diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 24d88ebac5645a25cb529590335b8e90722d5bd3..592e8b64e1d725466b9a8f35ecd0b1410c181d16 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": "20260628T060020Z", - "generated_at": "2026-06-28T06:10:38Z", + "snapshot_id": "20260628T180015Z", + "generated_at": "2026-06-28T18:06:10Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1152,7 +1152,7 @@ "cluster_id": "cluster-46894-5", "summary": "Cluster of 2 issues and 3 PRs centered on issue #46897.", "status": "open", - "confidence": 0.8, + "confidence": 0.6, "canonical_issue_number": 46897, "canonical_pr_number": 46895, "issue_numbers": [ @@ -1166,7 +1166,6 @@ ], "evidence_types": [ "closing_reference", - "shared_issue_target", "soft_similarity" ], "pr_comparisons": [ @@ -1301,7 +1300,7 @@ "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 43240, "canonical_pr_number": 43251, "issue_numbers": [ @@ -1312,8 +1311,7 @@ 43254 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { @@ -2330,7 +2328,7 @@ "duplicate_issue_numbers": [ 46894 ], - "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "Issues in cluster-46894-5 are treated as duplicates because they share closing_reference, soft_similarity evidence." } ], "duplicate_prs": [ @@ -2350,7 +2348,7 @@ 43254 ], "target_issue_number": 43240, - "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-43240-3 are treated as duplicates because they converge on issue #43240 with closing_reference evidence." }, { "cluster_id": "cluster-43698-3", @@ -2449,7 +2447,7 @@ 46916 ], "target_issue_number": 46897, - "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46897 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-46894-5 are treated as duplicates because they converge on issue #46897 with closing_reference, soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index e3044891559225c376c2db17e49f95671ad6fbb5..21f0d098fa87cadffca0072a2a6eec42493f8213 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": "20260628T060020Z", - "generated_at": "2026-06-28T06:10:38Z", + "snapshot_id": "20260628T180015Z", + "generated_at": "2026-06-28T18:06:10Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -137,7 +137,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -493,8 +493,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -596,7 +596,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -979,12 +979,12 @@ "issue:45183|issue:46463", "issue:46489|issue:46491" ], - "prepared_review_unit_hash": "465946fa2b91579fad792d218c642f1304db53b1f825a47af13759694b7718b1", + "prepared_review_unit_hash": "0bc764704107f9b736da82efa8bdcaa3c036ee50c96d4029282f04bad564ca24", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -1001,204 +1001,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; only a few issue pairs look like true duplicates. The clearest duplicate signals are around Qwen3.5 video-input regressions and trust_remote_code cache/module path collisions; most other soft pairs are just broadly similar symptoms or adjacent model families.", - "confidence": 0.74, - "canonical_issue_reason": "Issue 45632 is the cleanest root-cause report: it explicitly identifies the trust_remote_code cache-path collision, while 45698 reads like a later symptom of the same reload/module-resolution bug.", + "summary": "This set is mostly a mix of unrelated issue topics that only look similar by wording. I\u2019d accept only a few true duplicate pairs: the remote-code cache/path collision, the siglip2 regression reports, and the decoder-input validation error-message reports.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45698 is the best canonical issue because it is the broadest and most actionable report in the remote-code/custom-module loading area, with ongoing discussion and inbound references; issue:45632 looks like a narrower manifestation of the same underlying path-collision bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45632 is the strongest standalone anchor because it states the mechanism directly and is easier to deduplicate against than symptom-only reports.", + "best_issue_reason": "issue:45698 best represents the cluster\u2019s most general duplicate-worthy bug: from_pretrained loading the wrong custom module after save_pretrained under trust_remote_code.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different problems: PaddleOCR-VL load failure vs GGUF gpt-oss architecture support." + "reason": "Different problems: PaddleOCR-VL load failure in vLLM vs adding GGUF support for gpt-oss." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "OOM/reserved-memory regression is unrelated to tied-weights behavior in translation models." + "reason": "Both mention model behavior in v5, but one is int4/OOM and the other is tied-weights handling on translation models; not the same bug." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both are index/training failures, but the titles point to different code paths and symptoms." + "reason": "Both are index/shape errors, but one is a mask-length mismatch and the other is TRL unpacking embeddings for Qwen3.5; no clear shared code path." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Different MoE issues: grouped_mm tracing failure vs tensor-parallel support for GPT-OSS." + "reason": "Mixtral grouped_mm tracing failure and GPT-OSS tensor-parallel/MoE support are different execution paths and symptoms." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Different models and different failure modes; autocast dtype mismatch is not the same as streaming chat/completions failure." + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to Qwen3.5 streaming chat/completions failure." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support and Qwen3.5 streaming inference are unrelated." + "reason": "gpt-oss GGUF support and Qwen3.5-0.8B streaming inference are unrelated." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized compatibility is a different bug from PretrainedConfig pydantic-field breakage." + "reason": "init_empty_weights/_is_hf_initialized and pydantic PretrainedConfig breakage are separate v5 regressions." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the pydantic/config regression." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic config-field regression." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexError reports, but the masked-tensor shape mismatch and the zero-sized index under ZeRO-3 are distinct failures." + "reason": "Both are IndexError reports, but the mask-shape mismatch and Zero3/BertModel empty-shard access are different failures." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code breakage and torch/transformers version incompatibility are not the same underlying bug." + "reason": "Remote-code breakage across recent transformers versions is broader than the specific torch 2.4.1/transformers 5.8.0 incompatibility." }, { "left": "issue:43716", "right": "issue:46294", "accept": false, - "reason": "Different multimodal regressions: image preprocessor dtype mismatch vs video-token/template mismatch." + "reason": "Different multimodal bugs: Mistral-3 image preprocessor dtype mismatch vs Qwen3.5-9B video-token/template mismatch." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "SIGLIP2 embedding quality regression is not the same as the AutoModel/pipeline nonsensical-output bug." + "accept": true, + "reason": "Same underlying Siglip2 regression: both report bad/nonsensical outputs for google/siglip2-base-patch16-224, just via different entry points/symptoms." }, { "left": "issue:44479", "right": "issue:46294", - "accept": true, - "reason": "Both describe the same Qwen3.5 video-input regression: video features/tokens/template accounting is broken." + "accept": false, + "reason": "Qwen3.5 video-input regression and Qwen3.5-9B chat-template video mismatch are related in model family, but the reported failure modes differ enough to keep separate." }, { "left": "issue:46468", "right": "issue:46869", "accept": false, - "reason": "Broken official Nemotron example and YOLO multi-GPU device-map behavior are unrelated." + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite config unwrapping and uninitialized rotary-memory after to_empty() are different bugs." + "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding memory are separate model-init bugs." }, { "left": "issue:43596", "right": "issue:46165", "accept": false, - "reason": "ZeRO-3 initialization failure and trust_remote_code resume/training behavior are unrelated." + "reason": "Zero3/BertModel empty-index failure and resume-training with local trust_remote_code are different code paths." }, { "left": "issue:46640", "right": "issue:46661", "accept": false, - "reason": "Flash Attention 2 issue vs remote-code model_class/config_class AttributeError are different failures." + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are not the same bug." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Image-preprocessor dtype mismatch and TRL embedding-unpacking failure are not the same code-path problem." + "reason": "Different subsystems: Mistral-3 image preprocessing vs Qwen3.5 embedding unpacking in TRL SFT." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP 2-D weight error and Qwen3.5 embedding unpacking failure are unrelated." + "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5 TRL embedding unpacking failure." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on GPT-OSS and the generic GLM5 issue do not match on bug mechanism." + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are different model/regression reports." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Jupyter custom-model initialization and flash-attn fallback gating are different regressions." + "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback gating are separate regressions." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both point to trust_remote_code reload/path resolution bugs where the wrong custom module is loaded because the cache path is not uniquely isolated." + "reason": "Same underlying remote-code cache/path collision: the wrong custom module is being loaded because the saved/cached path identity is ambiguous." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Untied lm_head weights in Mistral3 is unrelated to tied-weight handling on translation models." + "reason": "Both touch tied weights, but Mistral3 image-text lm_head tying and translation-model tied-weights handling are not clearly the same defect." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config failure and flash-attn fallback blocking are different issues." + "reason": "Qwen3Moe FP8 load failure and flash-attn2 fallback checks are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior is not the same as the tied-weights regression." + "reason": "Quantization offloading/OOM and tied-weights translation-model behavior are different issues." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache/Qwen3.5 linear_attention crash is unrelated to translation tied-weights behavior." + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weights issues." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer discussion and a docs typo are not duplicates." + "reason": "DSA indexer/ReLU discussion and docs mentioning a removed run command are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache strategy typo and documentation about removed run command are unrelated." + "reason": "A cache-strategy typo is unrelated to the v5 docs command removal." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and tied weights on translation models are different problems." + "reason": "NemotronH checkpoint loading and translation-model tied weights are different bugs." }, { "left": "issue:45183", "right": "issue:46463", - "accept": false, - "reason": "Both are validation/error-message issues, but they target different checks and code paths." + "accept": true, + "reason": "Both are about incorrect input validation/error messaging for input_ids vs inputs_embeds on decoder/T5-family models, likely the same validation helper path." }, { "left": "issue:46489", "right": "issue:46491", "accept": false, - "reason": "Different tokenizer regressions on different model families; same general area, not the same bug." + "reason": "Different tokenizer regressions on different models: DeepSeek-Coder v1 output changes vs CodeLlama leading-space round-trip loss." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft edges are plausible duplicates based on closely aligned mechanisms, and the many false pairs are appropriately cautious rather than overstated." + "feedback": "The clustering is grounded in the packet: the canonical issue choice is well supported by the higher activity/inbound refs on issue:45698, and the accepted soft-edge pairs are conservative and plausibly describe the same underlying bug families. No obvious overstatement stands out." }, "evaluator_used": true, "retried": false, @@ -1214,8 +1214,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -1306,7 +1306,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -1530,8 +1530,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -1620,7 +1620,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -1838,8 +1838,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -1934,7 +1934,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -2188,8 +2188,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -2280,7 +2280,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -2510,8 +2510,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -2602,7 +2602,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -2832,8 +2832,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -2924,7 +2924,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -3157,8 +3157,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -3247,7 +3247,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -3465,8 +3465,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -3555,7 +3555,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -3779,8 +3779,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -3868,7 +3868,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -4083,8 +4083,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -4173,7 +4173,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -4388,8 +4388,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -4481,7 +4481,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -4714,8 +4714,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -4803,7 +4803,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -5012,8 +5012,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -5102,7 +5102,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -5323,8 +5323,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -5413,7 +5413,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -5637,8 +5637,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -5726,7 +5726,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -5941,8 +5941,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -6030,7 +6030,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -6251,8 +6251,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -6341,7 +6341,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -6556,8 +6556,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -6643,7 +6643,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -6846,8 +6846,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -6935,7 +6935,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -7144,8 +7144,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -7234,7 +7234,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -7449,8 +7449,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -7536,7 +7536,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -7733,8 +7733,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -7822,7 +7822,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -8037,8 +8037,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -8127,7 +8127,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -8342,8 +8342,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -8431,7 +8431,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -8640,8 +8640,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -8729,7 +8729,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -8938,8 +8938,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -9025,7 +9025,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -9228,8 +9228,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -9317,7 +9317,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -9526,8 +9526,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -9616,7 +9616,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -9834,8 +9834,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -9925,7 +9925,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -10164,8 +10164,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -10256,7 +10256,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -10567,12 +10567,12 @@ "issue:44743|issue:44811", "issue:44442|issue:44898" ], - "prepared_review_unit_hash": "3688a3d9d1cb5618fe1ebbfe14562c0e2ae1390254f89072922030b94d61f2d0", + "prepared_review_unit_hash": "719781c5352da14dc2f93ac412c821fecb41a4c8617ff913d473b1c518a695c1", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -10589,204 +10589,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated transformer bug reports that only share broad vocabulary (e.g. model family names, quantization, flash-attention). I found no pair that clearly describes the same underlying bug or change, so no soft-edge merges are justified.", - "confidence": 0.36, - "canonical_issue_reason": "issue:43873 is the broadest and most discussion-heavy open report, so it is the best general anchor for this mixed cluster even though it is not a duplicate of the others.", + "summary": "The cluster is mostly heterogeneous; several items mention Flash Attention 2, but the paired issues describe different concrete failures. No soft edge looks like a true duplicate.