-transformers and stale auto_mappings references are separate import/CI issues." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor export may be one example of broader import breakage, but the reports are not specific enough to treat as the same bug." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Quantized save failure and invalid GenerationConfig are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and Qwen3-Next tied-weights warning are different model-configuration issues." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning for sam3_video/sam3_tracker and missing fpn_position_embeddings are distinct SAM3 issues." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different-tokenization regression and apply_chat_template batching crash are separate tokenizer/processor bugs." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label classification results and mm_token_type_ids default handling are unrelated example/model issues." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cached_file kwargs forwarding and assistant-message chat-template crashes are different processor bugs." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal and general import errors after upgrade are not the same defect." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer cache/offline loading and decoder-type mismatch are different failures." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline loading and quantized save failure are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it characterizes the cluster as mostly unrelated v5 regressions and only elevates the 43723/44442 tokenizer-loading pair, which is a reasonable conservative duplicate call from the titles alone. The soft-edge rejections are also cautious and do not overclaim sameness across clearly different bug classes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 42, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43441", + "issue:43452", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:45216", + "issue:45245", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:46002", + "issue:46231" + ], + "soft_pairs": [ + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43232|issue:45245", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:28218|issue:30990", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:42907|issue:43452", + "issue:36296|issue:43116", + "issue:44038|issue:44222", + "issue:39401|issue:44488", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:39401|issue:44521", + "issue:43784|issue:45446", + "issue:22355|issue:28218", + "issue:42757|issue:44351", + "issue:22355|issue:29159", + "issue:43122|issue:43906", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:44355|issue:46231", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:42222|issue:43441", + "issue:43976|issue:45446", + "issue:44075|issue:44936", + "issue:42831|issue:44297", + "issue:45357|issue:45478", + "issue:44038|issue:45478" + ], + "prepared_review_unit_hash": "19fd17166a948a63719b437709116577cb72f51606c2c2679581aa99d0299e8d", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36691, + "estimated_input_tokens": 9173, + "estimated_eval_tokens": 18602 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct bugs spanning tokenization regressions, model import/load failures, training issues, and documentation problems. I do not see any soft pair that clearly describes the same underlying fix.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43122 is the most broadly phrased and representative tokenizer regression here, centered on version-to-version behavior changes rather than a model-specific edge case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best standalone issue candidate because it is concrete, reproducible, and general enough to represent the tokenizer-regression theme without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Different models and different failure modes: config propagation for Qwen3.5 vs degenerate training with flash_attention_3." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Unrelated topics: DSA/ReLU discussion vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation-state bug vs category cardinality RuntimeError; no shared code path." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve token-related behavior, but one is a tokenizer regression and the other is multimodal assistant masks in chat templating." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue vs tokenizer save_pretrained class metadata mismatch; different bugs." + }, + { + "left": "issue:28218", + "right": "issue:30990", + "accept": false, + "reason": "Tokenizer spacing bug vs Sentence Transformers loading hang; clearly unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they target different models and concrete symptoms; not enough to merge as one bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Model loading failure vs position_ids buffer access error; different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized Ministral/Devstral save failure vs gguf_file loading breakage; unrelated mechanisms." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug vs example-script multi-label classification output bug; different subsystems." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different issues around Qwen3-VL-Moe/FP8 save_pretrained; no evidence they are the same concrete defect." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping bug vs loading cjvt/sleng-bert failure; unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5 and save/load flows, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading error; too different to treat as one bug." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols from different modules; import errors are not the same bug." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer offset_mapping regression vs multimodal assistant mask failure; different concrete behavior." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError vs flex_attention version check; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "onnx module import failure vs added-token spacing bug; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing huggingface_hub symbol vs missing transformers symbol; different packages and causes." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "onnx import failure vs slow/fast tokenizer inconsistency; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Version-dependent tokenization differences vs reproduction of another tracked issue; no clear shared defect." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 weight loading vs AutoProcessor kwargs forwarding; different APIs and failures." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both concern tokenizer behavior in v5, but one is decoder-type metadata and the other is incorrect Deepseek tokenization results; not the same fix." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors vs documentation parameter-name mismatch; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validity vs GLM-5 RoPE implementation; different concrete issues." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading regression vs NaNs in classification heads; different failure modes." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings guidance vs missing image-patch-count method; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage vs Ministral flash-attention failure; different models and code paths." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs flex_attention import check; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling vs trainer.evaluate after train; different parts of training stack." + }, + { + "left": "issue:42831", + "right": "issue:44297", + "accept": false, + "reason": "FP8 accuracy issue vs tokenizer class metadata mismatch; unrelated." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3.5 save_pretrained regression vs Qwen3.5 from_pretrained error; related model family but not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model variants and different load failures; not enough overlap for one PR." + } + ] + }, + "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": 18, + "review_unit_index": 43, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43381", + "issue:43421", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44625", + "issue:44779", + "issue:44829", + "issue:44938", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077", + "issue:46178", + "issue:46298" + ], + "soft_pairs": [ + "issue:43116|issue:43825", + "issue:43493|issue:45753", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:22355|issue:29127", + "issue:33453|issue:39401", + "issue:38617|issue:45278", + "issue:44625|issue:46002", + "issue:39401|issue:44779", + "issue:44380|issue:46077", + "issue:44117|issue:45588", + "issue:42175|issue:44938", + "issue:43064|issue:43673", + "issue:43827|issue:45446", + "issue:43381|issue:44945", + "issue:43450|issue:43986", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:44117|issue:45081", + "issue:42673|issue:45072", + "issue:43122|issue:46298", + "issue:44410|issue:45310", + "issue:44291|issue:45071", + "issue:44829|issue:45216", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:42222|issue:46178" + ], + "prepared_review_unit_hash": "4e24711b2060327a5908a53bd251084c915780c0462d27ae1a0b8cd9d571ff59", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36360, + "estimated_input_tokens": 9090, + "estimated_eval_tokens": 18436 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of unrelated Transformers regressions and feature bugs; the soft pairs share broad topical similarity but not the same underlying defect. I would not merge any of the candidate pairs.", + "confidence": 0.95, + "canonical_issue_reason": "If an issue must anchor the cluster, issue 45278 is the broadest umbrella: it covers multiple import breakages after upgrading to v5.5.0 and is the closest to a generic regression representative among the items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best representative issue only because it is the widest-scoped and most cluster-like report; the rest are too specific or unrelated to serve as a better canonical duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Different bugs: multi-label classification example returns empty results, while the other is a pipeline() v5 translation-task error message issue." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Both mention Qwen3.5, but one is a SigLIP2 implementation discrepancy and the other is an image-specific infinite loop; not the same defect." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Different code paths: qwen3_omni_moe feature-extract length helper vs flex_attention aux-request version check." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Unrelated model areas and symptoms: example-script classification output vs SigLIP2 implementation mismatch." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure is not the same as a stale warning emitted by paged generate()." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Import error for transformers.onnx versus a LayoutLMv3 error-message clarity issue; different functionality entirely." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression is broad and version-related, but the other is a Qwen3 offset_mapping bug; not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related regressions, but one is a specific missing symbol and the other is a broad multi-import failure report; not the same concrete fix." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both affect tokenization, but one is offset_mapping in Qwen3 and the other is incorrect Deepseek tokenization; different model-specific issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is distinct from Gemma4 building causal masks when bidirectional attention is requested." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling is unrelated to flash_attention.py crashing on s_aux=None for sink-less models." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "TF not included in pip install '.[torch]' is a packaging/backend issue, not a Python 3.14 import failure." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states on nonzero ranks in training is unrelated to missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Documentation still referencing pipeline() is not the same as the incorrect PyTorch version check for AuxRequest import." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode and incorrect LLM output under pipeline parallelism are different runtime behaviors and code paths." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batch shape bug is unrelated to AutoProcessor crash when torchvision is missing." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Both involve generation/Qwen3.5, but one is invalid GenerationConfig and the other is flash-attention generation failure; different root causes." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization inconsistency is unrelated to NaNs in classification heads upon checkout/init." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Released-version pinning problem for PEFT is unrelated to the AuxRequest PyTorch version check." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling does not match the Mistral regex patch crash on missing backend_tokenizer." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads is unrelated to CI dtype mismatches for SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenizer behavior changed across versions is unrelated to a noisy logging message." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing attn_qkv/attn_gate projections in qwen3next layer 0 is unrelated to Qwen3.5 Moe from_pretrained loading error." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "init_empty_weights TypeError from unexpected _is_hf_initialized argument is unrelated to PretrainedConfig type-checking breakage." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention_3 degenerate training is not the same as Qwen3.5 save_pretrained producing incorrect checkpoints." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug is unrelated to TokenizersBackend not updating post-processors when special tokens change." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols/modules and different fixes." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Broken vitpose models are unrelated to the backend mapping error for tensorflow_text." + } + ] + }, + "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": 18, + "review_unit_index": 44, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44877", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46231" + ], + "soft_pairs": [ + "issue:43408|issue:43742", + "issue:44877|issue:46231", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:43066|issue:43122", + "issue:44964|issue:45278", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:42371|issue:44261", + "issue:42222|issue:45542", + "issue:43012|issue:43577", + "issue:44410|issue:45478", + "issue:42175|issue:42222", + "issue:38617|issue:44220", + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:41628|issue:45071", + "issue:44263|issue:44485", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:44263|issue:46172", + "issue:43012|issue:43408", + "issue:44360|issue:46172", + "issue:44484|issue:45478", + "issue:43441|issue:44829", + "issue:42371|issue:42831", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:44117|issue:44987" + ], + "prepared_review_unit_hash": "1e2c806f15b481354ffe1ab89caacc6c2ee8ef5233d9f9411c33f83670ef051d", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly share broad themes like imports, model loading, tokenization, or numeric precision, but not the same concrete bug or code path. I would not merge any of the suggested pairs as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue truly fits this set; the items span distinct regressions. If forced to pick the broadest umbrella, issue 45278 is the closest because it covers many import failures after upgrading, but it still does not subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best representative only in a very loose sense because its title is broad enough to describe a class of upgrade-related import breakages. It is not a true duplicate hub for the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading problems: SAM3 type mismatch warning vs MobileLLM key error." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "One is a config-loading strictness bug; the other is a docs parameter-name mismatch." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: shard-size behavior in save_pretrained vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different layers of failure: GenerationConfig validation vs unrecognized model/config loading." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both tokenizer-related, but one is decoder-type metadata and the other is changed tokenization output; too weak to treat as the same bug." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Specific Phi-4 multimodal load failure vs a broad report of many import errors after upgrade." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Different API paths and symptoms: general chat/completions rejection vs streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Separate optimizer bugs: SGD args ignored vs optimizer.step being called twice with deepspeed." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API warning and MLA RMS-ep precision issue are different numeric/config regressions." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "VitPose model breakage is unrelated to the missing-TensorFlow backend error." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision, but one is a compile warning and the other is incorrect dtype propagation when loading Blip2." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model bugs: missing projections in qwen3next vs a Qwen3.5 MoE load error." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow extra-install issue and broken VitPose models are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation is unrelated to the fbank feature-extraction issue." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "A removed config field and unexpected position-id keys are different migration regressions." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-processor method vs MLA layernorm epsilon precision error are different subsystems." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are separate API regressions." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "GlmMoeDsaIndexer torch.split behavior and GLM-5 RoPE implementation are distinct internal bugs." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type checking and undefined tf backend errors do not share a concrete code path." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in dataloader threads vs Qwen3.5 flash-attention generation failure are different runtime bugs." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "43906 is a reproduction of another issue, but it is not the same as a Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "Different model internals: torch.split return handling vs a comb.to(dtype).transpose bug." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A bfloat16 compile warning is unrelated to the sam3_video/sam3_tracker type warning." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "DSA indexer missing ReLU and deepseek-v4 dtype/transpose are unrelated changes." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "save_pretrained shard-size behavior and Qwen3.5 MoE loading error are not the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral-3 failure and the other is degenerate training in sequence classification; not the same code path." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 configuration warning and FineGrainedFP8 accuracy regression are different precision issues." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL model failures with different symptoms and likely different root causes." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings behavior and gguf_file loading breakage are separate regressions." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None and a model-loading failure for physical-intelligence/fast are different issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 45, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43408", + "issue:43502", + "issue:43550", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44704", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45103", + "issue:45200", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45440", + "issue:45561", + "issue:45588", + "issue:45859", + "issue:46050", + "issue:46172", + "issue:46231", + "issue:46298" + ], + "soft_pairs": [ + "issue:44933|issue:46231", + "issue:43874|issue:44263", + "issue:43408|issue:44368", + "issue:43976|issue:44945", + "issue:43986|issue:44484", + "issue:45440|issue:46172", + "issue:43097|issue:46050", + "issue:43097|issue:45588", + "issue:43064|issue:44315", + "issue:42673|issue:45200", + "issue:38617|issue:42757", + "issue:44062|issue:44117", + "issue:44410|issue:45375", + "issue:42890|issue:46298", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:38617|issue:44351", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:44704|issue:45103", + "issue:43986|issue:44117", + "issue:42617|issue:45341", + "issue:43066|issue:43906", + "issue:43986|issue:45372", + "issue:43986|issue:45290", + "issue:45341|issue:45588", + "issue:43208|issue:43550", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:43992|issue:44484" + ], + "prepared_review_unit_hash": "1494d8f79a16cc1d33762fe8575d9b130fa55154b7f9a9d3cce5b50f643195c9", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37524, + "estimated_input_tokens": 9381, + "estimated_eval_tokens": 19018 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate pairs look like the same underlying bug/change. The soft matches are mostly superficial title-level similarity across different subsystems, error types, or unrelated docs/test issues. Best representative issue is the broad open quantization/offloading bug.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the broadest, currently open, user-impacting runtime bug in the set, with multiple references and a clear actionable failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best standalone issue to keep as the representative: it is open, broadly scoped, and tied to concrete behavior rather than a narrow import/warning/docs problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:46231", + "accept": false, + "reason": "Nonexistent import error vs documentation parameter-name mismatch; unrelated problems." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM failures in different paths: image patch counting vs torch.split return handling." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "SAM model-type warning vs tie_word_embeddings warning; different models and causes." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python compatibility/install issue vs incorrect pipeline-parallel output; unrelated failure modes." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Missing torchvision crash in AutoProcessor vs save_pretrained shard-size question; no shared bug." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek model bugs in separate code paths and model versions." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed config field vs quantization serialization/deserialization breakage; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Removed config field warning vs flash-attention sink-less crash; unrelated behavior." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP/PEFT optimizer state corruption vs Liger-kernel application with model_init; different training issues." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in threaded dataloaders vs missing multimodal token IDs default; distinct bugs." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Two different missing imports from different modules and dependency layers." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword collision vs tokenizer mapping None-handling; separate tokenizer bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing Qwen projections vs missing config field silently dropped; different model/config issues." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Seed-related flaky test failure vs noisy logging message; not the same underlying problem." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe issue vs qwen3next missing projections; different models and code paths." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Model weight-shape mismatch on load vs missing projections in qwen3next; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leakage vs missing embed_tokens weight on load; different loading bugs." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Missing import of layer_type_validation vs missing HybridCache import; only superficially similar." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "Testing utility bug vs CPU-offload incompatibility in rotary embedding; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Removed tie_embeddings config issue vs quantization offloading failure; different affected paths." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "RMS norm epsilon precision discussion vs GLM RoPE implementation; different math/config topics." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model loading regression vs testing_utils bug; no shared code-path problem." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwargs forwarding bug vs auto-docstring annotation parsing crash; unrelated." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Processor loading without torchvision vs tokenizer mapping None handling; distinct subsystems." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel execution failure vs testing utility bug; unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs isolated reproduction of another issue; not the same concrete bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Missing torchvision dependency crash vs mistral_common ReasoningEffort import break; different import failures." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Processor loading crash vs chat-template tokenization crash; different code paths." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utility bug vs flash-attention sink-less crash; no overlap beyond being bugs." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers vs Bamba torch.compile/SDPA failure; different models and causes." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both mention testing utilities, but one is a minor bug and the other is an xdist race; not the same failure." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor loading crash vs testing utility bug; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weights on load vs max_shard_size documentation/behavior question; 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": 18, + "review_unit_index": 46, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43618", + "issue:43673", + "issue:43761", + "issue:43792", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43901", + "issue:44038", + "issue:44162", + "issue:44222", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45276", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:45698", + "issue:45712", + "issue:45753", + "issue:46077", + "issue:46123", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46298" + ], + "soft_pairs": [ + "issue:43012|issue:43550", + "issue:43825|issue:44655", + "issue:43012|issue:44368", + "issue:45712|issue:46298", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43097|issue:46298", + "issue:44162|issue:46172", + "issue:43792|issue:46123", + "issue:44938|issue:46178", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:44222|issue:45478", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:45600|issue:46298", + "issue:38617|issue:43502", + "issue:45698|issue:46172", + "issue:44038|issue:44230", + "issue:43673|issue:46123", + "issue:44483|issue:45290", + "issue:43064|issue:44380", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:43066|issue:46209", + "issue:36683|issue:43475", + "issue:45276|issue:46077", + "issue:42994|issue:44655", + "issue:43901|issue:44655" + ], + "prepared_review_unit_hash": "84a7b1646435ef549dc13a0496da8ef5ce58ae7170e80d4d836d2630b00cca52", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36321, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The pairs are mostly superficial title-similarity matches, not the same underlying bug or change. I found no safe duplicate merges among them.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated regressions, import errors, model-specific bugs, and docs/UX issues, so there is no safe duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must represent the set, issue:45698 has the strongest activity signal, but it still does not unify the cluster and is not a true canonical duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Compile warning vs a torch.compile+SDPA failure; different code paths and symptoms." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-message wording issue vs pipeline serialization failure; unrelated bugs." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both mention warnings, but one is a bfloat16 compile warning and the other is a Qwen fine-tuning config warning." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Left is leftover dummy-class cleanup; right is noisy logging. Not the same bug." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Quantized/dequantized model save failure vs Pipeline.save_pretrained failure; different objects and paths." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Save/export bug vs an inference infinite-loop bug; no shared underlying defect." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed API compatibility issue vs generic logging noise; unrelated." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage vs a DeepSeek tensor operation bug; different models and failures." + }, + { + "left": "issue:43792", + "right": "issue:46123", + "accept": false, + "reason": "Whisper load failure vs partial-batch dropping in MaskGenerationPipeline; different code paths." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 import/load issue vs backend-mapping validation error; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Server /v1/chat/completions rejection vs Qwen2.5-VL chat-template batching crash; different failures." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs vs BeitImageProcessorFast label reduction; no shared concrete defect." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 save_pretrained problem vs Qwen3.5-MoE from_pretrained load error; both MoE-related but distinct." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "PyTorch warning during compile vs flex_attention compile failure; not the same bug." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Local-path trailing-slash import warning vs bfloat16 compile warning; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "huggingface_hub import error vs transformers model import error; different missing symbols." + }, + { + "left": "issue:45600", + "right": "issue:46298", + "accept": false, + "reason": "Broken auto_mappings CI references vs generic logging noise; not the same underlying issue." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing import from configuration_utils vs unintended network access with local_files_only=True; unrelated." + }, + { + "left": "issue:45698", + "right": "issue:46172", + "accept": false, + "reason": "Custom module reload/save mismatch vs DeepSeek tensor op failure; different subsystems." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression vs FP8 inference-support request; not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Generation cache missing in v5 vs final partial-batch result loss; different functionality." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat-completions endpoint rejection vs assistant tool-call template crash; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP/PEFT optimizer-state bug vs GPT2 attention-scaling being ignored; different paths." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Missing CLIPOutput attentions assignment vs CLIPVisionModel hidden_states regression; separate output fields." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading breakage vs state_dict sorting load error; not the same failure." + }, + { + "left": "issue:43066", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer decoder type regression vs FP8 inference failure on B200; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Gemma3Config vocab_size attr missing vs SAM3 video output attr missing; different model families and bugs." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Embedding resize not propagating vs bidirectional-attention mask construction; different Gemma4 issues." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure vs saving Pipeline objects; both save-related but not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs behavior mismatch vs Pipeline.save_pretrained failure; 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": 18, + "review_unit_index": 47, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43525", + "issue:43575", + "issue:43611", + "issue:43618", + "issue:43867", + "issue:43881", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44117", + "issue:44242", + "issue:44246", + "issue:44355", + "issue:44380", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44938", + "issue:45216", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45753", + "issue:46077", + "issue:46082", + "issue:46132", + "issue:46202", + "issue:46285" + ], + "soft_pairs": [ + "issue:36010|issue:42757", + "issue:44625|issue:46077", + "issue:43352|issue:43937", + "issue:43611|issue:44655", + "issue:43867|issue:45216", + "issue:46077|issue:46082", + "issue:43502|issue:44485", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:44380|issue:46132", + "issue:36683|issue:43881", + "issue:43906|issue:45753", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:43867|issue:46202", + "issue:43867|issue:45375", + "issue:44380|issue:45479", + "issue:43352|issue:44380", + "issue:36683|issue:44117", + "issue:41669|issue:44246", + "issue:43618|issue:44380", + "issue:43097|issue:43352", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:43867|issue:45357", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:43618|issue:46285" + ], + "prepared_review_unit_hash": "9d5dc177862e5aa74f80f82034720fc16981e459c6e07903259f58549f6714b7", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38139, + "estimated_input_tokens": 9535, + "estimated_eval_tokens": 19326 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports. The only clear duplicate-like pair is the import-time slowdown reports (41669/44246); the rest differ by model, API, or failure mode.", + "confidence": 0.93, + "canonical_issue_reason": "issue:41669 is the most concrete root-cause report and directly matches the only accepted duplicate-like pair: slow `transformers` import due to `import *` usage in models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41669 is the best representative issue because it names the specific performance regression and likely fix target, whereas 44246 is the broader symptom report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols (`AutoModel`/PyTorch vs `is_offline_mode`/huggingface_hub) and different root causes." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Different models and bugs: Qwen3.5 label propagation vs Gemma4 attention-mask construction." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Both are model-loading/runtime errors, but one is FlashAttention support for Nemotron and the other is an invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "`base_model_prefix` loading regression and pipeline save_pretrained are unrelated code paths." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both affect saving/loading, but one is state_dict ordering/model load failure and the other is an incorrect Qwen3.5 checkpoint save regression." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Gemma4 attention-mask logic and LlamaConfig head_dim validation are different issues." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local-files-only network leakage and GLM-5 RoPE discussion are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Similar shape of bug, but different models and missing config fields (`vocab_size` vs `pad_token_id`)." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP attentions regression and Qwen3.5 save_pretrained checkpoint corruption are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different failure modes: missing config attribute versus MoE load-balance loss omission." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "One is backend-specific attention scaling, the other is behavior change in AttentionInterface.register." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Different models and symptoms; Gemma3Config missing vocab_size is not the same as glm-4v-9b loading failure." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "An isolated reproduction of an older issue and a Qwen3_5 image loop bug are different problems." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL MoE loading failure and Qwen3_5 infinite-loop generation are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for a model and Python-version compatibility are distinct issues." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different models and missing weights/config path; both loading problems but not the same concrete bug." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both mention attention backends, but the model-specific FlashAttention failure and GPT2 attention scaling regression are different code paths." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Same broad topic (Qwen/FlashAttention complaints) but different model/version and failure details." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and Python 3.13 `torch.jit.script` parsing failure are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "State_dict-sorted load failure and Gemma pipeline roundtrip on `\u2581` are different bugs." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Load-order issue versus Qwen3.5 config field being dropped by `@strict`; different underlying causes." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug and single-label classification zero-loss bug are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both touch attention code, but they target different models and distinct backend behaviors." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Missing config attr in one model and tokenizer mapping None-handling in another are not the same issue." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Both report slow `transformers` import; 41669 identifies the likely cause (`import *` in models) and 44246 reports the same slowdown symptom." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "CLIP attentions regression and CLIP text-model structural inconsistency are related only by model family, not by the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 41669/44246, is plausibly the same import-slowdown bug, and the remaining soft-edge rejections do not overclaim equivalence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 18, + "review_unit_index": 48, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44112", + "issue:44222", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45375", + "issue:45440", + "issue:45468", + "issue:45478", + "issue:45600", + "issue:45656", + "issue:45850", + "issue:46132" + ], + "soft_pairs": [ + "issue:43618|issue:44857", + "issue:44655|issue:44938", + "issue:43618|issue:44977", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:43502|issue:44062", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:44222|issue:45125", + "issue:43576|issue:46132", + "issue:42548|issue:44351", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:30990|issue:31795", + "issue:43723|issue:44556", + "issue:43502|issue:44222", + "issue:42831|issue:43874", + "issue:43010|issue:45850", + "issue:43502|issue:44961", + "issue:43010|issue:44368", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44315|issue:44360", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:33453|issue:36296", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:44961|issue:45468" + ], + "prepared_review_unit_hash": "a2d24a2b7dd065fa1437c93c451225456e26c259edf958004a70dd5e1bc122c3", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38612, + "estimated_input_tokens": 9653, + "estimated_eval_tokens": 19562 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is broadly heterogeneous: most items are unrelated v5 regressions, import errors, loading issues, or test/docs complaints. I don\u2019t see any soft pair that clearly shares the same concrete underlying bug or fix path.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set, covering the general v5 upgrade/import-breakage theme better than the more specific symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most triage-useful anchor because it is broad, upgrade-focused, and closest to a reusable umbrella for related regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "Different failures: a missing CLIPOutput attentions assignment vs an AMP/CUDA loss crash in LwDetrImageLoss." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "One is Pipeline.save_pretrained, the other is Python 3.14 import/load failure; no shared code path." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different model paths and symptoms: CLIP output fields vs Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer/ReLU discussion is unrelated to DeepseekV3MoE behavioral divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ integration test is unrelated to loading microsoft/Phi-4-multimodal-instruct." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage and AddedToken argument duplication are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI issues: missing set_seed in SamHQ tests vs a stale GraniteSpeech device override test." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test seeding flakiness and auto_mappings.py references to removed configs are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained on MoE and missing _tp_plan for Qwen3_5MoE are different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "Broken `transformers env` CLI and AttentionInterface.register behavior change are separate areas." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export breakages." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and a Chinese report about slower filtering after upgrade are not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is tensor-parallel planning and the other is from_pretrained loading; too different to merge." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow job-status reporting and tokenizer-loading regression are unrelated subsystems." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "CUDA reserved-memory/OOM under int4 quantization is not the same as checkpoint reload failure after upgrade." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing deepstack_visual_indexes are distinct Qwen3_5Moe issues." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer no_grad decoration is unrelated to broad import errors after upgrade." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck Sentence Transformers loading is not the same as a documentation clarification issue." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer AutoTokenizer.from_pretrained failure and checkpoint reload regression overlap on loading, but not the same concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Unexpected network calls and FP8 MoE save_pretrained are different code paths." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and a missing image-processor method causing token-count errors are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "No-grad decoration for update methods and a generic report that v5 breaks many models are not the same issue." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local_files_only network requests and an empty 'racoon' issue have no apparent connection." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() after removals is unrelated to the 'racoon' placeholder issue." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors and PreTrainedConfig type-checking regressions are different problems." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file execution errors are unrelated to saving Pipeline objects." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application with model_init and a DSA indexer/ReLU discussion are different topics." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 90B Vision model loading breakage are both loading-related but not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading and checkpoint reload failures after upgrade are distinct model-specific regressions." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing `is_offline_mode` import and broken `transformers env` CLI are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI breakage and PretrainedConfig type checking are different surfaces and code paths." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression is unrelated to tensor-parallel training bugs." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "No-grad cache updates and a tie_word_embeddings warning in Qwen3.5 LoRA are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion about forward arguments and an ImportError for layer_type_validation are not the same underlying bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "A placeholder/empty issue and a Gemma-4 audio positional-encoding bug are clearly 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": 18, + "review_unit_index": 49, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46209", + "issue:46218" + ], + "soft_pairs": [ + "issue:44222|issue:44230", + "issue:43010|issue:43976", + "issue:43576|issue:44938", + "issue:41628|issue:42548", + "issue:44908|issue:44961", + "issue:44315|issue:46209", + "issue:36296|issue:43901", + "issue:36296|issue:43526", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:43576|issue:44556", + "issue:44373|issue:44961", + "issue:44393|issue:45753", + "issue:43525|issue:45850", + "issue:41669|issue:43673", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:45362|issue:45850", + "issue:41669|issue:46218", + "issue:44246|issue:44273", + "issue:42890|issue:44908", + "issue:43408|issue:44315", + "issue:44704|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:45278|issue:45850", + "issue:43673|issue:44492" + ], + "prepared_review_unit_hash": "fad3bec65d8fd622d60d8b2359c89700bde351daac2721063993745f70a678c7", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37406, + "estimated_input_tokens": 9352, + "estimated_eval_tokens": 18960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly about Transformers v5 import/lazy-loading regressions and related API compatibility issues. There are no PRs in the set. I would anchor the cluster on the broad lazy-loading/import symptom report, while treating the soft pairs as mostly similar-but-not-duplicate edge cases.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44273 is the broadest and most central report here: it describes lazy loading being broken, which plausibly underlies several of the import-related failures in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44273 is the best issue to represent the cluster because it captures the shared failure mode at a high level, not just one specific symbol or model.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about save_pretrained and the other about inference support; different concrete failures." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no_grad and Python version incompatibility are unrelated bugs." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "Both are version/load problems, but one is the v5 env command and the other is Python 3.14 import/load failure; too different." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are top-level import errors, but they target different missing symbols and there is not enough evidence they are the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated generic issue title are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Liger Kernel application and FP8 inference on B200 are separate code paths." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor parallel training and pipeline docs are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "A specific processor.save_pretrained file bug and a generic bug report do not indicate the same underlying issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading regressions and missing TensorFlow backend handling are different problems." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Generic Qwen3-VL/MoE breakage and missing tensor-parallel plan are not the same concrete defect." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import-time behavior, but unsafe sys.modules access is a different root cause than lazy loading not working properly." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output errors and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "Both are FP8/MoE-adjacent, but inference support and a weight conversion question are not the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both involve version upgrades, but the env command breakage and checkpoint reload incompatibility are different issues." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "A docstring typo and an unrelated issue title are not duplicates." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "2D bounding-box output errors and an infinite-loop image case are different failures in the same model family." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific pad_token_id missing in Llama4Config vs a vague 'breaks too many models' report; not the same concrete bug." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star cleanup/performance and missing GenerationMixin cache during chunked prefill are different problems." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility complaints, but one is general checkpoint reload failure and the other is remote-code/meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "A missing pad_token_idx regression is too specific to be the same as a broad 'many models break' report." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Qwen3.5 chat crash and a broad v5 breakage report are not the same underlying defect." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import performance cleanup and failure to import a specific model module are not the same bug." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import timing and broken lazy loading may be related, but the evidence is not strong enough to treat them as duplicates." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Test flakiness from missing set_seed and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning during sam3 instantiation and Liger Kernel application are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are different APIs." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support error for Nemotron and Qwen3-VL bbox hallucination/error are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version incompatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and a generic bug report are not the same defect." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Env command breakage and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error and generic bug report are not the same issue." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star cleanup and HybridCache import failure are different symbol/export problems." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance cleanup and a testing_utils bug are unrelated." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Many import errors after upgrade and a vague 'breaks too many models' report overlap broadly, but not enough to prove the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked prefill cache behavior and a typo in cache strategies 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": 18, + "review_unit_index": 50, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44077", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45478", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46143", + "issue:46144", + "issue:46172", + "issue:46218" + ], + "soft_pairs": [ + "issue:46143|issue:46144", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44492", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:43576|issue:46218", + "issue:43827|issue:44492", + "issue:46018|issue:46172", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:45850|issue:46218", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:43606|issue:45468", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:43572|issue:44861", + "issue:41669|issue:44998", + "issue:43066|issue:44998" + ], + "prepared_review_unit_hash": "c116c538ccd78e8981ae4674ddde9cf9118b64f6ac882f44255f77de003f9490", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 44, + "serialized_chars": 40118, + "estimated_input_tokens": 10030, + "estimated_eval_tokens": 20316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a heterogeneous mix of unrelated Transformers issues; none of the soft pairs look like true duplicates. The strongest commonality is broad v5/model-loading regression chatter, but it is not coherent enough to merge into one canonical bug.", + "confidence": 0.89, + "canonical_issue_reason": "issue:45850 is the broadest umbrella report about Transformers v5 breaking many models, so it is the closest thing to a cluster anchor, though the cluster is still too mixed for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most representative high-level complaint in the set, but it is too vague to be a precise duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Related RoFormer area, but one is missing kwargs passthrough and the other bypasses the attention interface; not the same concrete bug." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "One is a specific GLM46V attribute error; the other is a broad meta-complaint about many v5 regressions." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3.5-VL problems: bounding-box output error vs from_pretrained failure." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility/versioning issue vs missing Qwen3_5 import; different failure modes and likely different fixes." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "PatchTSMixer post_init policy change vs tied-weights key crash; unrelated code paths." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs referencing pipeline() vs scheduler kwargs ignored; no shared bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Confusing forward docs and tokenizer loading regression are both about usage/loading, but not the same underlying defect." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star performance issue vs cache-strategy typo; clearly different." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger kernel not applied with model_init vs Flash Attention 3 training degeneration; different mechanisms." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API settings guidance vs cache strategy typo; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken transformers env command vs lazy loading malfunction; different surfaces and causes." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue vs tied weight key AttributeError; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Both mention MLA/DSA-ish internals, but one is a missing ReLU in the indexer and the other is Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs Qwen3.5 MoE from_pretrained error; no concrete overlap." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior vs scheduler kwargs handling; separate features." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Broken env CLI vs missing Qwen3_5 import; unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs/pipeline references and a cache-strategy typo do not describe the same defect." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "DeepSeek-V4 gating issue vs a tensor conversion/transpose bug; different model code paths." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are distinct multimodal/model-internal bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp bug vs scheduler kwargs bug; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star slowdown and VRAM leak in dataloader threads are different issues." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Docs confusion vs Llama 3.2 Vision model loading regression; not duplicates." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Both are around loading/docs, but one is slow checkpoint loading and the other is forward-API documentation confusion." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model families and bugs: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak in multithreaded dataloading vs RoPE implementation bug; no overlap." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Continuous batching audio-model support vs DeepSeek-V4 weight conversion/readability question; different topics." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Broad v5 breakage complaint vs a specific missing Qwen3_5 import error." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network-leak issue vs Qwen3VL timestamp calculation bug; distinct." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API settings guidance vs multithreaded VRAM leak; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math bug vs processor.save_pretrained missing files; different save/load areas." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation in a processor vs VRAM leak under dataloader threads; no shared root cause." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star performance issue vs unrelated placeholder issue title 'Unemployment'." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Wrong tokenizer decoder type vs unrelated placeholder issue title 'Unemployment'." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs unrelated placeholder issue title 'Unemployment'." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weight key AttributeError vs chat template crash on tool-call assistant messages; different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in config vs tied-weight key crash; not the same defect." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak in threads vs unrelated placeholder issue title 'Unemployment'." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in config vs tied-weight key crash; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star performance issue vs unrelated placeholder issue title 'Unemployment'." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder type bug vs unrelated placeholder issue title 'Unemployment'." + } + ] + }, + "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": 18, + "review_unit_index": 51, + "review_unit_count": 51, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-437", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:37934", + "issue:38617", + "issue:42936", + "issue:43240", + "issue:43298", + "issue:43668", + "issue:43717", + "issue:43813", + "issue:44031", + "issue:44230", + "issue:44623", + "issue:44998", + "issue:45310", + "issue:46018", + "issue:46144", + "issue:46218" + ], + "soft_pairs": [ + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44998|issue:46218", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031", + "issue:42936|issue:43240", + "issue:43240|issue:46144", + "issue:42936|issue:44031", + "issue:42936|issue:46144", + "issue:42936|issue:43813", + "issue:43240|issue:43668", + "issue:43668|issue:43813", + "issue:37934|issue:43668", + "issue:42936|issue:43668" + ], + "prepared_review_unit_hash": "2c20a396467164677e5f7dfd48e2f8706d75c3aee660c71077af405b90b41163", + "component_budget": { + "node_count": 437, + "item_count": 437, + "soft_pair_count": 1611, + "serialized_chars": 834644, + "estimated_input_tokens": 208661, + "estimated_eval_tokens": 417578 + }, + "budget": { + "node_count": 20, + "item_count": 20, + "soft_pair_count": 20, + "serialized_chars": 17052, + "estimated_input_tokens": 4263, + "estimated_eval_tokens": 8782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similarity pairs overlap only on broad model/loading/tokenizer language, not the same concrete bug or change. No pair is a safe duplicate match.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Checkpoint loading slowness and an ImportError in configuration_utils are unrelated code paths." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support for Qwen models is unrelated to missing files from processor.save_pretrained()." + }, + { + "left": "issue:44998", + "right": "issue:46218", + "accept": false, + "reason": "These titles describe unrelated problems; one is nonsensical/off-topic, the other is a Qwen import failure." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow job-status reporting after failure is unrelated to slow from_pretrained checkpoint loading." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load performance and tensor-parallel training bugs do not describe the same failure." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 support for inference and the other is a from_pretrained regression." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and tokenizer-loading regression are different bugs." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models is unrelated to FP8 Qwen model support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Mamba init_weights behavior and RoFormer attention-interface usage are different implementation issues." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Mask2former ignore_value handling and DeepSeek-V4 shared-expert gating are unrelated model-specific bugs." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint typo is not the same as tokenizer regex warning behavior." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Ignoring a Mask2former value and kwargs not reaching loss calculation are different defects." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Loss-function kwargs propagation has no overlap with RoFormer attention implementation." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "These are unrelated: Mask2former ignore_value handling versus tokenizer regex warnings." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2former ignore_value and RoFormer attention-interface problems are different subsystems and bugs." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A Mask2former loss-value issue is unrelated to a typo in quantization_operation." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Loss kwargs propagation and a ModernBERT type-hint issue are not the same change." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type annotation and a typo in another symbol name are distinct issues." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMSNorm semantics for Llama4TextL2Norm are unrelated to ModernBERT norm_eps typing." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2former ignore_value handling does not match a ModernBERT config type-hint bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 18, + "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-10519-3", + "nodes": [ + "issue:10519", + "issue:11005", + "issue:11307" + ], + "soft_pairs": [ + "issue:10519|issue:11307", + "issue:10519|issue:11005", + "issue:11005|issue:11307" + ], + "prepared_review_unit_hash": "cc6db42238218ac85a7ca0fa9d7062c8d3b4ccdbd63edc62ce2bf8dcc44c55d1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2877, + "estimated_input_tokens": 720, + "estimated_eval_tokens": 1696 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are about unrelated feature requests in different parts of the library: token truncation behavior, scheduler functionality, and Wav2Vec2 word timing offsets. They do not describe the same underlying bug or change, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the titles and descriptions point to three distinct requests with different code paths and goals.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue candidate because there is no duplicate set here; each issue targets a different feature area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Truncation option request and Wav2Vec2 timing offsets are unrelated feature requests in different components." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Token truncation behavior and ReduceLROnPlateau-like scheduler functionality are separate problems with no shared code path." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "Scheduler feature request and Wav2Vec2 word offset request concern different subsystems and do not look like the same change." + } + ] + }, + "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": 18, + "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": "838e9e84a34f8b21d4da7ea1d262d0adfc6047e50ef5e565f7fc4833d694b693", + "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": "No clear duplicate cluster: 13244 is unrelated, and 15980 vs 16618 only overlap at a broad \"model loading/download\" level. The private-model auth/error-message report and the generic \"can't load bert-base-uncased\" report do not look like the same underlying bug.", + "confidence": 0.89, + "canonical_issue_reason": "No strong canonical duplicate stands out; if forced, 16618 is the broadest issue, but it does not clearly subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "16618 is the most general and central of the three, but it still appears to describe a different failure mode than 15980 and is unrelated to 13244.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different topics entirely: Tapas tokenization vs. model loading failure. Same broad library, not the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both concern model download/load errors, but 15980 is specifically a private-model login/auth error while 16618 is a generic inability to load bert-base-uncased; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 18, + "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": "7ab7a7b3204dfa2d2d0d2ea2b6df2c57fdb6e6eda22129df32fcc548feaa0adb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community-contribution issues for different features: Flash Attention 2 support vs GGUF support. They share only a generic contribution framing, not the same underlying bug or change request.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested capabilities and code paths: Flash Attention 2 architecture support is unrelated to GGUF support. Similar wording about community contributions is too broad to treat as a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 18, + "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-27088-8", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:46222", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:38435", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:38435", + "issue:28936|issue:44370", + "issue:38435|issue:44370", + "issue:38435|issue:46222", + "issue:38435|issue:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:46222", + "issue:43834|issue:44365", + "issue:43834|issue:46226", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:46222|issue:46226" + ], + "prepared_review_unit_hash": "940aaa18b4ee3a8962be8e8fc31f23c076d542695a415d37a3210c24adee3c04", + "component_budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13686, + "estimated_input_tokens": 3422, + "estimated_eval_tokens": 7100 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 25, + "serialized_chars": 13686, + "estimated_input_tokens": 3422, + "estimated_eval_tokens": 7100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is dominated by i18n translation-request issues. The explicit language-specific issues are clearly separate requests, and the templated placeholder issues are too ambiguous to safely merge without a concrete language target.", + "confidence": 0.68, + "canonical_issue_reason": "issue:46222 is the newest open issue and the best representative of the repeated i18n translation-request template in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:46222 is the most current open issue among the near-identical templated entries, so it is the best single representative if one issue must anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language-request issue versus a templated placeholder entry; no explicit target or shared artifact evidence that they are the same request." + }, + { + "left": "issue:27088", + "right": "issue:46222", + "accept": false, + "reason": "Turkish translation request does not match the ambiguous templated entry as a concrete duplicate." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; similarity is only at the generic i18n translation-template level." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Distinct translation request; the shared wording is too broad to treat as the same issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Turkish and Romanian translation requests are separate issues, not the same underlying change." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish are different language targets, so this is not a duplicate." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish request versus an ambiguous templated entry; no concrete evidence of the same underlying issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; the overlap is only the generic i18n docs template." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are separate issues." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Spanish request does not match the templated entry as a clear duplicate." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian request versus a generic template entry; too little concrete evidence to merge." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Romanian translation request is a separate language-specific issue, not the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; the similarity is only template-level." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request and the placeholder-titled issue are not demonstrably the same bug/change." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Romanian and Thai translation requests are distinct issues." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both look like template-matched translation requests, but there is no concrete language target or issue linkage proving they are the same request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Near-identical template text is not enough here; this could still be a separate language request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Ambiguous placeholder issues with no explicit target language; reject as potential distinct requests." + }, + { + "left": "issue:43834", + "right": "issue:38435", + "accept": false, + "reason": "The explicit Romanian request is not proven to be the same as the placeholder-titled issue." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Extremely similar template text, but lacking a concrete target language or issue linkage, so do not merge." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Template similarity alone is insufficient to treat these as the same underlying issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder template issue and Thai-language request are not clearly the same request." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "These are only similar at the generic template level; no concrete evidence they are duplicates." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue versus Thai translation request; not a safe duplicate match." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": false, + "reason": "Placeholder-titled translation issue and Thai-language request are distinct enough that a duplicate merge would be unsafe." + } + ] + }, + "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": 18, + "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-36817-16", + "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", + "issue:46133" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133" + ], + "prepared_review_unit_hash": "67f4eb186b5a24dbb5e67d21309d24e4bfc19b207194024888954b222bf5b0d6", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 36, + "serialized_chars": 21658, + "estimated_input_tokens": 5415, + "estimated_eval_tokens": 11086 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a loose set of model-request issues across different modalities (text, vision, audio, ASR/TTS, detection). The titles are thematically similar, but none look like true duplicates of the same concrete request.", + "confidence": 0.31, + "canonical_issue_reason": "issue:42738 is the most generic, cross-cutting model-architecture request in the set and is the best broad anchor for the BERT-family subset, though the overall cluster is only loosely related.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42738 best represents the broad 'add support for a model/config variant' theme that loosely ties the cluster together.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different models and tasks: EuroBert config vs DEIMv2 object detection." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "Text model config request vs Qwen3 TTS support; same library area, different change." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config vs RF-DETR model; unrelated model families." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "Both are detection-related, but RF-DETR and DEIMv2 are distinct architectures and requests." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "Object detection model vs audio model request; not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR addition is unrelated to OpenAI weight-sparse transformer support." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "Detection model request vs Qwen3 ASR support; different modality and code paths." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "Detection model request vs Qwen3 TTS support; only broad topical overlap." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT text-model request vs Qwen3 ASR support; different model family and modality." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT addition and sparse-transformer support are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text model vs audio model; no shared concrete change." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR detection request and NeoBERT request are different model families." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT; both text-model-ish but distinct requests." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3 ASR support; different model and modality." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 support and sparse-transformer support do not target the same code path." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 vs ModernVBERT; both are model additions, not duplicates." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 request vs Voxtral TTS support; different model families and functionality." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 detection request vs Qwen3 TTS support; different underlying change." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT model addition vs Qwen3 ASR support; unrelated model targets." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3 TTS; same general area, not the same request." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT addition and BERT-like models with RoPE are not the same concrete model request." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE support request vs Voxtral TTS support; unrelated modalities." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3 TTS and Qwen3 ASR share a family but request different capabilities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Both are TTS-related, but Qwen3 TTS and Voxtral TTS are different models and changes." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "TTS support request vs DeepSeek-OCR2; different model class and use case." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support request vs sparse-transformer request; no same underlying bug/change." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "ASR support request vs audio model addition; related area but different model and implementation." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support request vs vision-language encoder request; different modality and code path." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "Audio model request vs SAM3-LiteText; distinct model families." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "TTS model request vs audio model request; not a duplicate." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer model request vs EUPE perception encoder request; unrelated models." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3 ASR support and weight-sparse transformer support are different changes." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "ASR support request vs Voxtral TTS support; same audio umbrella, different concrete request." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT text-model request vs Voxtral TTS support; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support request vs OCR model addition; different modality and code path." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "Both are vision-language encoder/pretraining requests, but EUPE and TIPSv2 are distinct models and not the same change." + } + ] + }, + "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": 18, + "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": "9b1b684bae0bfde421bb2e6658719c5fc885d026d41eb5478a35213bbc9049fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are not duplicates: one is about Set Block Decoding, the other about DeepSeek v3.2 support. They mention different product areas and different requested changes.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different underlying requests: decoding behavior vs model support; no indication they describe the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 18, + "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": "77bd21d27fdc318e321cc64bb1bf59dd8057cca98476f77e414092cbeff7ab08", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are only loosely related by Trainer customization, but they describe different problems: unused-column handling vs FLOPS estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43598 is the more concrete Trainer customization request; 43600 is a separate metrics/accounting concern.", + "canonical_pr_reason": null, + "best_issue_reason": "43598 is the better cluster representative because it is a specific, actionable Trainer behavior change rather than a broader estimation question.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying changes: one asks to revisit `remove_unused_column`, the other asks to account for custom trainers in FLOPS estimation. Shared Trainer context is too broad to treat as 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": 9, + "component_count": 18, + "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": "e02adba0bf8c1b93f20813215517dcb4e3d9e4d9b30e24d1674b2e5896965e9b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1611, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues request different Qwen-related enhancements: one for Qwen3-Omni auto-registration, the other for Qwen3.5 sequence classification support. They are related by model family but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader request and the better representative if a single issue must be chosen, but it does not duplicate issue 44405.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the more general auto-model registration request; issue 44405 is a separate, narrower head-support request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model variants and different capabilities requested: auto-registration for Qwen3-Omni vs sequence classification support for Qwen3.5." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 18, + "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": "7ec0fbd37750b201c40434c948a24af5ff4887e14431d59bfbbcfcefec1770cc", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4262, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "One outlier issue (\u201cFett\u201d) appears unrelated; the three \u201chuggingface\u201d issues are highly likely duplicates of the same sparse report and should cluster together.", + "confidence": 0.77, + "canonical_issue_reason": "Issue 43859 is the best representative among the duplicate-looking \u201chuggingface\u201d reports because it has the same title as the others and the only discussion activity in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "43859 is the strongest cluster anchor: same title as 43845/43846, similar minimal content, and slightly more activity than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no evidence of the same underlying problem; this does not look like the same report." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no shared concrete problem details; likely unrelated." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no concrete overlap beyond both being short issues." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title (\u201chuggingface \u201d) and near-identical sparse issue shape, so they likely describe the same underlying report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same title and very similar minimal metadata/body pattern; likely duplicate reports." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same title and near-identical sparse report structure; likely the same underlying issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 43835 has a different title, while 43845/43846/43859 all share the same title and similarly sparse metadata. The soft-edge acceptances for the three hugggingface issues are conservative enough given the identical titles and close similarity scores, and the choice of 43859 as canonical is supported by its extra discussion activity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 18, + "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": "9863e338842f69b97a7fd336923b6fc8153e1ae8dc27a4b2075d6e3453ad8125", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues do not appear to describe the same underlying bug or change; they are mostly spam/generic noise with no concrete shared problem statement.", + "confidence": 0.96, + "canonical_issue_reason": "No issue is a credible canonical: the titles are either spam, a generic documentation suggestion, or an unrelated promotional phrase, with no concrete bug description to anchor deduplication.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong best issue candidate exists for deduping this cluster; issue 44937 is slightly more substantive-looking by title, but it still does not indicate the same problem as the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like titles; no evidence they refer to the same real issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like titles; no shared concrete bug or change." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam, the other is a generic documentation suggestion; not the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam title vs unrelated promotional/title phrase; no duplicate signal." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation suggestion and spam are not the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation suggestion and spam are not the same issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam-like, but there is no evidence of the same underlying bug or change." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam title vs unrelated promotional/title phrase; no concrete overlap." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam title vs unrelated promotional/title phrase; no concrete overlap." + } + ] + }, + "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": 18, + "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": "bdb45e14b5ba358573eba1a8493b7435f7e562cdfc696a63b26dad55bbd55e4c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues have identical titles and strong body similarity, but there is not enough linking evidence to confidently treat them as a duplicate pair; #45145 is the best canonical representative.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is the better canonical issue because it was created slightly earlier and has an inbound reference, while matching the same title and highly similar content as #45151.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest issue representative for the cluster because it is the earliest matching report and already has a bit more discussion linkage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The evidence only shows the same title and a soft text-similarity signal; there are no shared files, explicit targets, or direct links to ground a confident true-duplicate claim." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the soft-edge verdict overstates the evidence. The packet supports only same title, similar size, and a soft_similarity signal (Jaccard ~0.63) with no shared files/targets or explicit links; it does not ground a confident \u2018true duplicate\u2019 or \u2018near-identical bodies\u2019 claim. The canonical issue choice is fine, but the duplicate verdict should be more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 18, + "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": 18, + "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": "66b7c7713c06921f91b625ff9e9e3f40ceb804acb03b06d9886d9d81aa28b4c1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1670, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related to 4-bit inference and quantization behavior, but they describe different failures and different code paths: one is a Gemma4 audio-module `torch.finfo()` TypeError on `uint8` weights, the other is a `BitsAndBytesConfig` skip-module regression that drops the default `lm_head` exclusion and triggers an AssertionError.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #45674 is the better representative because it is open, more directly framed as a configuration regression, and appears easier to track as an actionable bug report.", + "canonical_pr_reason": null, + "best_issue_reason": "#45674 is the best issue for the cluster since it names the specific 4-bit inference regression and likely reflects the active bug being investigated; #45672 is a separate, narrower Gemma4/audio failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit inference bugs, but the failures are different: `torch.finfo()` on `uint8` audio weights versus `llm_int8_skip_modules` clearing the default `lm_head` exclusion and causing an AssertionError. Shared subsystem alone is not enough to treat them as 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": 18, + "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": "afc1660cb246fe71680915d2acda69eab5ff7f51b4b6ba92e69994a4d302e209", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates; they are separate name/date entries with no shared technical content or linking evidence.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: both are unrelated, contentless personal-name entries with different names and dates.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a good duplicate anchor because there is no demonstrated underlying bug, feature request, or shared subject.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles only share a similar personal-name/date pattern; there is no evidence they describe the same underlying 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": 16, + "component_count": 18, + "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": "612a302576ebc80880c99e59aef076a38a83682ba4bbb2267d45dd7e522b57bd", + "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 closed issues have only superficial similarity in title structure and appear to be unrelated personal-name entries, not duplicates of the same bug or task.