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 46693 is the clearest and most specific representative of the recurring Flash Attention 2 theme; the rest of the cluster is too mixed to justify a stronger canonical choice.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most central-looking issue by activity and inbound references, and its title is generic enough to serve as the cluster representative.", + "best_issue_reason": "46693 is the best issue to anchor the cluster because it describes a concrete FA2 regression with a clear failure mode and version boundary.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Different subsystems and failure modes: LayoutLMv3 error messaging vs token-embedding reinitialization." + "reason": "Different bugs: unclear LayoutLMv3 error messaging vs token-embedding resize reinitialization." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "One is a mistral_common import failure; the other hides tokenizer decode errors when protobuf is missing." + "reason": "Both involve loading/tokenizer errors, but the root causes are unrelated imports vs protobuf exception masking." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings in sliding-window attention." + "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 wrong outputs and RT-DETR memory reclamation are different code paths and symptoms." + "reason": "Different subsystems and symptoms: SigLIP2 inference quality vs RT-DETR memory release." }, { "left": "issue:45412", "right": "issue:46369", "accept": false, - "reason": "Both mention memory, but one is a deletion/GC leak and the other is a load-time overflow for a different model." + "reason": "Both mention memory, but they are different models and different failure mechanisms." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Qwen2 tensor-parallel OOM and int4 quantization reserved-memory regression are distinct problems." + "reason": "OOM in tensor-parallel loading is not the same as int4 quantization reserved-memory regression." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are unrelated." + "reason": "Tokenizer loading failure is unrelated to dtype mismatch during bfloat16 inference." }, { "left": "issue:44464", "right": "issue:45584", "accept": false, - "reason": "Chunked generation with compiled forward is not the same as Whisper empty-transcription handling." + "reason": "Different generation bugs: compiled-forward inconsistency vs empty-transcription handling in Whisper." }, { "left": "issue:43526", "right": "issue:45834", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR long-input index error do not match." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long OCR index errors." }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure differs from Qwen3-VL weight-shape mismatch." + "reason": "FineGrainedFP8 config failure and Qwen3-VL weight-shape mismatch are different loading issues." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "An import error for a specific class is not the same as a generic dependency issue." + "reason": "A specific missing export is not the same as a broad dependency issue." }, { "left": "issue:43526", "right": "issue:46693", "accept": false, - "reason": "Image-processor label reduction is unrelated to FA2 long-context performance regression." + "reason": "Image processor label handling is unrelated to FA2 long-context performance regression." }, { "left": "issue:27957", "right": "issue:29127", "accept": false, - "reason": "Flash Attention support for XLM-Roberta is unrelated to LayoutLMv3 error clarity." + "reason": "Flash Attention 2 support question and LayoutLMv3 error-message clarity are unrelated." }, { "left": "issue:27957", "right": "issue:33290", "accept": false, - "reason": "Flash-attention support and DeepSpeed Adafactor OOM are different issues." + "reason": "XLMRoberta+FA2 and Adafactor+DeepSpeed OOM are different failures." }, { "left": "issue:45250", "right": "issue:46640", "accept": false, - "reason": "Both are about Flash Attention 2, but the evidence is too thin to confirm the same underlying change or bug." + "reason": "Both are generic FA2 titles, but there is no evidence they describe the same concrete bug or change." }, { "left": "issue:43994", "right": "issue:46369", "accept": false, - "reason": "Different models and different failure mechanisms despite both involving loading/runtime issues." + "reason": "Different model-specific memory/behavior problems with no shared code path." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "DeepSpeed Adafactor OOM is unrelated to Llama 3.2 Vision model loading breakage." + "reason": "Optimizer OOM and model-loading breakage are distinct issues." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Optimizer OOM and embedding reinitialization are separate bugs." + "reason": "OOM during training is unrelated to embedding reinitialization after resizing." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BEiT label reduction and LayoutLMv2 tokenizer crashes are not the same defect." + "reason": "Image label reduction and LayoutLMv2 tokenizer crashes are different bugs." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Qwen3-VL config is unrelated to sliding_window behavior in Qwen3-MoE." + "reason": "Missing pad_token_id in Qwen3-VL is unrelated to sliding_window behavior in Qwen3-MoE." }, { "left": "issue:46121", "right": "issue:46399", "accept": false, - "reason": "A JSON list handling TypeError in rope validation is unrelated to a missing decorator for kernel registration." + "reason": "Both are rope-related, but one is a type conversion bug and the other is a kernel registration/decorator failure." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "Flash-attention sink-less-model crash and stale auto_mappings references are different bugs." + "reason": "Flash-attention runtime crash and stale auto-mapping references are unrelated." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading issues are different code paths." + "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are different issues." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Batched chat-template padding crash is not the same as incorrect vision_position_ids in video input." + "reason": "Batched chat-template padding crash is not the same as wrong video vision_position_ids." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization breakage and patchtsmixer post_init policy are not the same issue." + "reason": "Framework-level custom model init regression and a specific model's post_init restriction are not duplicates." }, { "left": "issue:43761", "right": "issue:45859", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are unrelated." + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "A flash-attention generation issue is not the same as the categories-limit RuntimeError." + "reason": "FA2 generation issue and category-cardinality RuntimeError have no shared bug." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode token skipping are separate behaviors." + "reason": "Qwen recurrent-state reset and Whisper batch_decode token skipping are different code paths." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver non-default-resolution failure are different models and failures." - }, - { - "left": "issue:45459", - "right": "issue:45584", - "accept": false, - "reason": "Hidden tokenizer errors from protobuf handling are unrelated to Whisper empty transcription after token alignment." - }, - { - "left": "issue:43824", - "right": "issue:44279", - "accept": false, - "reason": "Specific missing import and generic dependency issue are not the same underlying defect." - }, - { - "left": "issue:45412", - "right": "issue:45491", - "accept": false, - "reason": "RT-DETR memory leak and Gemma3 NaN embeddings from sliding-window attention are different problems." + "reason": "Tokenizer loading failure is unrelated to Perceiver interpolation behavior." } ] }, @@ -10805,8 +10787,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -10892,7 +10874,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -11089,8 +11071,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -11178,7 +11160,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -11468,12 +11450,12 @@ "issue:43673|issue:46421", "issue:43931|issue:44060" ], - "prepared_review_unit_hash": "14beddeb4a08f2502ab50da078201d7389b452833cdb1e414864637f63069617", + "prepared_review_unit_hash": "be148a14e57863e634be03d4b9cbcebe265eb355457e241699b7d93d7a2573ad", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -11481,7 +11463,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35394, + "serialized_chars": 35396, "estimated_input_tokens": 8849, "estimated_eval_tokens": 17954 }, @@ -11490,162 +11472,156 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous and the soft pairs are mostly topical neighbors rather than true duplicates. None of the listed pairs look like the same concrete bug/change. The most representative issue is the open, high-discussion custom-module loading bug (#45698).", - "confidence": 0.28, - "canonical_issue_reason": "#45698 is the broadest and most substantive report here: it concerns core from_pretrained/save_pretrained behavior, has the most discussion, and is still open.", + "summary": "These items are mostly unrelated issue reports across different subsystems; I found no convincing duplicate pairs among the suggested soft edges. The strongest single issue to anchor on is the broad, high-impact custom-module loading regression.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45698 has the broadest user impact and the richest discussion/inbound-references among the set, so it is the best representative issue to anchor the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#45698 is the best single issue to represent the cluster because it is detailed, central to model loading correctness, and more generally actionable than the other largely unrelated reports.", + "best_issue_reason": "issue:45698 is the most salient issue here: it is active, user-facing, and describes a clear loading regression with wide applicability.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Different bugs: one is a Beit semantic segmentation preset/legacy-field load failure, the other is custom-module resolution after save_pretrained." + "reason": "Different bugs: Beit preset legacy-field loading vs wrong custom module resolution after save/load." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Different code paths: video input processing in Qwen3OmniMoe vs batched chat-template handling in Qwen2_5_VLProcessor." + "reason": "Different code paths: Qwen3OmniMoe video input validation vs batched chat-template padding behavior in Qwen2.5-VL." }, { "left": "issue:43572", "right": "issue:46178", "accept": false, - "reason": "Unrelated failures: StableLmConfig missing pad_token_idx vs backend validation rejecting tensorflow_text." + "reason": "Unrelated: StableLm config field rename vs missing backend registration for tensorflow_text." }, { "left": "issue:43352", "right": "issue:46640", "accept": false, - "reason": "Not the same bug; #43352 is explicit lack of FA2 support for a model, while #46640 is a separate generic Flash Attention 2 issue." + "reason": "Too broad to merge: one is Nemotron-specific FA2 unsupported error, the other is a generic flash-attention issue." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "Different SAM3 problems: dummy Conv2d implementation vs CUDA out-of-memory." + "reason": "Sam3 pixel decoder dummy conv vs Sam3Video OOM are different failures and fixes." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus image-generation test failure is not the same as auto_mappings referencing removed configs." + "reason": "Different regressions: janus image-generation test failure vs removed auto_mappings config references." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "A failing Janus generation test is not the same as Qwen3.5 flash-attention generation misbehavior." + "reason": "Different model/problem: janus test failure vs Qwen3.5 flash-attention generation bug." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Different training issues: gather_for_metrics label truncation vs auxiliary-loss normalization." + "reason": "Different training/eval bugs: metric gathering drops labels vs auxiliary-loss normalization." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "Different mechanisms: LoRA merge collapse with tied embeddings vs missing mm_token_type_ids defaulting." + "reason": "Different issues: LoRA merge with extended vocab on tied embeddings vs missing mm_token_type_ids default." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Both involve cache/state, but the concrete bugs differ: missing GenerationMixin cache vs recurrent states resetting in modular_qwen3_5.py." + "reason": "Both cache-related, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states for a specific modular model." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Different SAM3/video pipeline failures: wrong processor lookup vs missing fpn_position_embeddings attribute." + "reason": "Different subsystems: video-classification pipeline processor lookup vs SAM3 video encoder output attribute error." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different loading problems: local dataset support in a training script vs loading a specific multimodal model." + "reason": "Different loading failures: local dataset handling in a training script vs multimodal model loading." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different config bugs: missing pad_token_id in Llama4Config vs sliding_window handling in Qwen3-MoE." + "reason": "Unrelated config bugs: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." }, { "left": "issue:35141", "right": "issue:42490", "accept": false, - "reason": "Token-embedding reinitialization after resize is unrelated to warning behavior when a local model path ends with a slash." + "reason": "Different bugs: embedding resize reinitialization vs trailing-slash local model path warning." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Different state/serialization issues: non-persistent buffers filled with junk vs rotary_pct resetting on reload." + "reason": "Different persistence issues: junk-filled non-persistent buffers vs GPTNeoX rotary_pct not round-tripping." }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Different serve-time crashes: KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." + "reason": "Different failures: KV-cache continuation indexing in serve vs Gemma4Processor missing _tokenizer." }, { "left": "issue:46082", "right": "issue:46697", "accept": false, - "reason": "Unrelated: LlamaConfig head_dim validation vs Swin2SR image padding behavior." + "reason": "Unrelated: LlamaConfig head_dim validation vs Swin2SR image over-padding." }, { "left": "issue:45632", "right": "issue:46617", "accept": false, - "reason": "Both touch trust_remote_code/cache, but one is a cache-path collision for local leaf names and the other is a FileNotFoundError from cache loading; not the same concrete bug." + "reason": "Both involve trust_remote_code cache behavior, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache loading; not the same concrete bug." }, { "left": "issue:45072", "right": "issue:46932", "accept": false, - "reason": "Different dtype issues in different models/subsystems; not mergeable as one fix." + "reason": "Different dtype problems in different models/components; not a single mergeable fix." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Completely different failures: Python 3.13 decorator parsing vs flash-attention crash on s_aux=None." + "reason": "Different code paths: Python 3.13 import parsing issue in DebertaV2Model vs flash_attention crash on s_aux=None." }, { "left": "issue:45245", "right": "issue:46858", "accept": false, - "reason": "Category-count runtime error is unrelated to cache.get_seq_length returning a device tensor." + "reason": "Different errors: category-count limit vs cache seq-length tensor arithmetic on non-CUDA backends." }, { "left": "issue:44869", "right": "issue:46832", "accept": false, - "reason": "Different inference bugs: Whisper timestamp decoding vs RT-DETR feature-level/backbone-output mismatch." + "reason": "Different models and failure modes: Whisper timestamp decode crash vs RT-DETR feature-level mismatch." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "One is a docs cleanup after pipeline removals; the other is a model/pipeline correctness issue for SigLIP2." - }, - { - "left": "issue:43673", - "right": "issue:46421", - "accept": false, - "reason": "Both mention cache/chunked prefill, but one is missing cache state in v5.0.0 and the other is lazy cache initialization causing recompilation." + "reason": "Docs referencing removed pipeline API vs wrong/nonsensical SigLIP2 inference results are not the same bug." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different model-loading failures: Qwen3-VL weight-shape mismatch vs incorrect tied-weights warning in Qwen3-Next." + "reason": "Different loading/weight-shape mismatch vs tied-weights warning bug in Qwen3-Next." } ] }, @@ -11664,8 +11640,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -11752,7 +11728,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -12049,12 +12025,12 @@ "issue:44016|issue:44220", "issue:45083|issue:46506" ], - "prepared_review_unit_hash": "bd356bf16addd9fa4de061ec43e7f31ea0d3bfba1060550b1f69f2013ba19430", + "prepared_review_unit_hash": "f7f8ae2f4b641187e812df00aeba3e3e515ab9bd4f25fdfe4bc5dc0470f162ef", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -12062,7 +12038,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36582, + "serialized_chars": 36584, "estimated_input_tokens": 9146, "estimated_eval_tokens": 18548 }, @@ -12071,186 +12047,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated Transformers bugs across pipelines, model loading, cache, imports, tokenization, and multimodal processing. None of the proposed soft pairs looks like the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits the cluster well; the items are too diverse and the soft pairs are not true duplicates.", + "summary": "This cluster is heterogeneous: the soft links mostly reflect broad topical similarity (model loading, cache handling, multimodal processing, import errors) rather than true duplicate reports. I did not find any soft edge that safely looks like the same underlying bug or change.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44964 is the most connected and representative artifact here: a concrete, user-facing model-loading failure with multiple nearby soft links to other loading/config issues.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the best representative only because it is active and has the strongest discussion/inbound signals, but it still does not subsume the rest of the cluster.", + "best_issue_reason": "issue:44964 is the best single representative of the set because it is specific, actionable, and has the strongest connectivity among otherwise loosely related issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "Different subsystems and failures: XLNet CPU device placement vs Fuyu exception handling." + "reason": "Different bugs: XLNet device placement in relative positional encoding vs FuyuBatchFeature exception handling." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Unrelated code paths: Qwen3OmniMoe video input validation vs serve KV-cache continuation indexing." + "reason": "Different code paths: Qwen3OmniMoe video-input validation vs serve KV-cache continuation indexing." }, { "left": "issue:25251", "right": "issue:29870", "accept": false, - "reason": "Different bugs: pipeline output nesting vs BART generate decoder_attention_mask initialization." + "reason": "Unrelated failures: pipeline top_k nesting change vs BART generate() decoder_attention_mask assignment error." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal, but one is assistant mask generation and the other is video position IDs; not the same bug." + "reason": "Both are multimodal-related, but one is assistant_masks generation and the other is vision_position_ids; not the same bug." }, { "left": "issue:43673", "right": "issue:46858", "accept": false, - "reason": "Both involve cache internals, but one is a missing cache in chunked prefill and the other is device-tensor arithmetic in static cache." + "reason": "Both concern cache handling, but one is missing cache in chunked_prefill and the other is a device-tensor seq_length arithmetic bug." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model-loading failures for different models; no shared concrete code-path bug is evident." + "reason": "Different model-loading failures affecting different checkpoints and error modes." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Slow import timing is not the same as unsafe sys.modules access; related area, but distinct problem." + "reason": "One is import-time slowness; the other is unsafe sys.modules access in modeling_utils." }, { "left": "issue:45632", "right": "issue:46234", "accept": false, - "reason": "Trust-remote-code cache collisions and a missing import_utils symbol are unrelated." + "reason": "Different import/trust_remote_code issues: cache-path collision vs missing import_utils symbol." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "One is a model-loading regression, the other is stale auto_mappings references breaking CI." + "reason": "Both are model/config related, but one is a Phi-4 multimodal load failure and the other is a broken auto_mappings reference." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both are config/loading issues, but one is trust_remote_code field loss and the other is missing model_type in a model config." + "reason": "Different config-loading bugs: missing fields from trusted remote config vs unrecognized model missing model_type." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI test failure in GraniteSpeech is unrelated to Phi-4 multimodal model loading." + "reason": "A CI test flake in GraniteSpeech is not the same as a runtime model-loading failure." }, { "left": "issue:27957", "right": "issue:35141", "accept": false, - "reason": "Flash Attention support and token-embedding resize reinitialization are different features and bugs." + "reason": "Unrelated: FlashAttention2 support vs embedding reinitialization after resize_token_embeddings." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Packaging dependency omission and a generic dependency issue are not the same underlying defect." + "reason": "Packaging dependency issue from pip extras is not the same as a generic transformers dependency problem." }, { "left": "issue:46082", "right": "issue:46121", "accept": false, - "reason": "Llama head_dim validation and rope-parameter conversion type handling are different code paths." + "reason": "Different validation paths: LlamaConfig head_dim checks vs rope-param dict conversion from JSON-loaded lists." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different symbols and different export problems." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { "left": "issue:42796", "right": "issue:44521", "accept": false, - "reason": "Tokenizer BPE-marker handling and multimodal assistant-mask generation are unrelated." + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_masks being all zeros." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Missing exports for different names in different modules; not a duplicate bug." + "reason": "Both are import errors, but they are for different names and unrelated code paths." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to embedding resizing initialization." + "reason": "Trainer broadcast NoneType and embedding reinitialization are unrelated bugs." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Weight tying in a model class and incorrect checkpoint saving are separate regressions." + "reason": "Different model-specific regressions: untied lm_head weights vs incorrect save_pretrained checkpoint output." }, { "left": "issue:44295", "right": "issue:46506", "accept": false, - "reason": "Position_ids buffer access and CPU/CUDA divergence in PPDocLayoutV3 are different issues." + "reason": "A position_ids buffer access error is not the same as CPU/CUDA result divergence in PPDocLayoutV3." }, { "left": "issue:41950", "right": "issue:44016", "accept": false, - "reason": "Pipeline processor lookup vs notebook syntax error; no common bug." + "reason": "Pipeline image-processor lookup bug and notebook syntax error are unrelated." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and stale auto_mappings entries are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings references." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "Placeholder text issue and fbank feature extraction bug do not match." + "reason": "The first report is too vague to match the specific _torch_extract_fbank_features() bug." }, { "left": "issue:43673", "right": "issue:46424", "accept": false, - "reason": "Both mention cache, but one is missing cache in generation and the other is max_cache_length semantics." + "reason": "Both mention cache config, but one is chunked_prefill cache availability and the other is max_cache_length honoring for quantized cache only." }, { "left": "issue:43582", "right": "issue:46932", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Gemma4 quantized embedder dtype casting are unrelated." + "reason": "AppleSilicon allocator warmup failure and Gemma4 quantized embedder casting are different issues." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility and a specific model-loading failure are not the same bug." + "reason": "Python version compatibility and a specific model-loading regression are not the same underlying bug." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor/tokenizer regression and t5gemma resize_token_embeddings behavior are different code paths." + "reason": "Processor/tokenizer regression and t5gemma decoder embedding resize behavior are different code paths." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error is unrelated to feature extraction behavior." + "reason": "Notebook syntax error is unrelated to the fbank feature extraction bug." }, { "left": "issue:45083", "right": "issue:46506", "accept": false, - "reason": "Qwen3 Omni MoE feature-length helper behavior and PPDocLayoutV3 CPU/CUDA divergence are different bugs." + "reason": "Different problems: qwen3_omni_moe feature-length helper behavior vs device-dependent output mismatch in PPDocLayoutV3." } ] }, @@ -12354,12 +12330,12 @@ "issue:44351|issue:45278", "issue:42796|issue:43650" ], - "prepared_review_unit_hash": "a41a1c8ae2a62a74466d4d7e416ce271a952f422c1d02278617ef93ec52b9a5e", + "prepared_review_unit_hash": "37282c31f369fd32cb1757a358eee7367b6085203566859ed9cdca80d89c2f66", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -12367,7 +12343,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36345, + "serialized_chars": 36347, "estimated_input_tokens": 9087, "estimated_eval_tokens": 18430 }, @@ -12376,186 +12352,150 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very loose: the items span unrelated regressions across tokenizers, multimodal configs, cache/generation, flash-attention, docs, and import/export issues. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.89, + "summary": "This set is mostly heterogeneous: the soft pairs share broad themes like model loading, config, or flash attention, but not the same concrete bug/change. I would reject every soft edge and treat these as separate issues.", + "confidence": 0.71, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:44521 is the strongest standalone issue to anchor on if one must pick a representative: it is a concrete, reproducible multimodal `apply_chat_template` regression with discussion and inbound references, and it targets a specific code path rather than a vague symptom.", + "best_issue_reason": "issue:44521 is the strongest standalone representative because it is open, has the most inbound references, and describes a clearly scoped multimodal chat-template bug; however, it is not a duplicate anchor for the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral/flash-attention-era failures, but one is about saving dequantized models and the other about runtime FlashAttention loading; different code paths and symptoms." + "reason": "Both involve Ministral, but one is about saving dequantized models and the other is a FlashAttention runtime failure; different code paths and symptoms." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compile failure and the other is a bad version check for an AuxRequest import; not the same bug." + "reason": "Both are flex_attention-related, but one is a torch>=2.9 compiled-kernel failure and the other is a version-check bug for AuxRequest import; not the same fix." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction and TextClassificationPipeline docs behavior are unrelated subsystems." + "reason": "Unrelated areas: BeitImageProcessorFast label reduction vs TextClassificationPipeline docs/behavior wording." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A Python-version incompatibility is not the same as a generic dependency issue; too broad to treat as one bug." + "reason": "One is a specific Python version incompatibility, the other is a vague dependency issue; no shared underlying bug is evident." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are distinct training/eval semantics bugs." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are separate training/runtime issues." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are multimodal config issues, but they affect different model families and different missing/default fields." + "reason": "Both are config bugs, but they affect different multimodal model families and different fields/defaults." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config loading and PIL-backend torchvision requirements are unrelated failures." + "reason": "A model-type registration/import problem is unrelated to PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache handling and stray ANSI codes in loading reports have no shared underlying cause." + "reason": "Generation cache handling and ANSI output formatting are unrelated." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Pipeline docs mismatch vs model config import failure; no common code path." + "reason": "Docs drift for text classification is not the same bug as unrecognized model loading for OLMo." }, { "left": "issue:44792", "right": "issue:46424", "accept": false, - "reason": "A Janus test failure and cache max-length semantics are different problems in different areas." + "reason": "A failing janus image-generation test and cache length semantics are different issues." }, { "left": "issue:44016", "right": "issue:44062", "accept": false, - "reason": "Notebook syntax error and AddedToken constructor argument collision are unrelated." + "reason": "Notebook syntax error and AddedToken keyword-argument conflict are unrelated failures." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "One is an unrecognized model/config.json problem; the other is from_config not unwrapping text_config for composite Qwen multimodal configs." + "reason": "Both concern model/config loading, but one is a missing model_type recognition and the other is AutoModelForCausalLM unwrap logic for composite Qwen configs." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing public import for Qwen2_5_VLForConditionalGeneration is not the same as a non-existent image_utils import." + "reason": "Both are import errors, but they concern different symbols and modules with no shared root cause." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral RC failure and the other is an s_aux=None AttributeError for sink-less models; different concrete bugs." + "reason": "Both mention flash attention/Ministral-adjacent code, but the concrete failures differ: a model-specific FA crash vs a sink-less-model AttributeError on s_aux=None." }, { "left": "issue:46123", "right": "issue:46369", "accept": false, - "reason": "Final-batch result dropping and model memory overflow are not the same issue." + "reason": "Partial-batch result dropping and sam3-litetext memory overflow are different pipeline/runtime problems." }, { "left": "issue:44327", "right": "issue:46752", "accept": false, - "reason": "QA top-k bounds handling and empty-list chat-template crashes are separate input-validation bugs." + "reason": "QA decode_spans top-k bounds error and empty apply_chat_template list crash are distinct edge cases." }, { "left": "issue:44521", "right": "issue:46693", "accept": false, - "reason": "assistant_masks being all zero and FA2 long-context performance regression are unrelated." + "reason": "One is multimodal chat-template assistant-mask generation; the other is a long-context FA2 performance regression." }, { "left": "issue:44279", "right": "issue:46515", "accept": false, - "reason": "General dependency issue and torch 2.4.1 incompatibility are too broad and not the same root cause." + "reason": "A generic transformers dependency issue and a torch-version incompatibility are not the same bug." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings not propagating to decoder embeddings and Whisper empty-transcription failure are distinct model behaviors." + "reason": "resize_token_embeddings behavior in t5gemma is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3VL loading regression and Qwen3.5 save_pretrained checkpoint corruption affect different APIs and failure modes." - }, - { - "left": "issue:44279", - "right": "issue:45405", - "accept": false, - "reason": "A dependency problem and an unreleased MIN_PEFT_VERSION bump are not duplicates." + "reason": "Both are regressions, but one is Qwen3VL loading and the other is save_pretrained checkpoint correctness; different code paths." }, { "left": "issue:46082", "right": "issue:46399", "accept": false, - "reason": "LlamaConfig head_dim validation and Qwen3.5 apply_rotary_pos_emb registration are different model/config bugs." - }, - { - "left": "issue:43295", - "right": "issue:44779", - "accept": false, - "reason": "Processor/tokenizer API regression with images vs Deepseek tokenizer correctness regression; similar area, but not the same defect." - }, - { - "left": "issue:44075", - "right": "issue:44368", - "accept": false, - "reason": "SGD args being ignored and a tie_word_embeddings warning are unrelated." - }, - { - "left": "issue:39692", - "right": "issue:43901", - "accept": false, - "reason": "SigLIP2 docs example errors and text-classification docs drift are separate documentation issues." - }, - { - "left": "issue:43976", - "right": "issue:45405", - "accept": false, - "reason": "Python-version incompatibility and unreleased PEFT version requirement are different environment/dependency problems." - }, - { - "left": "issue:43577", - "right": "issue:45216", - "accept": false, - "reason": "BLIP2 dtype propagation and Qwen3.5 save_pretrained correctness are unrelated model-specific regressions." + "reason": "LlamaConfig validation and Qwen3.5 kernel registration failure are unrelated." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Missing HybridCache export and broad import errors after upgrade are not the same specific bug." + "reason": "The broad import-errors report may include many symptoms, but it is not the same specific missing HybridCache export." }, { "left": "issue:42796", "right": "issue:43650", "accept": false, - "reason": "Tokenizer BPE-marker handling and an empty, non-descriptive issue are unrelated." + "reason": "Tokenizer BPE marker handling and a placeholder 'ADD THE DATA' issue are clearly unrelated." } ] }, @@ -12656,12 +12596,12 @@ "issue:45859|issue:46851", "issue:42175|issue:43976" ], - "prepared_review_unit_hash": "203a5a052bcce4a255eeaacbf8148778187a563d2b527823a0545d5560ac2c93", + "prepared_review_unit_hash": "398f3109952cbe80b7f854583785eb205781feaa709f5850dd4dd13e59186d16", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -12669,7 +12609,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 26, - "serialized_chars": 35649, + "serialized_chars": 35651, "estimated_input_tokens": 8913, "estimated_eval_tokens": 18082 }, @@ -12678,168 +12618,168 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated Transformers issues with only loose topical overlap (loading, tokenizers, config defaults, quantization, DeepSpeed). None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.44, - "canonical_issue_reason": "Issue 45020 is the broadest representative of the cluster\u2019s dominant theme: recent-version regressions that break model loading/usage. It\u2019s still not a duplicate of the narrower reports, but it best summarizes the cluster.", + "summary": "This is not a duplicate cluster: the issues span unrelated topics (tokenizers, model loading, configs, quantization, DeepSpeed, docs, CI, and runtime compatibility). The soft pairs only share broad subsystem vocabulary, not the same underlying bug or change, so none should be merged.", + "confidence": 0.99, + "canonical_issue_reason": "No real duplicate center emerges; if a representative is needed, issue 44261 is the most concrete and discussion-rich, but it does not match the rest of the set.", "canonical_pr_reason": null, - "best_issue_reason": "45020 is the best single issue to anchor the cluster because it captures the widest user-facing regression pattern without being overly narrow to one model family.", + "best_issue_reason": "Issue 44261 is the strongest standalone report by specificity and discussion activity, but it is still not a good canonical for this heterogeneous cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:46082", "right": "issue:46512", "accept": false, - "reason": "Different bugs: LlamaConfig head_dim validation vs from_config(dtype=...) leaving config.dtype stale." + "reason": "Different bugs: LlamaConfig head_dim validation vs stale config.dtype after from_config(dtype=...)." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different model families and different failure modes (incorrect DeepSeek tokenization vs Granite IDs)." + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup is unrelated to remote_code model-loading breakage." + "reason": "Video-classification processor lookup vs remote_code model loading breakage are unrelated problems." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both concern Qwen models, but one is a load failure for Qwen3VL MoE models and the other is incorrect save_pretrained visual encoder keys." + "reason": "One is Qwen3VL MoE loading; the other is Qwen3.5 visual key serialization. Same family, different bug." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied lm_head weights and resize_token_embeddings not updating Gemma4 embeddings are separate issues." + "reason": "Both involve model weights, but one is save/serialization inconsistency and the other is resize_token_embeddings not propagating." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are loading failures, but for different models and causes; not the same underlying defect." + "reason": "Different models and failures: Qwen3VL load breakage vs GLM-4.7-Flash unit-test loading issue." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss behavior; no shared underlying bug." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Processor selection bug vs Gemma4 device mismatch during forward are unrelated." + "reason": "Pipeline processor selection and Gemma4 device mismatch are unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Missing load-balancing loss and missing mm_token_type_ids default are different model-training/config bugs." + "reason": "Both are MoE/multimodal training issues, but they concern different architectures and different missing-loss/input-handling bugs." }, { "left": "issue:43650", "right": "issue:46209", "accept": false, - "reason": "No meaningful overlap; one is a vague data request, the other is an FP8 inference hardware issue." + "reason": "Placeholder data request vs FP8 inference failure on B200 are unrelated." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Both involve tokenizers, but one is save_pretrained metadata mismatch while the other ignores tokenizer.json on load." + "reason": "Tokenizer save metadata mismatch vs AutoTokenizer ignoring tokenizer.json are adjacent but distinct save/load bugs." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Compiled flex_attention on torch 2.9 and tensorboard/TensorFlow backend installation are unrelated." + "reason": "Compiled flex_attention on torch 2.9 vs missing TensorFlow backend error from tensorboard install are unrelated." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Both are config-related, but they affect different models and different fields/defaults." + "reason": "Different config classes and failures: default sub-config init vs missing pad_token_id." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument handling are unrelated." + "reason": "Notebook syntax error is unrelated to init_empty_weights unexpected-argument loading failure." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "Tokenizer AttributeError vs D-FINE auxiliary-loss behavior are unrelated." + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss omission are unrelated." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Mistral tokenizer regex patch crash and list_repo_files revision forwarding are separate code paths." + "reason": "Tokenizer regex crash vs repository file listing not forwarding revision; completely different code paths." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "Both mention DeepSpeed/optimization, but one is OOM with Adafactor and the other is double optimizer stepping." + "reason": "Both mention DeepSpeed/optimizer behavior, but OOM with Adafactor and double optimizer.step are different bugs." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "FlashAttention failure for Ministral-3 and long-OCR index error in Kosmos2.5 are unrelated." + "reason": "FlashAttention failure for Ministral-3 vs OCR index error in Kosmos2.5; no shared underlying defect." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized device_map loading/offload failure are different bugs." + "reason": "Saving quantized models and loading dequantized models with device_map=auto are different save/load problems." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "processor.save_pretrained missing files and slower filtering after upgrade are unrelated." + "reason": "Processor.save_pretrained missing files vs performance regression after upgrade are unrelated." }, { "left": "issue:44336", "right": "issue:46851", "accept": false, - "reason": "ANSI-code logging issue and Qwen3.5 variable-length position_ids bug are unrelated." + "reason": "ANSI color output in loading_report vs variable-length position_ids bug are unrelated." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA layernorm epsilon precision issue and torch.split return values in GlmMoeDsaIndexer are different defects." + "reason": "Precision mismatch from missing rms_norm_eps vs torch.split return handling in GlmMoeDsaIndexer are different issues." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring future-annotations crash and Gemma4 processor ImportError are unrelated." + "reason": "Auto-docstring annotation handling vs mistral_common import failure in Gemma 4 loading are unrelated." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Both are repo hygiene/CI issues, but they concern different files and failure modes." + "reason": "Both are CI/maintenance issues, but one is stale mappings and the other is leftover dummy classes." }, { "left": "issue:45859", "right": "issue:46851", "accept": false, - "reason": "Both are Qwen3.5-related, but one is CPU-offload rotary embedding compatibility and the other is variable-length position_ids handling." + "reason": "Qwen3.5 CPU-offload rotary embedding issue vs variable-length position_ids bug are different failures." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Backend packaging for torch extras and Python version incompatibility are unrelated." + "reason": "Backend dependency packaging and Python-version compatibility are unrelated." } ] }, @@ -12858,8 +12798,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -12948,7 +12888,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -13163,8 +13103,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -13252,7 +13192,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -13461,8 +13401,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -13549,7 +13489,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -13829,12 +13769,12 @@ "issue:41628|issue:44933", "issue:45230|issue:45397" ], - "prepared_review_unit_hash": "bb67d9011e3283ee79ac0e9993cd2010628790010ec2517b751e7846e5246b02", + "prepared_review_unit_hash": "a70c540094aa6ce69df566f0e441080d2cc131800a028aec2b2a37ecb68dbca0", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -13842,7 +13782,7 @@ "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35474, + "serialized_chars": 35476, "estimated_input_tokens": 8869, "estimated_eval_tokens": 17994 }, @@ -13851,187 +13791,190 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of mostly unrelated Transformers issues: model-specific regressions, config/load failures, cache bugs, tokenizer/processor save problems, and a few compile/generation edge cases. The soft similarities are mostly superficial, so none of the proposed pairs should be merged as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43646 is the broadest, most central regression report in the set ('Transformers 5.0.0 breaks custom model initialization') and is the best anchor for nearby v5-related breakage reports.", + "summary": "This cluster is mostly a loose set of unrelated Transformers regressions, not a single duplicate family. Only a couple of pairs look like true same-bug matches; most are broader \u201csame subsystem\u201d but different concrete failures and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43646 is the best umbrella-style issue here because it is the broadest, most central v5 regression report and could naturally subsume closely related model-initialization breakages. The rest are more specialized and not true duplicates of one another.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the clearest representative issue: it is specific enough to describe a concrete failure mode, but broad enough to sit near several other version-5 regression reports.", + "best_issue_reason": "Issue 43646 is the most useful canonical issue for triage: it describes a clear, user-facing Transformers v5 breakage with broad scope, unlike the more narrow model-specific or API-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "Different bugs: stale indexer cache on a second forward pass vs Gemma 4 mm_token_type_ids defaulting for text-only fine-tuning." + "reason": "Different bugs: stale indexer cache on second forward pass vs Gemma 4 multimodal token-type handling." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Different failure modes and components: Qwen3-VL weight-shape mismatch on load vs a config warning about tie_word_embeddings in Qwen3.5 LoRA." + "reason": "Unrelated failures: Qwen3-VL weight-shape mismatch vs a warning about tie_word_embeddings during LoRA fine-tuning." }, { "left": "issue:44188", "right": "issue:46202", "accept": false, - "reason": "One is a torch.compile attention-kernel divergence issue; the other is a Gemma pipeline roundtrip/tokenization problem. Not the same bug." + "reason": "Different code paths: torch.compile attention-kernel divergence vs Gemma pipeline roundtrip behavior." }, { "left": "issue:44483", "right": "issue:46202", "accept": false, - "reason": "API request acceptance regression in /v1/chat/completions is unrelated to a Gemma pipeline roundtrip failure on a special token." + "reason": "API endpoint rejection and tokenizer/pipeline roundtrip are not the same underlying bug." }, { "left": "issue:43906", "right": "issue:46202", "accept": false, - "reason": "An isolated reproduction of another issue is not enough here; the concrete bug differs from the Gemma roundtrip problem." + "reason": "Isolated reproduction of another issue is not the same as a Gemma pipeline roundtrip failure." }, { "left": "issue:45987", "right": "issue:46082", "accept": false, - "reason": "Both are config/cache related, but one is a StaticCache return-type contract bug and the other is LlamaConfig rejecting explicit head_dim." + "reason": "Cache length contract bug vs LlamaConfig validation; unrelated symptoms and fixes." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Second-forward stale cache crash vs flash_attention.py crashing on s_aux=None; different code paths and root causes." + "reason": "Second-forward stale cache/indexer bug is unrelated to flash_attention s_aux=None handling." }, { "left": "issue:44188", "right": "issue:46421", "accept": false, - "reason": "Both mention compile/cache behavior, but one is kernel divergence under torch.compile and the other is spurious recompilation from lazy cache init." + "reason": "Both mention cache/compile concerns, but the concrete failures differ: kernel branching vs spurious recompilation from lazy cache init." }, { "left": "issue:45685", "right": "issue:46431", "accept": false, - "reason": "MPS histogram not implemented for Int is unrelated to apply_chat_template failing because a processor has no chat template." + "reason": "MPS histogram error and missing chat template are unrelated." }, { "left": "issue:45103", "right": "issue:46858", "accept": false, - "reason": "auto_docstring annotations AttributeError is a documentation/introspection bug, while the other is a cache.get_seq_length device-tensor arithmetic bug." + "reason": "Docstring annotation crash is unrelated to cache.get_seq_length() returning a device tensor." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files; different artifacts and failure points." + "reason": "Both involve save_pretrained, but tokenizer config mismatch and processor file omission are different bugs." }, { "left": "issue:43065", "right": "issue:46123", "accept": false, - "reason": "Sam3PixelDecoder dummy Conv2d is unrelated to MaskGenerationPipeline dropping a final partial batch." + "reason": "Sam3PixelDecoder dummy Conv2d and partial-batch MaskGenerationPipeline behavior are unrelated." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer AttributeError on tasks is not the same as a performance regression after upgrading Transformers." + "reason": "Tokenizer AttributeError vs a severe throughput regression after upgrade; not the same issue." }, { "left": "issue:43994", "right": "issue:46726", "accept": false, - "reason": "Nonsensical AutoModel/pipeline outputs for SigLIP2 are different from AutoProcessor rejecting a missing vision backend." + "reason": "Siglip2 wrong outputs and AutoProcessor backend-missing import error are different problems." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "A throughput regression after upgrade is unrelated to optimizer.step being called twice under deepspeed." + "reason": "Performance slowdown after upgrade is not the same as deepspeed double optimizer steps." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "resume_from_checkpoint key mismatch is a checkpointing bug, not the same as the filtering slowdown report." + "reason": "Checkpoint key mismatch and runtime slowdown are unrelated." }, { "left": "issue:44871", "right": "issue:46132", "accept": false, - "reason": "Gemma eos_token_id inconsistency and AttentionInterface.register changing registered-function behavior are separate issues." + "reason": "Gemma eos_token_id config inconsistency has nothing to do with AttentionInterface.register behavior changes." }, { "left": "issue:44623", "right": "issue:45656", "accept": false, - "reason": "processor.save_pretrained missing files does not match a duplicated optimizer step under deepspeed." + "reason": "Processor save_pretrained file emission bug is unrelated to deepspeed optimizer stepping twice." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Both are broad regressions, but they affect different model families and different mechanisms; not the same underlying bug." + "reason": "Broad v5 custom-init regression and ESM2-specific breakage are too different to merge." }, { "left": "issue:43441", "right": "issue:46752", "accept": false, - "reason": "Ministral FlashAttention failure and empty-list apply_chat_template IndexError are unrelated." + "reason": "FlashAttention failure for Ministral-3 and empty-chat-template IndexError are unrelated." }, { "left": "issue:45375", "right": "issue:45478", - "accept": false, - "reason": "Missing deepstack_visual_indexes in config is a specific config-field omission; Qwen3.5 Moe from_pretrained error is a different load-time regression." + "accept": true, + "reason": "These look like the same Qwen3.5-MoE config-loading regression: one report says a field is dropped by strict config handling, the other surfaces as from_pretrained failure on v5.4.0." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure vs GGUF loading failure are opposite directions and different code paths." + "reason": "Quantized model saving failure and GGUF loading failure are different stages and different code paths." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Missing fpn_position_embeddings in Sam3 output and AutoConfig trust_remote_code field loss are both about missing fields, but they are different subsystems and bugs." + "reason": "SAM3 video output attribute error is unrelated to trust_remote_code returning incomplete AutoConfig fields." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwargs update after sync_gpus and missing GenerationMixin cache during chunked_prefill are distinct generation bugs." + "reason": "Both concern generation/cache internals, but one is sync_gpus _update_model_kwargs behavior and the other is chunked_prefill cache absence." }, { "left": "issue:44188", "right": "issue:46851", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to Qwen3.5 variable-length position_ids behavior." + "reason": "torch.compile attention-kernel branching is unrelated to Qwen3.5 variable-length position_ids handling." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "Missing PyTorch ImportError is an environment/dependency issue, while Sentence Transformers getting stuck loading is a runtime hang." + "reason": "Missing PyTorch ImportError is not the same as Sentence Transformers hanging during load." }, { "left": "issue:41628", "right": "issue:44933", - "accept": false, - "reason": "Cannot import AutoImageProcessor and a non-existent import from image_utils are similar only at a very broad import level; not the same symbol or failure." + "accept": true, + "reason": "Both point to the same missing/nonexistent image-processor import/export problem: one reports the top-level import error, the other identifies the bad image_utils import." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report provides no evidence of the same problem as the gemma-4 zero3 from_pretrained regression." + "reason": "A vague bug report and Gemma-4 ZeRO-3 from_pretrained failure are not concrete duplicates." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet: it treats the set as mostly unrelated regressions and does not over-merge broad subsystem similarities into duplicates. The two accepted soft-edge pairs are plausible same-bug matches from their titles/body framing, and the rejected pairs are reasoned at a conservative level without overstating evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14043,8 +13986,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -14134,7 +14077,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -14358,8 +14301,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -14449,7 +14392,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -14757,12 +14700,12 @@ "issue:44295|issue:44623", "issue:46209|issue:46431" ], - "prepared_review_unit_hash": "c0cb5901b2fd434349179de0adda5ec57e7cc4ca00f0d619581ed39b91c2dd50", + "prepared_review_unit_hash": "b42a0a399ad94d414ebadf1a2fb9c87c310a87edb767ca70a468c7ffae9026b8", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -14770,7 +14713,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36674, + "serialized_chars": 36676, "estimated_input_tokens": 9169, "estimated_eval_tokens": 18594 }, @@ -14779,8 +14722,8 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs mostly reflect superficial lexical overlap (imports, save_pretrained, tokenization, config, etc.) but not the same underlying bug or change. I rejected all candidate edges and found no clear duplicate cluster among these issues.", - "confidence": 0.92, + "summary": "The cluster is highly heterogeneous: the suggested soft pairs span unrelated tokenizer, generation, modeling, packaging, and training issues. None look like the same underlying bug or change, so no soft edges should be accepted.", + "confidence": 0.89, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -14790,187 +14733,193 @@ "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different bugs: empty multi-label results vs local dataset loading." + "reason": "Different example scripts and failures: multi-label classification returns empty results vs local dataset loading in image classification." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Unrelated areas: MLflow reporting vs embedding reinitialization." + "reason": "MLflow reporting on failed training jobs is unrelated to post_init reinitializing output embeddings." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is FP8 MOE serialization and the other is tokenizer metadata mismatch." + "reason": "FP8 save_pretrained on MoE models is unrelated to tokenizer_class mismatches in tokenizer_config.json." }, { "left": "issue:45405", "right": "issue:45712", "accept": false, - "reason": "PEFT version requirement vs leftover dummy classes are unrelated." + "reason": "PEFT version gating is unrelated to leftover dummy classes leaking into imports and repo checks." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Import errors, but for different modules and root causes." + "reason": "transformers.onnx import failure and missing PyTorch for AutoModel are separate dependency/import problems." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Different Qwen3-MOE issues: tied-weights warning vs missing tensor-parallel plan." + "reason": "Both are Qwen/MoE related, but one is a tied-weights warning and the other is missing tensor-parallel plan support." }, { "left": "issue:44075", "right": "issue:46231", "accept": false, - "reason": "Optimizer runtime bug vs docstring typo only." + "reason": "Optimizer args not being used is not the same as a documentation parameter-name mismatch." }, { "left": "issue:44933", "right": "issue:45712", "accept": false, - "reason": "Missing image_utils import vs dummy class cleanup are not the same bug." + "reason": "Nonexistent image_utils import and dummy_pt_objects leftovers are different import hygiene issues." }, { "left": "issue:44360", "right": "issue:46762", "accept": false, - "reason": "DSA indexer design discussion vs Minimax attention numerical mismatch." + "reason": "A missing ReLU in one DSA indexer path is unrelated to numerical differences in a different attention implementation." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression vs processor save_pretrained file omission." + "reason": "FP8 accuracy problems do not match missing files from processor.save_pretrained." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save_pretrained metadata bug is unrelated to optimizer stepping twice." + "reason": "Tokenizer save metadata mismatch is unrelated to optimizer.step being called twice under deepspeed." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "Different serialization failures in different components." + "reason": "MoE FP8 save_pretrained behavior is different from processor save_pretrained file omissions." }, { "left": "issue:42796", "right": "issue:43723", "accept": false, - "reason": "Tokenizer BPE-marker handling vs tokenizer loading error are different bugs." + "reason": "Tokenizer BPE marker handling in a specific tokenizer is different from AutoTokenizer loading/import behavior." }, { "left": "issue:44448", "right": "issue:46132", "accept": false, - "reason": "Model output regression vs AttentionInterface registration behavior change." + "reason": "Pegasus output drift across versions is unrelated to AttentionInterface.register changing registered function behavior." }, { "left": "issue:45245", "right": "issue:46132", "accept": false, - "reason": "Category-cardinality runtime error is unrelated to attention registration." + "reason": "Category-count limit in an embedding/encoding path is unrelated to attention registration behavior." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "Config default initialization bug vs non-persistent buffer corruption." + "reason": "Default sub-config initialization and non-persistent buffer junk are different initialization bugs." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Both are import failures, but for different symbols and packages." + "reason": "Both are import errors, but for different symbols and different packages." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring issue vs RoPE implementation bug." + "reason": "Docstring mismatch for position_ids is unrelated to GLM-5 RoPE implementation correctness." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch vs Qwen3.5 MoE from_pretrained failure." + "reason": "Tokenizer class metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:46132", "right": "issue:46710", "accept": false, - "reason": "Function registration semantics vs downstream accuracy regression." + "reason": "AttentionInterface.register semantics and an accuracy regression after version upgrade are not the same concrete bug." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig typing regression vs LlamaConfig head_dim validation." + "reason": "PretrainedConfig type checking regression is unrelated to LlamaConfig rejecting explicit head_dim." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MOE save_pretrained bug vs shard-size default question." + "reason": "FP8 MoE save_pretrained and the default max_shard_size are different save_pretrained concerns." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading issue vs flash-attention generation bug." + "reason": "AutoTokenizer loading failure is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:46614", "right": "issue:46932", "accept": false, - "reason": "Stale phonemizer backend state vs Gemma4 quantized-embedder dtype casting." + "reason": "Stale phonemizer language state has nothing to do with Gemma4 quantized vision/audio dtype casting." }, { "left": "issue:43122", "right": "issue:46209", "accept": false, - "reason": "Tokenization change regression vs FP8 inference failure on B200." + "reason": "Tokenizer output changes across versions are unrelated to FP8 inference failure on B200 GPUs." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "Moe indexer split bug vs remote-code meta-init incompatibility." + "reason": "torch.split return handling in a DSA indexer is unrelated to remote-code checkpoint meta-init incompatibility." }, { "left": "issue:44190", "right": "issue:46082", "accept": false, - "reason": "Local dataset loading vs LlamaConfig head_dim validation are unrelated." + "reason": "Image classification dataset loading and LlamaConfig head_dim validation are different subsystems and bugs." }, { "left": "issue:43232", "right": "issue:46424", "accept": false, - "reason": "Generation kwargs update bug vs cache length config behavior." + "reason": "Generation kwargs sync behavior is unrelated to cache max length handling." }, { "left": "issue:43232", "right": "issue:45834", "accept": false, - "reason": "Generation-path bug vs OCR input index error." + "reason": "Generation sync_gpus logic and Kosmos2.5 OCR long-input indexing are unrelated code paths." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Position_ids buffer access bug vs processor save_pretrained missing files." + "reason": "Buffer registration/readback issues are different from processor.save_pretrained missing artifacts." }, { "left": "issue:46209", "right": "issue:46431", "accept": false, - "reason": "FP8 hardware inference failure vs chat template availability error." + "reason": "FP8 inference failure on B200 is unrelated to missing chat template support in a processor." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/readback issues are different from processor.save_pretrained missing artifacts." } ] }, @@ -14989,8 +14938,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -15083,7 +15032,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -15322,8 +15271,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -15415,7 +15364,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -15732,12 +15681,12 @@ "issue:43066|issue:46710", "issue:28348|issue:46640" ], - "prepared_review_unit_hash": "4d15b3afd81aced0e4a69632556fa9a3a782a32b88279725c4c19ad7a9ca5f47", + "prepared_review_unit_hash": "07af1d52db917d9eb73b127ae4139ccf673f692379d6f18e4580d12d760606a3", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -15754,174 +15703,180 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very loose: the items span unrelated import errors, model regressions, tokenizer behavior changes, docs bugs, and training/inference issues. I found no true duplicate pair among the soft edges, so I rejected all of them.", - "confidence": 0.27, - "canonical_issue_reason": "Best umbrella representative is issue:45278 because it is a broad upgrade/regression report about widespread import failures, making it the most general issue in the set.", + "summary": "These items are only loosely related by Transformers/v5 regression language. They span distinct bugs, features, model families, and documentation issues, so I would not deduplicate any of the soft pairs.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45278 is the broadest, most representative complaint in the set: a v5 upgrade causing multiple import failures. It is the closest fit for the small import-regression subset, even though the cluster as a whole is not a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best single issue to stand in for the cluster because it is broad and regression-oriented, though it still does not match the many model-specific bugs here.", + "best_issue_reason": "Issue 45278 is the best single representative because it captures the widest, most central failure mode among these issues: widespread import breakage after a version upgrade.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Different failures: tensor-parallel training bug vs. run_classification.py empty multi-label outputs." + "reason": "Different problems: tensor-parallel training instability vs an example script returning empty multi-label results." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Different code paths: dtype change between train/eval vs. incorrect pipeline-parallel LLM output." + "reason": "One is an eval dtype drift issue; the other is incorrect output under pipeline parallelism. Different code paths and symptoms." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Unrelated problems: optional TF backend packaging vs. Python 3.14 import/load failure." + "reason": "Both are environment/version-related, but one is backend selection in extras install and the other is Python 3.14 load failure. Not the same bug." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "No shared underlying bug: missing transformers.onnx module vs. LayoutLMv3 error-message clarity." + "reason": "Unrelated: missing transformers.onnx module import vs unclear LayoutLMv3 validation error messaging." }, { "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different model behaviors: SigLIP2 HF/JAX discrepancy vs. Qwen3.5 infinite loop on one image." + "reason": "Different model families and failures: SigLIP2 implementation mismatch vs Qwen3_5 looping on a specific image." }, { "left": "issue:46231", "right": "issue:46877", "accept": false, - "reason": "Docs mismatch in one case, import-time stdout logging in the other; not the same bug." + "reason": "Both are doc-related, but one is a parameter name mismatch and the other is import-time stdout logging. Different issues." }, { "left": "issue:44188", "right": "issue:46328", "accept": false, - "reason": "Different concerns: torch.compile attention branching vs. padding performance overhead." + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance regression." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Same model family but different issues: invalid GenerationConfig vs. RoPE implementation discussion." + "reason": "Same model family, but one is invalid GenerationConfig validation and the other is a RoPE implementation discussion. Not the same concrete bug." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Both involve imports, but one is a specific missing symbol and the other is a broad post-upgrade import failure report." + "reason": "Both mention import problems after v5, but 38617 is one specific missing symbol while 45278 is a broader upgrade fallout. Too coarse to merge." }, { "left": "issue:42898", "right": "issue:46614", "accept": false, - "reason": "Tokenizer cleanup behavior change vs. stale espeak backend state; not the same defect." + "reason": "Tokenizer cleanup behavior change is unrelated to stale phonemizer backend state." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both tokenizer-related, but one is decoder type regression and the other is DeepSeek output correctness." + "reason": "Both involve tokenizers, but one is decoder type selection and the other is DeepSeek tokenization correctness. Different bugs." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5/Qwen3-VL-Moe, but the concrete failures are different from_pretrained/load paths." + "reason": "Both involve Qwen/MoE loading, but they target different models and error modes. Not clearly one underlying defect." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Model loading with base_model_prefix vs. NaNs in classification heads are unrelated bugs." + "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Different compatibility checks: Python version support vs. PyTorch version gating for AuxRequest." + "reason": "Separate version-check problems: Python support regression vs incorrect PyTorch version gating for an import." }, { "left": "issue:44355", "right": "issue:46231", "accept": false, - "reason": "Compiled-file execution errors and a doc parameter-name typo are unrelated." + "reason": "Compiled Python file errors are unrelated to a documentation parameter typo." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Classification script output bug vs. SigLIP2 implementation discrepancy; different models and symptoms." + "reason": "An example script classification bug and a SigLIP2 implementation discrepancy are unrelated." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM threads vs. dtype mismatch in inference; no shared code-path bug." + "reason": "VRAM leakage in multi-threaded use is different from bf16 dtype mismatches in inference." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Same model area, but save_pretrained key serialization and from_pretrained load failure are different issues." + "reason": "Both concern Qwen3.5/Moe, but one is save_pretrained key serialization and the other is from_pretrained loading failure. Different code paths." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "num_labels propagation bug vs. NaNs after checkout/init are not the same failure." + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 API guidance and a missing image-processor method are unrelated." + "reason": "TF32 API guidance is unrelated to a missing multimodal helper method in GLM46V image processing." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extraction length helper behavior vs. PyTorch version check bug are different problems." + "reason": "A feature-extraction length helper issue is unrelated to a PyTorch version guard bug." }, { "left": "issue:44610", "right": "issue:46909", "accept": false, - "reason": "Processor/model input-size mismatch vs. broken documentation example; not duplicates." + "reason": "Processor image-size mismatch is unrelated to a broken documentation example." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "Missing embedding weights in from_pretrained vs. cached_file kwargs forwarding are different code paths." + "reason": "Missing weight loading in UMT5Encoder is unrelated to AutoProcessor not forwarding kwargs to cached_file." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer argument handling vs. trainer.evaluate after train are unrelated training issues." + "reason": "Optimizer argument handling and trainer.evaluate() failure are different bugs." }, { "left": "issue:43618", "right": "issue:46829", "accept": false, - "reason": "Both are output-field regressions, but for different model/output classes and different concrete symptoms." + "reason": "Both are output-field bugs, but they affect different models and different fields; not the same concrete issue." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Empty multi-label classification outputs vs. pipeline task-support error message; different bugs." + "reason": "A classification example bug is unrelated to an incorrect pipeline error message about translation support." }, { - "left": "issue:28348", - "right": "issue:46640", - "accept": false, - "reason": "A feature request for GPT2 flash-attention support is not the same as a generic Flash Attention 2 issue." + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to a DeepSeek accuracy regression." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "A feature request for GPT2 flash-attn support is not the same as a generic flash-attention bug report." } ] }, @@ -15940,8 +15895,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -16031,7 +15986,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -16252,8 +16207,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -16342,7 +16297,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -16563,8 +16518,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -16655,7 +16610,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -16882,8 +16837,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -16975,7 +16930,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -17296,12 +17251,12 @@ "issue:44938|issue:45071", "issue:44355|issue:44855" ], - "prepared_review_unit_hash": "078a2003e8932f306759f2b821572a847a6705248815d1cd232122ae184b349c", + "prepared_review_unit_hash": "d54fa8e69451be0513084517c896751364a637de0ee4cb304640f23793da8709", "component_budget": { "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -17309,7 +17264,7 @@ "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36913, + "serialized_chars": 36915, "estimated_input_tokens": 9229, "estimated_eval_tokens": 18714 }, @@ -17318,204 +17273,213 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab-bag of distinct Transformers regressions and feature bugs; none of the soft pairs are close enough to treat as duplicates. The best representative issue is the broad upgrade-regression report about widespread import failures.", - "confidence": 0.43, - "canonical_issue_reason": "issue:45278 is the broadest, most umbrella-like report in the set: it describes multiple import errors after upgrading from 4.57.0 to 5.5.0, which makes it a reasonable cluster anchor for version-regression/import-failure discussions.", + "summary": "No pair is confirmed as a duplicate from the packet alone. The CLIP pair is the strongest-looking soft match, but the evidence is still too thin and explicitly non-deterministic, so it should be treated as unconfirmed rather than accepted.", + "confidence": 0.67, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best standalone issue to represent the cluster because it is the most general and highest-level regression report among otherwise mostly narrow, model-specific bugs.", + "best_issue_reason": "issue:43618 is the strongest representative issue candidate among the soft matches, but only as a tentative triage target; the CLIP pair lacks enough evidence to call it a confirmed duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "Same general Qwen/MoE area, but one is a loading regression and the other is fp8 inference support; different concrete bugs." + "reason": "Related model family, but one is a Qwen3-VL-Moe regression and the other is fp8 inference support; different underlying bugs." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but they target different models and different implementations; not the same underlying defect." + "reason": "Both mention RoPE, but they target different model families and different defects." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but one is quantized model serialization and the other is Pipeline.save_pretrained; distinct code paths." + "reason": "Quantized model saving failure vs Pipeline.save_pretrained serialization; not the same code path." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP v5 regressions, but one is missing attentions and the other is missing hidden states; too different to merge as one bug." + "reason": "Title similarity is not enough here; the packet gives only soft similarity, no shared targets/files/diff, and explicitly marks this pair deterministic_accept=false." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Both are loading failures, but one is Qwen3VL-Moe-specific and the other is a sorted-state_dict issue; not the same bug." + "reason": "Both are loading problems, but they involve different models and different failure modes." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different symbols from different packages; unrelated failures." + "reason": "Different import failures involving different symbols/dependencies." }, { "left": "issue:44625", "right": "issue:46365", "accept": false, - "reason": "One is a Qwen3.5 config propagation bug; the other is an unrelated Trainer import issue caused by datasets." + "reason": "Qwen3.5 config propagation bug vs Trainer import failure due to datasets; unrelated." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Both are Gemma4 issues, but one is embedding resizing and the other is attention-mask construction; different problems." + "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is attention-mask construction." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Different subsystems and symptoms: Flash Attention support vs invalid GenerationConfig validation." + "reason": "Flash Attention support limitation vs GenerationConfig validation error; different problems." }, { "left": "issue:44355", "right": "issue:46877", "accept": false, - "reason": "One is compiled Python file import failures; the other is noisy auto-docstring diagnostics at import time." + "reason": "Compiled-file import errors vs doc-lint output at import time; different root causes." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "One is an API request-validation issue and the other is a chat-template crash with tool-call messages; not the same bug." + "reason": "Chat completions request validation and chat-template crash are different API paths." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Both are missing attributes, but they affect different model families and unrelated fields." + "reason": "Missing config attribute in Gemma3 vs missing vision-output attribute in SAM 3 Video; unrelated." }, { "left": "issue:43611", "right": "issue:44655", "accept": false, - "reason": "Model loading with base_model_prefix is unrelated to saving Pipeline objects." + "reason": "Base model prefix loading regression vs pipeline save_pretrained serialization; not the same bug." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline is not the same as Pipeline.save_pretrained failing." + "reason": "Documentation mismatch vs pipeline saving behavior; unrelated." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both are checkpoint/load regressions, but one is sorted state_dict loading and the other is Qwen3.5 save_pretrained corruption; too specific to conflate." + "reason": "Load error with sorted state_dict vs incorrect saved checkpoint in Qwen3.5; different failure modes." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are version/platform breakages, but they refer to different Python versions and different failure modes." + "reason": "Both are Python-version compatibility reports, but they point to different versions and likely different root causes." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "Missing vocab_size in Gemma3Config is unrelated to patchtsmixer post_init gating." + "reason": "Different missing-attribute/config-policy bugs in different models." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "Different Gemma/Qwen config bugs affecting different model behaviors; not duplicate." + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional-attention masking are unrelated." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 causal-mask behavior and LlamaConfig head_dim validation are unrelated issues." + "reason": "Both are Gemma4-related, but one is attention-mask logic and the other is head_dim validation." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "One is a CLIP output-field regression; the other is a Qwen3.5 save/load regression." + "reason": "CLIP output regression vs Qwen3.5 checkpoint-saving regression; unrelated." }, { "left": "issue:43208", "right": "issue:46829", "accept": false, - "reason": "xLSTM training bugs and VideoPrism output wiring are completely different code paths." + "reason": "xLSTM training bugs vs VideoPrism output-field mismatch; unrelated." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing-attribute bugs in different model configs." + "reason": "Different config attribute errors in different models." }, { "left": "issue:36683", "right": "issue:44625", "accept": false, - "reason": "Gemma3 missing vocab_size and Qwen3.5 num_labels propagation are separate config issues." + "reason": "Gemma3 missing vocab_size and Qwen3.5 num_labels propagation are different config bugs." }, { "left": "issue:29870", "right": "issue:36296", "accept": false, - "reason": "BART generate decoder_attention_mask bug is unrelated to tensor-parallel training state issues." + "reason": "BART generate() UnboundLocalError vs tensor-parallel training bug; unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Both are Qwen3.5-related loading issues, but one is missing embed_tokens.weight and the other is a from_pretrained error after 5.4.0; not clearly the same defect." + "reason": "UMT5 missing embedding weights and Qwen3.5 MoE from_pretrained regression are different loading issues." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "A distributed optimizer-state bug and a Cache strategy typo are unrelated." + "reason": "Optimizer state corruption vs cache-strategy typo; unrelated." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad behavior has nothing to do with import failures after upgrade." + "reason": "Cache update no_grad behavior vs many import errors after upgrade; unrelated." }, { "left": "issue:44075", "right": "issue:46365", "accept": false, - "reason": "Optimizer SGD args being ignored is unrelated to Trainer import failure." + "reason": "SGD args ignored vs Trainer import failing due to datasets; unrelated." }, { "left": "issue:44908", "right": "issue:46851", "accept": false, - "reason": "Scheduler kwargs being ignored and Qwen3.5 variable-length position_ids are different bugs." + "reason": "Scheduler kwargs bug vs variable-length position_ids bug; different code paths." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate() error and tokenizer-loading regression are unrelated." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Different regressions: Python 3.14 load failure vs PretrainedConfig type-checking breakage." + "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage are different issues." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Compiled-file import errors and torch.jit/script parsing under Python 3.13 are not the same bug." + "reason": "Compiled-file import errors and DebertaV2Model Python 3.13 parsing failure have different root causes." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly grounded, but it overstates the CLIP pair. The packet only shows title-level similarity and explicitly marks the 43618/43761 pair as deterministic_accept=false. That is not enough to confidently call it a duplicate, so the single accept verdict is too strong. The summary should stay more conservative and treat that pair as unconfirmed rather than the only duplicate." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -17528,8 +17492,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -17619,7 +17583,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -17846,8 +17810,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -17939,7 +17903,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -18178,8 +18142,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -18279,7 +18243,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -18560,8 +18524,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -18662,7 +18626,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -18949,8 +18913,8 @@ "review_unit_count": 61, "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-10000-502", "nodes": [ @@ -18978,7 +18942,7 @@ "node_count": 502, "item_count": 502, "soft_pair_count": 1842, - "serialized_chars": 956210, + "serialized_chars": 956212, "estimated_input_tokens": 239053, "estimated_eval_tokens": 478362 }, @@ -19073,8 +19037,8 @@ "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": [ @@ -19151,8 +19115,8 @@ "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": [ @@ -19233,7 +19197,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "4c4111f1809acee8990091fc9b6bcf251c6ff331438eb483e3e375ad2488cdb7", + "prepared_review_unit_hash": "b8095fd333047db99645a824f55e2442083845a5affe5539428964f13de1f82c", "component_budget": { "node_count": 2, "item_count": 2, @@ -19255,18 +19219,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature requests: one for Flash Attention 2 support across more architectures, the other for GGUF support across more architectures. They do not describe the same underlying bug or change.", - "confidence": 0.99, - "canonical_issue_reason": null, + "summary": "These are both broad community-contribution feature requests, but for different capabilities: Flash Attention 2 support vs GGUF support. They do not describe the same underlying change, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 26350 is a concrete feature request around adding Flash Attention 2 support for more architectures; it is specific and independently scoped.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 26350 is the more concrete of the two and has the narrower, architecture-focused request, making it a better representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different enhancement areas and code paths (Flash Attention 2 vs GGUF support); they are not duplicates." + "reason": "Different requested features and different underlying code paths: Flash Attention 2 support vs GGUF support. They are both community contribution requests, but not the same bug or change." } ] }, @@ -19285,8 +19249,8 @@ "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-27088-9", "nodes": [ @@ -19554,8 +19518,8 @@ "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-36718-19", "nodes": [ @@ -19907,8 +19871,8 @@ "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-38740-2", "nodes": [ @@ -19970,8 +19934,8 @@ "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": [ @@ -20033,8 +19997,8 @@ "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-41306-2", "nodes": [ @@ -20096,8 +20060,8 @@ "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": [ @@ -20159,8 +20123,8 @@ "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": [ @@ -20222,8 +20186,8 @@ "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": [ @@ -20325,8 +20289,8 @@ "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": [ @@ -20447,8 +20411,8 @@ "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": [ @@ -20567,8 +20531,8 @@ "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": [ @@ -20630,8 +20594,8 @@ "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": [ @@ -20693,8 +20657,8 @@ "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": [ @@ -20756,8 +20720,8 @@ "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": [ @@ -20874,8 +20838,8 @@ "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-46439-2", "nodes": [ @@ -20940,8 +20904,8 @@ "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-46551-2", "nodes": [ @@ -21006,8 +20970,8 @@ "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-46657-2", "nodes": [ @@ -21069,8 +21033,8 @@ "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-46822-2", "nodes": [ @@ -21132,8 +21096,8 @@ "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-46906-2", "nodes": [ @@ -21206,7 +21170,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "78562ae6a34661f0144f578eb64e6ec6473dda89f4806b33ebb6b6e6eaa6fd98", + "prepared_review_unit_hash": "df0b72d8598d56d2891ece164f38a6d961b22fe3291925741266351aa6c1e805", "component_budget": { "node_count": 2, "item_count": 2, @@ -21228,18 +21192,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch VibeVoice, but they are not the same change: #40546 is the base VibeVoice integration, while #42781 extends the family with realtime/acoustic-tokenizer work and additional auto/processing/generation wiring. Related, but not duplicates.", - "confidence": 0.9, + "summary": "Two open PRs target the VibeVoice family, but they are not the same change: one introduces the base VibeVoice integration, while the other adds a separate realtime variant and extra acoustic-tokenizer/runtime wiring.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #40546 is the better canonical representative because it is the core VibeVoice implementation, has substantial review activity, and is the more established integration target for the model family.", + "canonical_pr_reason": "PR #40546 is the foundational VibeVoice implementation and the broader base integration; it is the better anchor for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #40546 is the best overall representative of the cluster since it covers the foundational VibeVoice addition; #42781 is a later, narrower extension for realtime support rather than the same concrete change.", + "best_pr_reason": "PR #40546 is the best representative because it covers the core model addition, while #42781 is a later, narrower realtime extension.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Not a duplicate: #40546 adds VibeVoice itself, while #42781 adds VibeVoice Realtime/acoustic tokenizer support and related auto/processing updates. They share files but target different concrete functionality and would not naturally collapse into one PR." + "reason": "Related but not the same underlying change: #40546 adds the base VibeVoice model, whereas #42781 adds VibeVoice Realtime plus additional tokenizer/auto/generation wiring. They are not a single concrete code-path fix and would not plausibly be merged as one PR." } ] }, @@ -21269,12 +21233,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "a72bbebdf8ec40e6af1ab029a6490826efb38e28b6e1f329e7b710e3f60aabbe", + "prepared_review_unit_hash": "711496fd3cb68dfec1a3cda41fd8a80b04362cc8931fecb54dba9d1426742ba0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21282,7 +21246,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4674, + "serialized_chars": 4676, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -21291,18 +21255,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two pull requests are unrelated feature additions: one adds covariate-based forecasting to TimesFM, the other adds image-classification support for DINOv3 ViT. They do not share the same underlying bug or change and should not be clustered as duplicates.", + "summary": "These two pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different models and different code paths, so there is no single representative change for this cluster.", + "canonical_pr_reason": "No canonical PR: the PRs target different code paths, different models, and different user-facing capabilities.", "best_issue_reason": null, - "best_pr_reason": "No best PR: neither PR is a duplicate or near-duplicate of the other, and each stands alone as a separate feature change.", + "best_pr_reason": "No single best PR represents the cluster because the artifacts are not about the same underlying change.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different features in different model families (TimesFM covariates vs DINOv3 image classification); no shared bug, code path, or mergeable unified fix." + "reason": "Different underlying features and model families (TimesFM covariate forecasting vs DINOv3 image classification); they are not the same fix/change and could not plausibly be merged into one PR." } ] }, @@ -21433,12 +21397,12 @@ "pull_request:43823|pull_request:46911", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "116c595826bb40af1c3323599487c49fb4910518d0a99dbda30e80aa0979dbc4", + "prepared_review_unit_hash": "066c0f80fc664242c3e65602a8dd28ab8db8124cee4caabc8b4a09c10f5b8372", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 26, - "serialized_chars": 42249, + "serialized_chars": 42252, "estimated_input_tokens": 10563, "estimated_eval_tokens": 21382 }, @@ -21446,7 +21410,7 @@ "node_count": 15, "item_count": 15, "soft_pair_count": 26, - "serialized_chars": 42249, + "serialized_chars": 42252, "estimated_input_tokens": 10563, "estimated_eval_tokens": 21382 }, @@ -21455,184 +21419,169 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly loose text similarity, not true duplication. The only strong duplicate pair is the two `fixed_cross_entropy` PRs; the rest touch unrelated models, infrastructure, or docs and should stay separate.", - "confidence": 0.91, + "summary": "This cluster is mostly unrelated Transformers PRs that only share broad subsystem similarity. The only true duplicate-style change is the fixed_cross_entropy kwargs fix (43251 vs 43254); all listed soft edges are false positives.