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Reject: the titles are different named entities with different dates and no shared problem description, targets, or repository context; this does 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": 17, + "component_count": 18, + "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-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "ee191d2f679a0c04688dec32200905a8e2c96cc943e3536b96f26465c81883c2", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1541, + "estimated_input_tokens": 386, + "estimated_eval_tokens": 1028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are unrelated: one requests a new Qwen3_5 token classification/value-model class, while the other asks for FP8 training support. No duplicate or same-change signal is present.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 45810 is the more specific, concrete feature request; 46295 is a separate training-capability request.", + "canonical_pr_reason": null, + "best_issue_reason": "45810 is the best representative issue because it names a specific missing model class and use case, making it more actionable than the broader FP8 training request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Different requests in different areas: model-class support vs FP8 training support. They do not appear to describe the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 18, + "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": "f09cd8f24015a8968014e1026d60e3fc907f8605274600ed68c149415ab35cfb", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5723, + "estimated_input_tokens": 1431, + "estimated_eval_tokens": 3118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains three separate issue topics: a dataset sales/sample post, an 'Example: Financial time series prediction with DataForge' pair, and a 'DataForge: Financial time series + scraping service' pair. Only the exact-title duplicates within the latter two topic pairs look like true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents the whole cluster because it mixes unrelated topics. If forced to pick one anchor, issue 45870 is the best representative of the exact duplicate 'Example: Financial time series prediction with DataForge' pair because it is the earlier, more active copy.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45870 is the best global issue anchor only in the narrow sense that it is one of the exact duplicates; however, the cluster overall is too heterogeneous for a strong single canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: dataset bundle/sample post versus an example walkthrough about financial time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: dataset bundle/sample post versus an example walkthrough about financial time series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact same title and essentially the same issue content; these are duplicate reports of the same example request." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related financial domain, but one is an example prediction writeup and the other is a scraping-service integration request; not the same underlying issue." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Related financial domain, but one is an example prediction writeup and the other is a scraping-service integration request; not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete requests: example prediction walkthrough versus scraping-service integration." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete requests: example prediction walkthrough versus scraping-service integration." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact same title and likely the same body; these are duplicate reports of the scraping-service request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Summary is grounded in the packet, and the duplicate/ non-duplicate pair judgments are conservative. The two exact-title pairs (45870/45871 and 45872/45873) are supported by identical titles and body lengths, while the cross-topic pairs are reasonably rejected based on the titles. The cluster-level summary correctly notes the heterogeneous mix of topics." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 30, + "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-39895-15", + "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:46048", + "pull_request:46267", + "pull_request:46268" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:44827|pull_request:46048", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:46048|pull_request:46268", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "9e852c7b0727c85710d7b3f2a7b9ce6eb9a55846191989be8de06cf1b2cf748f", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40300, + "estimated_input_tokens": 10075, + "estimated_eval_tokens": 20406 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 20, + "serialized_chars": 40300, + "estimated_input_tokens": 10075, + "estimated_eval_tokens": 20406 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only one soft duplicate looks real: the two `fixed_cross_entropy` PRs (43251 and 43254). The rest are unrelated model additions, refactors, docs, or kernel routing changes that share broad subsystems but not the same concrete bug/change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the cleaner representative of the duplicate pair: it has the explicit issue target (43240) and implements the same `fixed_cross_entropy` kwargs support as 43254.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall representative of the cluster because it is the only clear duplicate-fix pair, is tied to a tracked issue, and fixes a specific code path in `loss_utils.py`.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated work: VideoPrism model integration vs ExecuTorch dynamic-shape export test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Different bugs/features: Mistral tokenizer methods vs ExecuTorch export coverage." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Tokenizer API fix for MistralCommon is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs new MobileLLM model implementation; same area only broadly." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix is unrelated to MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different concrete changes: cross-entropy kwargs support vs Mistral4 test/debug changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "ExecuTorch dynamic-shape export test and Mistral4 test fixes are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "No shared underlying bug; export test vs model addition." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "MobileLLM model addition is unrelated to `cls.config` resolution order fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Different scope: new MobileLLM model vs Falcon output-capture refactor." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor is not the same change as adding a model-creation skill." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized output interface refactor and Mistral4 test fixes are different code paths." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fix vs CLIP-family `layrnorm`/`layernorm` rename; unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests and chat parsing updates are distinct changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test work is unrelated to adding the TDT loss kernel." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 tests vs config-resolution-order fix; different problems." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Test fixes for Mistral4 do not overlap with the model creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New MobileLLM model code is unrelated to the model-creation skill scaffolding PR." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46268", + "accept": false, + "reason": "Both touch hub-kernel plumbing, but they add different kernel routes for different purposes and are not the same concrete change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Near-duplicate `fixed_cross_entropy` fixes: both add support for passing kwargs like `weight` and `label_smoothing` into `nn.functional.cross_entropy`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, 43251/43254, is a genuine duplicate-fix match: both touch `src/transformers/loss/loss_utils.py`, both add `weight`/`label_smoothing` support to `fixed_cross_entropy`, and both point to the same tracked issue `43240`. The remaining pair rejections are appropriately cautious and do not overclaim shared bug identity; they read as broad subsystem overlap rather than mergeable duplicate fixes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 30, + "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": "3ee06d26a25f4313031748b5ff10095b1b7080bc67e9d773f6dd127fbd4a47ac", + "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 are related VibeVoice PRs, but they are not duplicates: one adds the base VibeVoice model integration, while the other adds a separate realtime/acoustic-tokenizer extension.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical duplicate PR: the scopes differ, with 40546 implementing base VibeVoice and 42781 targeting realtime support plus acoustic-tokenizer pieces.", + "best_issue_reason": null, + "best_pr_reason": "PR 40546 is the better representative of the cluster because it is the broader, more mature base VibeVoice implementation and has substantially more review activity.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Different underlying changes: 40546 is the core VibeVoice model integration, while 42781 adds realtime-specific functionality and an acoustic tokenizer. They would not plausibly merge 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": 3, + "component_count": 30, + "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": "d685cfbe7c23908a40915b365f18350d823114d494056cdb669c0579aaf4b54c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are unrelated: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. They do not appear to fix the same code-path problem or belong to a single duplicate cluster.", + "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 models and different feature areas (TimesFM covariate forecasting vs DINOv3 classification); no shared underlying bug/change, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 30, + "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": 30, + "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": "fbb30c4c0f8907c692a6e3b53f4daf8c63ae4b22a85be405d1850b9bc74ddbe2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10435, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are separate model-addition PRs for DeepSeek OCR, Isaac, and Kimi2-6. They share Transformers integration scaffolding, but each targets a different model and code path, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model integrations (DeepSeek OCR vs Isaac); overlap is only template/boilerplate files, not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model integrations (Isaac vs Kimi2-6); shared autos/docs plumbing does not indicate a single mergeable fix or feature." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 30, + "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": "01967bce76526edd05cd395cfda0dd98eaf1fd924f47d26bd935cf9c4a554c21", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two broad GitHub Actions maintenance PRs overlap heavily in workflow files, but they are not the same change: one is a Node 24 compatibility sweep and the other is a general upgrade-to-latest sweep with different action targets.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better representative because it has the clearest concrete purpose (Node 24 compatibility) while still covering many of the same workflow-action updates.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest single PR in this cluster: it is more specifically motivated, broad enough to represent the workflow-action upgrade work, and not just a generic latest-version bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: these are related maintenance PRs, but they do not fix the same underlying bug/change. 42975 is a Node 24 compatibility upgrade across workflows, while 42976 is a separate latest-version bump that updates a different set of actions (notably docker/build-push-action v6). Overlap in workflow files alone is not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 7, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "e35d919bc9bcffb751ee4615ba51d0f9cf02d86a5f36f4a213d1d7ee3f5ccde8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14184, + "estimated_input_tokens": 3546, + "estimated_eval_tokens": 7348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four pull requests are separate model additions (ViT NEPA, Molmo, Molmo2, and CTSM). They share only boilerplate areas like docs and auto-registration, not the same underlying bug or change, so this is a false-positive similarity cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: these are distinct feature PRs for different model families and code paths, not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for deduping purposes; 43451 is the most substantial PR by activity, but it is still unrelated to the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different model families; the overlap is only in shared docs/auto-registration plumbing." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA vs Molmo2 are unrelated model additions with different implementations and code paths." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA is a vision model, while CTSM is a time-series model; not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are related by name but still distinct architectures and separate codebases in this repo; shared files are generic integration points only." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM target different domains and fix/add different functionality, so they are not duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are separate model additions with no common concrete bug or change to merge together." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 30, + "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": "2a984b26b58cb20977f08c13a06feb1ccc65f3585bb1466be92fb6a8308e04e2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are not duplicates of one another: one fixes Whisper decoding/tests, one is test-only noise in CLIP/ViT, and one is an FP8 dequant/loading fix. The only apparent similarity is generic \"fix\" wording.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44815 is the most substantive and well-scoped change in the set, with a coherent code fix across loading/FP8 quantization paths; the other two are either unrelated or test-only.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the best representative change overall because it addresses a concrete implementation bug across the dequantization path and has the richest supporting context.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Whisper tokenizer decoding fix vs. unrelated CLIP/ViT test edits; no shared bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper batch/timestamp decode logic is unrelated to FP8 dequant/model-loading changes." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test-only CLIP/ViT edits do not match the FP8 dequant fix; they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 30, + "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-43488-5", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45932", + "pull_request:46100", + "pull_request:46114" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46114", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46114", + "pull_request:45932|pull_request:46100", + "pull_request:46100|pull_request:46114" + ], + "prepared_review_unit_hash": "2689338da54fc14ddeee095d7adfee471e43485bfd824c73e8957d11ef257706", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12262, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 5, + "serialized_chars": 12262, + "estimated_input_tokens": 3066, + "estimated_eval_tokens": 6388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of unrelated \"do not merge\"/test-harness PRs. There is no issue to canonicalize, and none of the soft similarity links are strong enough to treat as duplicates or the same change.", + "confidence": 0.81, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45932 is the most substantive and broad representative in the cluster, with a real-looking cross-model change set and the only pair that even superficially aligns with another PR; the others are narrower test or bot-check PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 45932 is the best single representative because it touches real model code and workflows, whereas the others are mostly intentional test noise or CI/debug scaffolding.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46114", + "accept": false, + "reason": "Both are intentional test/repo-bot style PRs, but they change different areas and serve different demonstrations; they are not the same underlying bug or fix." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "One checks repo-bot formatting/versioning, the other changes workflow/comment handling and test scaffolding; same broad testing theme, but not the same concrete change." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46114", + "accept": false, + "reason": "Both are demo/test-migration PRs, but they modify different workflows and test paths; no single code-path issue or mergeable shared fix is evident." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "They both touch ViT-related tests, but 45932 is a broad CI/observability/model patch while 46100 is just injected failing assertions in a test file; not the same underlying bug/change." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46114", + "accept": false, + "reason": "Overlap on a ViT test file is incidental; 46114 is a wider migration/OTEL test PR with unrelated CI and model edits, not the same concrete fix as 46100." + } + ] + }, + "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": 30, + "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": "4b9e5d739bda6e2c0ac9f3fa7b4b7568264ebd87588d9784b88a8e51b7bdc2d5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related but not duplicates: one adds Promptable Concept Segmentation, the other Promptable Visual Segmentation. They share pipeline/docs/registration scaffolding, but the underlying tasks, model coverage, and tests are different.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue in the cluster; if one PR must be treated as the representative, PR 43613 is slightly broader and more complete, covering more model integrations and test files.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the stronger standalone representative because it appears to cover a broader visual-segmentation feature set with more model support and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features: concept segmentation vs visual segmentation. Shared pipeline/docs plumbing is not enough to treat them as the same bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 30, + "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-43649-2", + "nodes": [ + "pull_request:43649", + "pull_request:46301" + ], + "soft_pairs": [ + "pull_request:43649|pull_request:46301" + ], + "prepared_review_unit_hash": "9f0387759dd198649d3d7d5a09aafabf19999848b33f1693108f01f32502a1c0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4492, + "estimated_input_tokens": 1123, + "estimated_eval_tokens": 2502 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4492, + "estimated_input_tokens": 1123, + "estimated_eval_tokens": 2502 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two pull requests are not duplicates: one changes CI/failure-reporting workflows and related test utilities, while the other is a test-side tensor-parallel debugging fix. They target different code paths and would not be merged into one PR.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43649 is the better canonical representative because it has a specific, descriptive title and a coherent change set around CI/failure reporting; PR 46301 is title-generic and appears unrelated to the other PR.", + "best_issue_reason": null, + "best_pr_reason": "PR 43649 is the strongest standalone PR in the cluster: it is better scoped, easier to understand from the title and diff, and looks like a complete change rather than an ad hoc test/debug patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43649", + "right": "pull_request:46301", + "accept": false, + "reason": "Different topics and code paths: 43649 modifies workflow and utility files for failure reporting, while 46301 edits tensor-parallel test code and test fetching logic. They do not look like the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 30, + "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": "cb40658a32d3c317cbbac519a8c7d2acc0ce397af00b5fc3e9ef10cffaccbf2a", + "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 PRs both touch `trainer.py` and add extensibility hooks, but they address different Trainer behaviors: gradient-accumulation loss scaling vs. signature-based column filtering for PEFT/custom trainers. They are not the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the better representative only because it is a tighter, self-contained fix in the training step path; PR #43663 is a separate customization hook for input-column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the stronger standalone PR for this cluster: it changes a specific code path (`training_step`) with a clear bug-fix intent and minimal scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Do not merge as duplicates: one changes loss scaling during gradient accumulation, the other refactors signature column filtering for model inputs. Shared file and general Trainer extensibility are not enough to indicate the same fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 30, + "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-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "e4e695e90be517e1fad0131d44c8ba4ccf76a766ba6aa732a57540e6e419f72f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only by touching the same CLI file and a similar TypeAdapter-related area, but they appear to fix different runtime annotation/import problems. I would not merge them as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more concrete and narrowly scoped fix: it directly addresses the TypeAdapter NameError when pydantic is unavailable, with an explicit issue target and a minimal annotation/import change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 best represents the cluster because it fixes a specific code-path failure in the CLI rather than doing broader annotation cleanup. PR #43656 looks like a different/adjacent typing runtime issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and similar symptom, but the fixes target different underlying failures: #43656 is a broader annotation/runtime typing cleanup, while #43842 specifically guards TypeAdapter usage when pydantic is not installed." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 30, + "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:44018|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44085", + "pull_request:44018|pull_request:44086", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "pull_request:44056|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:43997|pull_request:44018", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request: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:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154" + ], + "prepared_review_unit_hash": "45b517c582940c6670641e00b6a28a837e8c4854d007d966c8f95f548991978f", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 27, + "item_count": 27, + "soft_pair_count": 72, + "serialized_chars": 75092, + "estimated_input_tokens": 18773, + "estimated_eval_tokens": 37802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a set of model-specific PRs implementing the same standardized output-tracing migration, mostly for different architectures under issue #43979. I only accepted pairs that clearly target the same concrete model/code path, especially the GPT-J/CodeGen and GPT-Neo duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best representative because it is a later, consolidated GPT-J/CodeGen tracing refactor with the clearest standardized-decorator implementation and explicit #43979 linkage.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single PR to anchor the cluster: it covers the same GPT-J tracing change as the other GPT-J candidates, with broader coverage than the narrower follow-ups.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different models (CVT/FNet vs GPT-J); only share the broad output-tracing theme." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different models and code paths; both are output-tracing refactors, not duplicates." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor in the same file; 44066 also includes the CodeGen copy, but the underlying GPT-J change is the same." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet vs EfficientNet; different model implementations." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet vs GPT-J/CodeGen; unrelated model code." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/EfficientNet-style CNN refactor vs GPT-J/CodeGen; different code paths." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 vs DeBERTa-v2; different architectures." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen versus MGP-STR; different models and mechanics." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen versus MPT; unrelated model code." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor in the same model family." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different model families." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen vs GPT-Neo; different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet vs GPT-J/CodeGen; different code paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR vs GPT-J/CodeGen; different models." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet vs GPT-J; different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model refactors, not the same fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet vs MPT; different output-tracing code." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; different model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo vs Flaubert; different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT vs GPT-J/CodeGen; different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo vs GPT-J; different model families." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo vs MGP-STR; different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT vs GPT-J; different code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 vs MGP-STR; different models." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J vs MGP-STR; different code paths." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT vs Flaubert/XLM; different models." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 vs GPT-J/CodeGen; different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer vs GPT-J/CodeGen; different models." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer vs LongT5; different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer vs VisualBERT; different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo vs MPT; different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet vs VisualBERT/XLM; different models." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT vs MGP-STR; different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet vs Flaubert/XLM; different architectures." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "MPNet vs GPT-Neo; different model families." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet vs LongT5; different models." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet vs LongT5; different output-tracing implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44161", + "accept": false, + "reason": "GPT-Neo vs LongT5; different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "MPNet vs MPT; different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert vs MPT; different models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo vs SpeechT5; different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert vs VisualBERT; different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet vs TextNet; different model families." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT vs SpeechT5; different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert vs GPT-Neo; different models." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44068", + "accept": false, + "reason": "MPNet vs GPT-Neo; different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert vs DeBERTa-v2; different model families." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa-v2 vs TextNet; different models." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen standardized output-tracing refactor; 44722 looks like the later consolidation of the same change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors against the same code path; they could plausibly be merged into one PR." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J vs SpeechT5; unrelated model implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet vs RegNet; different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet vs SpeechT5; different architectures." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa-v2 vs SpeechT5; different code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa-v2 vs VITS; different model families." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary and canonical PR choice are grounded in the packet: the items are indeed standardized output-tracing refactors across model families, mostly linked to issue #43979, and PR 44722 is a reasonable anchor because it is the broader GPT-J/CodeGen consolidation. The soft-edge decisions are conservative overall, and the accepted pairs are plausibly mergeable as single PRs for the same bugfix (notably the GPT-J and GPT-Neo duplicates)." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 30, + "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": "acf3e73c3e73d18fa57872b674b2224e4d2bad96861f1545adc130ecf6ae2a0b", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 78, + "serialized_chars": 84897, + "estimated_input_tokens": 21225, + "estimated_eval_tokens": 42706 + }, + "budget": { + "node_count": 8, + "item_count": 8, + "soft_pair_count": 6, + "serialized_chars": 17126, + "estimated_input_tokens": 4282, + "estimated_eval_tokens": 8820 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are all separate model-specific PRs that follow the same standardized output-tracing migration pattern, but they do not look like duplicates of one another and should not be merged into a single PR cluster.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest anchor because it has an explicit issue target and a clearly scoped SpeechT5 output-tracing refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the most suitable representative PR here: it is tied to a concrete issue and its diff is a focused implementation of the output-capture migration pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "Both are output-tracing refactors, but for different models and different code paths (FocalNet vs ImageGPT); they do not appear to be the same underlying change." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both migrate to standardized output capture, but one is VisualBert and the other is TextNet; these are separate model implementations, not the same bug or change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "MPNet and VisualBert share the same refactor theme, but the affected code paths are model-specific and not mergeable as one concrete PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "These are parallel output-tracing migrations in different models (MPNet vs TextNet), so they are not duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations; despite similar decorator/output-capture edits, they are not the same underlying fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 touch different model-specific forward paths; the shared theme is too broad to treat them as one duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 30, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "00b96570c5e63bcc023568ec82e5faed015a5f2879121284781f79e4d4970845", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39783, + "estimated_input_tokens": 9946, + "estimated_eval_tokens": 20148 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 39, + "serialized_chars": 39783, + "estimated_input_tokens": 9946, + "estimated_eval_tokens": 20148 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a generic 'output tracing' refactor theme, but they target different model families and code paths, so they are not duplicates of one another.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44025 is a good cluster representative because it is a self-contained output-tracing refactor with broader reach across two depth-anything model files, but it is still distinct from the others.", + "best_issue_reason": null, + "best_pr_reason": "PR 44025 is the best representative of the cluster\u2019s common refactor pattern, but not a duplicate of the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and files; 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They share boilerplate docs/auto-registration files, but they do not target the same model, code path, or bug, so none should be merged as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 44662, 45075, and 45401 add different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS) with distinct implementations and tests.", + "best_issue_reason": null, + "best_pr_reason": "45075 is the most self-contained full model addition, but it is still unrelated to the other two and not a duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions for PenguinVL vs Voxtral TTS; shared auto/docs scaffolding is boilerplate, not the same change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Both add new models, but PenguinVL and DeepSeek-OCR-2 are separate architectures and codepaths, so they are not duplicates." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model implementations; overlap is only in generic registration/docs files." + } + ] + }, + "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": 30, + "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": "a59286e46c7d735d0c39fb121d687f6c41ccdfa7703054c2048f0201cf5524c4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related but not duplicates: #44979 introduces a new module fusion API and test coverage, while #45363 wires KernelConfig/kernel loading into model code and adds an example for n-to-1 kernel fusion. They address adjacent layers of the feature, not the same concrete change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the more canonical PR for the cluster because it defines the underlying fusion abstraction/API and the core implementation lives there.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the best representative PR because it contains the foundational code-path change; #45363 looks like a downstream integration/use-case on top of that API.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Related feature area, but not the same underlying fix/change: #44979 adds the module fusion API itself, while #45363 integrates KernelConfig into model loading and provides an example. They could be merged separately and do not target one identical code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 30, + "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": "60a54022aa86cbbe0f7ba8f8c5ea908d5a755051cde136107b54dc3aea819c0b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests target the same Mistral regex patch AttributeError in `tokenization_utils_tokenizers.py` and make the same code-path change from `backend_tokenizer.pre_tokenizer` to `pre_tokenizer`; 45317 is the more complete version because it also includes tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it implements the same fix as 45086 and includes an added test file, making it the more complete change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative for this cluster: same underlying bug, same fix location, and extra test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same concrete bug and same fix in the same function/file; 45317 appears to be a superset with tests, so these are 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": 20, + "component_count": 30, + "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": "ea1faa76471db62f8bdd5bd2039354bbf953e2abebfa94fc66d5979d267cb216", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both touch NemotronH internals, but they address different changes: one is a conversion/mapping + inheritance refactor, the other is a broader model split into NemotronHDense/Sparse with docs and tests. They are related but not the same change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45569 is the broader, more complete NemotronH refactor and family split, with model/config/docs/tests updates; it is the better canonical representative for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45569 is the strongest standalone PR for triage because it covers the larger architecture update and is more likely to subsume the narrower conversion-mapping refactor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files do not mean the same change: 45115 is mainly checkpoint conversion and inheritance mapping, while 45569 introduces a broader NemotronHDense/Sparse refactor and documentation/test updates. They are not mergeable as one PR without conflating distinct work." + } + ] + }, + "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": 30, + "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": "e40267f8f80d86aa94928e62bb0d7657eef7672be50c0d14b7b3bac905a6a4aa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct feature PRs: one adds heterogeneous per-layer config plumbing, the other adds heterogeneous model/cache behavior. They share files because the model PR builds on the config work, but they are not duplicates of the same concrete change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader, more central change: it implements heterogeneous model support across cache/modeling paths and appears to consume the config plumbing from 45333. That makes it the best representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best standalone representative because it covers the larger end-to-end feature and is the primary code-path change; 45333 is narrower infrastructure support for that feature.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same underlying bug/change. 45333 is config plumbing for per-layer configuration, while 45332 changes cache/modeling behavior to use heterogeneous layer settings. They are complementary and could reasonably land separately, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 30, + "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": "7b28122dcf5cf2b3775efbde0aa231b42a49c71501056c4b21f1d6144318ee47", + "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 both typing-related pull requests, but they are not the same change: one is a broad repo-wide type-checking sweep, the other is a narrower typing follow-up centered on _typing.py/modeling_utils. They may overlap in files, but they do not look mergeable as one duplicate fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the better canonical representative because it is a focused typing change with a clear scope, whereas PR #45415 is a much broader type-checking sweep across many files and config settings.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the best single PR for this cluster because it is more self-contained and concrete; PR #45415 is too broad and mixes many unrelated typing adjustments.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing context and a few filenames, but the PRs address different scopes: #45415 is a large type-checking sweep across many modules, while #45425 adds specific typing protocols/aliases and modeling_utils support. They do not look like the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 30, + "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-45513-2", + "nodes": [ + "pull_request:45513", + "pull_request:46084" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084" + ], + "prepared_review_unit_hash": "52eb6ce8e8df80c91dba61f80b7ab45b1e2443e9af2926c1d16db8d1f88403a4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4859, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4859, + "estimated_input_tokens": 1215, + "estimated_eval_tokens": 2686 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs address different cached-forward bugs in different model families: PR #45513 fixes multi-token cached forward for OLMO/Qwen linear attention paths, while PR #46084 fixes Mamba2 use_cache behavior when seq_len > 1. They are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46084 is the cleaner representative because it targets one concrete bug, has an explicit linked issue (#46032), and the diff is narrowly scoped to Mamba2 cached forward handling.", + "best_issue_reason": null, + "best_pr_reason": "PR #46084 is the best single PR for the cluster because it is the most self-contained fix with the clearest problem statement and least cross-model breadth.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Different model implementations and different bugs: 45513 fixes multi-token cached forward in OLMO/Qwen linear attention code paths, while 46084 fixes Mamba2 use_cache when seq_len > 1. They do not look like the same 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": 24, + "component_count": 30, + "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": "36b543c693abfbc3b73a661c3f1d95aa5b16b9e9999a844ca23d4dc8d6803b30", + "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 both expert-parallelism-related PRs, but they fix different bugs in different loading paths: one is about preserving distributed_config/has_ep for DeepSpeed ZeRO-3 + accelerate launch, the other is about preventing expert parameters from being overwritten during FSDP2/sharded loading.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the changes address separate EP loading defects in different code paths, so they should not be collapsed into one duplicate.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45662 is the more concrete runtime fix for expert parameters being clobbered during distributed loading, while 45548 is a separate config/serialization and EP-detection change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Do not merge as duplicates: 45548 fixes EP + DeepSpeed ZeRO-3/accelerate config handling, while 45662 fixes EP + FSDP2 expert weights being overwritten via rank-0 broadcast. Shared EP context and modeling_utils is not enough to indicate 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": 25, + "component_count": 30, + "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": "8ba5d2acc286c66dd78fb5466ec017edb33b3246fa8357cf5f18e01272c0a524", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target the same captured_info/xdist collision problem in testing_utils; 45645 is the broader, more complete fix because it also updates CI log collection to handle multiple captured_info files.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better representative because it contains the core xdist-safe output-file change plus the downstream CI/workflow handling needed to consume multiple captured_info artifacts.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the strongest single PR for the cluster: it subsumes the utility change from 45639 and extends it to preserve CI debug logs, making it the most complete implementation of the underlying fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs address the same underlying captured_info artifact collision under xdist; 45645 is an expanded version of the same fix, not a separate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 30, + "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-45720-3", + "nodes": [ + "pull_request:45720", + "pull_request:46023", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259", + "pull_request:46023|pull_request:46259" + ], + "prepared_review_unit_hash": "ed518e26376b94d20d68eb0a20bbeec4d3988439ce1fb6e0a7f240e0b7d07c8e", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct open PRs in the same linter/modeling-rules area, but they target different rules and code paths: TRF003 tuple-return cleanup, TRF016 dead do_* flag checks, and TRF018 modeling-rule additions. They are not duplicates of the same underlying change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No PR is a true cluster canonical; if forced, PR 46023 is the closest representative of the shared modeling-rules/linter theme, but it still fixes a different rule than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Different linter rules and different code paths: TRF003 tuple-return decorator cleanup in model forwards vs TRF018 image/video processor flag-consumption checks. Shared models are incidental and not mergeable as one PR." + }, + { + "left": "pull_request:46023", + "right": "pull_request:46259", + "accept": false, + "reason": "Both touch modeling_rules docs and many model files, but they implement different rule numbers and different behaviors (TRF016 vs TRF018). This is not the same underlying 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": 27, + "component_count": 30, + "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": 28, + "component_count": 30, + "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-46073-3", + "nodes": [ + "pull_request:46073", + "pull_request:46154", + "pull_request:46196" + ], + "soft_pairs": [ + "pull_request:46073|pull_request:46154", + "pull_request:46073|pull_request:46196", + "pull_request:46154|pull_request:46196" + ], + "prepared_review_unit_hash": "6670964f5c5fe45dd8f6101a0eb6f6ba2e7c2780a624a0c1563bed60101de530", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 8083, + "estimated_input_tokens": 2021, + "estimated_eval_tokens": 4298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are related to enabling SDPA attention dispatch, but they target different model families and code paths, so they are not duplicates of one another.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46196 is the broadest and most representative of the cluster: it covers multiple related model implementations and associated tests for SDPA dispatch.", + "best_issue_reason": null, + "best_pr_reason": "PR 46196 is the best overall representative because it spans several model variants and appears to be the most comprehensive SDPA-dispatch change in the set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46073", + "right": "pull_request:46154", + "accept": false, + "reason": "Both are SDPA-dispatch PRs, but one is for CTRL and the other for T5; they modify different model-specific attention paths and would not be merged into a single concrete fix." + }, + { + "left": "pull_request:46073", + "right": "pull_request:46196", + "accept": false, + "reason": "These cover different model families (CTRL vs wav2vec2_conformer/bert and SeamlessM4T/v2) with separate implementation details, so they are not the same underlying change." + }, + { + "left": "pull_request:46154", + "right": "pull_request:46196", + "accept": false, + "reason": "T5 SDPA support and the multi-model wav2vec2/SeamlessM4T dispatch work are related in theme only; they address distinct code paths and are too different to treat as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 29, + "component_count": 30, + "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-46126-2", + "nodes": [ + "pull_request:46126", + "pull_request:46269" + ], + "soft_pairs": [ + "pull_request:46126|pull_request:46269" + ], + "prepared_review_unit_hash": "6928c0eef65d2d31ee43414c60165e9119cec2f9c1daaf114e6ad553bff1dadd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5571, + "estimated_input_tokens": 1393, + "estimated_eval_tokens": 3042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: PR 46126 is a focused EP/router + Trainer integration change, while PR 46269 is a broad distributed branch base spanning many subsystems and files. The shared distributed filenames are too generic to indicate the same concrete change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46126 is the more focused, self-contained change; PR 46269 is a broad base-branch PR touching many unrelated distributed areas, so it is not a good duplicate canonical.", + "best_issue_reason": null, + "best_pr_reason": "PR 46126 is the best representative of the cluster because it targets a specific EP/Trainer integration path. PR 46269 is too broad and looks like an umbrella/base branch rather than the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Do not merge: they do not appear to fix the same concrete code-path problem. 46126 adds RouterParallel/EP behavior and Trainer integration, while 46269 is a large distributed base PR spanning FSDP, tensor parallel, MoE, and core loading 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": 30, + "component_count": 30, + "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-46152-2", + "nodes": [ + "pull_request:46152", + "pull_request:46207" + ], + "soft_pairs": [ + "pull_request:46152|pull_request:46207" + ], + "prepared_review_unit_hash": "a81b8d8dd248eece191a912c2491cf16a16217612a6033e094382b6eaf4db3cb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4275, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a broad theme of replacing file-open source inspection with safer source retrieval, but they fix different code paths in different modules and should not be treated as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46152 is the cleaner representative of the shared theme: it changes import_utils to avoid opening its own source file, whereas 46207 is a separate modeling_utils source-inspection tweak.", + "best_issue_reason": null, + "best_pr_reason": "PR 46152 is the most central example of the anti-open() refactor pattern in this cluster; 46207 is related in spirit but addresses a different subsystem and code path.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Different concrete fixes in different modules: import_utils resource loading vs modeling_utils inspect.getsource for attention-implementation gating. They share a style/theme, but not the same underlying bug or a mergeable single PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260530T180032Z/analysis-runs/hybrid-model-20260530t180032z/manifest.json b/snapshots/20260530T180032Z/analysis-runs/hybrid-model-20260530t180032z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..f54ed1cc8baa360cdeaaf36e3ef2dab5de2212a1 --- /dev/null +++ b/snapshots/20260530T180032Z/analysis-runs/hybrid-model-20260530t180032z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260530t180032z", + "artifacts": { + "hybrid": "snapshots/20260530T180032Z/analysis-runs/hybrid-model-20260530t180032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260530T180032Z/analysis-runs/hybrid-model-20260530t180032z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-30T18:04:58Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260530T180032Z", + "variant": "hybrid" +} diff --git a/snapshots/20260530T180032Z/manifest.json b/snapshots/20260530T180032Z/manifest.json index f2d32ea5a3018b48163878c33c4894f0fe1bfa64..c82e3bd0c7cda84aa734bac1638ea15868cd257e 100644 --- a/snapshots/20260530T180032Z/manifest.json +++ b/snapshots/20260530T180032Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 400 }, "extracted_at": "2026-05-30T18:00:32Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260530t180032z", + "runs": { + "hybrid-model-20260530t180032z": { + "analysis_id": "hybrid-model-20260530t180032z", + "artifacts": { + "hybrid": "snapshots/20260530T180032Z/analysis-runs/hybrid-model-20260530t180032z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260530T180032Z/analysis-runs/hybrid-model-20260530t180032z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260530T180032Z/analysis-runs/hybrid-model-20260530t180032z/manifest.json", + "model": null, + "published_at": "2026-05-30T18:04:58Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260530T180032Z", "watermark": {