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "No cluster-wide canonical PR exists; `pull_request:43251` is the best anchor because it directly targets issue 43240 and presents the more complete version of the same `fixed_cross_entropy` kwargs fix.", + "canonical_pr_reason": "PR 43251 is the best canonical representative for the cross_entropy kwargs fix: it has the explicit issue link, a fuller implementation (weight + label_smoothing), and more review context than the narrower sibling patch.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:43251` is the best representative PR in this cluster because it has the explicit bug reference and is the clearest standalone fix among the only true near-duplicate pair.", + "best_pr_reason": "PR 43251 is the strongest overall PR candidate for the actual duplicate pair because it captures the complete intended change and is the clearest merge target.", "soft_edge_verdicts": [ { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different features: Mistral tokenizer method additions vs adding a new MobileLLM model." + "reason": "Mistral tokenizer missing-methods work is unrelated to adding MobileLLM." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated areas: tokenizer API additions vs ExecuTorch dynamic-shape export tests." + "reason": "Tokenizer API additions are unrelated to an executorch dynamic-shapes export test." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Different processor/auto-loading robustness work vs a new model implementation." + "reason": "Processor auto-loading robustness changes are unrelated to adding a new model." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy loss kwargs fix vs adding MobileLLM are unrelated changes." + "reason": "Cross-entropy kwargs plumbing is unrelated to the MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper bugfix vs Mistral4 model/test updates are different code paths." + "reason": "Loss utility kwargs support is unrelated to Mistral4 test fixes." }, { "left": "pull_request:43424", "right": "pull_request:46911", "accept": false, - "reason": "Dynamic export testing and Olmo3 RoPE changes do not fix the same underlying issue." + "reason": "Executorch export test coverage is unrelated to Olmo3 RoPE-per-layer behavior." }, { "left": "pull_request:43424", "right": "pull_request:46707", "accept": false, - "reason": "ExecuTorch export tests vs native FSDP2 migration are unrelated." + "reason": "An export test for dynamic shapes is unrelated to the FSDP2 migration." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Different scopes: exportability test coverage vs Mistral4 test/model changes." + "reason": "Executorch export testing does not match Mistral4 test/model changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export tests vs new MobileLLM model addition are not duplicates." + "reason": "Export test work is unrelated to adding MobileLLM." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New model addition vs a Python config-resolution fix are unrelated." + "reason": "A new model addition is unrelated to config-resolution order fixes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM implementation vs Falcon output-interface refactor are different changes." - }, - { - "left": "pull_request:43823", - "right": "pull_request:45213", - "accept": false, - "reason": "Model implementation vs a repository-wide model-creation skill doc are not the same change." + "reason": "MobileLLM model code is unrelated to Falcon output-collection refactoring." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon model refactor vs model-creation tooling/docs are unrelated." + "reason": "Falcon refactoring is unrelated to the model-creation skill/documentation PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Different model families and different fixes; not the same code-path problem." + "reason": "Falcon output-interface refactoring is unrelated to Mistral4 test fixes." }, { "left": "pull_request:44827", "right": "pull_request:46911", "accept": false, - "reason": "Mistral4 test/model work vs Olmo3 RoPE per-layer configuration are distinct issues." + "reason": "Mistral4 tests and Olmo3 RoPE changes are different model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:46707", "accept": false, - "reason": "Mistral4 model/test changes and FSDP2 migration are unrelated subsystems." + "reason": "Mistral4 test fixes are unrelated to the FSDP2 migration." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs CLIP-like weight-renaming normalization are different changes." + "reason": "Mistral4 test fixes do not match the CLIP-like layrnorm-to-layernorm typo rename." }, { "left": "pull_request:44827", "right": "pull_request:46267", "accept": false, - "reason": "Model-specific test fixes vs serve chat parsing overhaul are unrelated." + "reason": "Mistral4 tests are unrelated to the chat-response parsing update." }, { "left": "pull_request:45170", "right": "pull_request:46707", "accept": false, - "reason": "CLIP-style checkpoint renaming vs FSDP2 migration are not the same underlying bug or change." + "reason": "A weight-renaming typo fix is unrelated to native FSDP2 migration." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "A model test PR and a model-creation skill PR do not represent the same artifact." + "reason": "Mistral4 tests are unrelated to the model-creation skill PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Adding MobileLLM is not the same as adding the new-model creation skill." + "reason": "Adding MobileLLM is unrelated to the model-creation skill documentation/tooling PR." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test/model changes vs config-resolution order fix are unrelated." + "reason": "Mistral4 test fixes are unrelated to class config resolution ordering." }, { "left": "pull_request:46048", "right": "pull_request:46707", "accept": false, - "reason": "TDT loss kernel integration and native FSDP2 migration address different infrastructure problems." + "reason": "TDT loss kernel integration is unrelated to FSDP2 migration." }, { "left": "pull_request:44827", "right": "pull_request:46048", "accept": false, - "reason": "Mistral4 test/model fixes vs TDT loss kernel support are unrelated." + "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel." }, { "left": "pull_request:43823", "right": "pull_request:46707", "accept": false, - "reason": "New model implementation vs distributed/FSDP migration are different code paths." + "reason": "MobileLLM model addition is unrelated to the FSDP2 module migration." }, { "left": "pull_request:43823", "right": "pull_request:46911", "accept": false, - "reason": "MobileLLM addition vs Olmo3 RoPE changes are unrelated." - }, - { - "left": "pull_request:43251", - "right": "pull_request:43254", - "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` helper by forwarding supported kwargs to `nn.functional.cross_entropy`; they are mergeable variants of the same underlying bug fix." + "reason": "MobileLLM model addition is unrelated to Olmo3 RoPE-per-layer changes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. It correctly identifies the only clearly mergeable duplicate pair as the two `fixed_cross_entropy` PRs, supported by the shared file and shared issue target, and the other pairwise rejections are appropriately narrow and non-speculative." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -21655,7 +21604,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "49996c46fcba1d78ee1f7ff3f3cca0e2507e8583f5571aeb23af61db31d49450", + "prepared_review_unit_hash": "dac6241ccf6d37d78f557078b4c91e50f3d3358f146e73987ac117a6376ed1e5", "component_budget": { "node_count": 2, "item_count": 2, @@ -21677,18 +21626,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two different maintenance PRs: one upgrades core GitHub Actions runners/tooling for Node 24 compatibility, the other upgrades docker/build-push-action versions. They overlap in workflow files but do not fix the same underlying problem.", - "confidence": 0.97, + "summary": "Two separate workflow-maintenance PRs that both update GitHub Actions, but they target different dependencies and problems: one is a broad Node 24 compatibility upgrade for workflow actions, the other updates docker/build-push-action and a few related action versions. Similar surface area, not the same change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the clearer representative because it targets the explicit Node 24 compatibility upgrade across many workflows and includes multiple action version bumps.", + "canonical_pr_reason": "PR #42975 is the better canonical PR because its title and diff clearly describe the broader, specific maintenance goal: upgrading workflow actions for Node 24 compatibility.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the strongest cluster representative: it has the broader, explicit compatibility goal and touches more shared workflow infrastructure.", + "best_pr_reason": "PR #42975 is the best representative of the cluster because it has the clearest, more explicit purpose and touches the larger set of workflow action upgrades.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Different action families and different change goals: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action. They share workflow files but not the same concrete bug/change." + "reason": "Reject: both are workflow action upgrade PRs, but they change different actions and not the same concrete code path. One focuses on checkout/cache/upload-artifact Node 24 compatibility; the other updates docker/build-push-action and related workflow actions. They could be merged separately." } ] }, @@ -21729,7 +21678,7 @@ "pull_request:45490|pull_request:46562", "pull_request:46562|pull_request:46658" ], - "prepared_review_unit_hash": "bed3172c60f8dfa037e1a69b8bf81de98233370d80290b164c8f677d60b5bc75", + "prepared_review_unit_hash": "89ff18471e205de414f1887e8bbffe93c224b49a2be56ed564486d58c7ecc645", "component_budget": { "node_count": 6, "item_count": 6, @@ -21751,60 +21700,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly separate model-introduction PRs, not duplicates. The only close pair is Step 3.7 Flash vs a WIP conversion/debug PR, but that second PR is auxiliary tooling/artifacts rather than the same mergeable library change.", - "confidence": 0.96, + "summary": "These are mostly unrelated model-addition PRs that share only boilerplate docs/registry edits. The only nearby pair is Step3.7 Flash vs a separate WIP mini-model script repo, but they are not the same mergeable change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46562 is the best representative anchor: it is the substantive Step 3.7 Flash implementation/docs/tests change. The nearby PR 46658 is separate script/mini-model conversion work, not the same change.", + "canonical_pr_reason": "No true canonical PR: the cluster contains distinct additions for ViT NEPA, Molmo, Molmo2, CTSM, and Step3.7 Flash, plus a separate mini-model WIP script PR.", "best_issue_reason": null, - "best_pr_reason": "PR 46562 is the strongest single representative of the cluster because it is a concrete, self-contained model addition with the clearest production-facing code changes; the others are distinct model adds and 46658 is only related tooling.", + "best_pr_reason": "46562 is the strongest standalone anchor because it is the main Transformers model-addition PR for Step3.7 Flash; however, it is not a duplicate of the others.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared docs/auto-registration files are generic scaffolding, not the same underlying change." + "reason": "Different model additions (ViT NEPA vs Molmo); overlap is limited to docs/auto-registration boilerplate." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different models (ViT NEPA vs Molmo2) with unrelated implementation paths; overlap is only broad transformer plumbing." + "reason": "Different model families and codepaths (ViT NEPA vs Molmo2), not the same bug/change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model families (ViT NEPA vs CTSM); similar repo-wide registration edits do not make this a duplicate." + "reason": "Unrelated domains: ViT vision model vs CTSM time-series model." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model integrations with distinct configs, processors, and tests, so they are not the same change." + "reason": "Molmo and Molmo2 are separate model implementations; similar names and shared registry edits are not enough." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions; only generic docs/auto files overlap." + "reason": "Molmo and CTSM are unrelated model additions with only broad repo boilerplate in common." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model implementations, not one duplicate bugfix/change." + "reason": "Molmo2 and CTSM are different model families and do not appear to fix the same underlying issue." }, { "left": "pull_request:45490", "right": "pull_request:46562", "accept": false, - "reason": "CTSM and Step 3.7 Flash are unrelated model adds; shared auto-mapping edits are broad integration work, not the same underlying change." + "reason": "CTSM vs Step3.7 Flash are unrelated model integrations; shared auto/doc churn is not a duplicate signal." }, { "left": "pull_request:46562", "right": "pull_request:46658", "accept": false, - "reason": "Step 3.7 Flash library/model PR vs WIP mini-model conversion/debug scripts. They are related by model name, but not the same concrete code-path change and not plausibly mergeable into one PR." + "reason": "Both mention Step3.7 Flash, but one is a Transformers model integration and the other is a separate mini-model conversion/script PR; they are not one mergeable change." } ] }, @@ -21853,130 +21802,130 @@ "pull_request:46539|pull_request:46922", "pull_request:46886|pull_request:46922" ], - "prepared_review_unit_hash": "8cc95bec8adbd1c66cc99d4479b57cafc2866ea7511358f4d4130cbe7ac09dfc", + "prepared_review_unit_hash": "abb9857cbebd5526c74a754c0666d25b6de42c95fbcf8b352a81e678ec198f76", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19599, - "estimated_input_tokens": 4900, - "estimated_eval_tokens": 10056 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 15, - "serialized_chars": 19599, - "estimated_input_tokens": 4900, - "estimated_eval_tokens": 10056 + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Most PRs in this cluster are unrelated despite superficial title similarity. The only credible duplicate pair is the two YOLOS fixes, which address the same device_map=\"auto\" device-mismatch path in the same file and could plausibly be merged together.", - "confidence": 0.93, + "summary": "Only the YOLOS pair looks like the same underlying bug; the other PRs are unrelated test, CI, generation, or model fixes despite some superficial similarity.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46922 is the better canonical PR because it contains the more complete YOLOS fix: it addresses the forward-path device mismatch and also adds the no-split module protection, subsuming the narrower 46886 change.", + "canonical_pr_reason": "pull_request:46886 is the clearest representative: it has the explicit issue target (46869), a specific title, and a focused fix for the YOLOS device-mismatch problem.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46922 is the best representative of the YOLOS duplicate pair since it fixes the concrete runtime issue more directly and includes the broader safeguard in the same code path.", + "best_pr_reason": "pull_request:46886 is the best cluster representative because it most clearly describes the underlying bug and is the most directly tied to the shared YOLOS issue.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different models and unrelated changes; the shared title is just generic. One is Whisper tokenizer/test work, the other is CLIP/ViT test edits." + "reason": "Both are small test-related PRs, but they touch different model test files and fix different things; no same bug is evident." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper test/tokenization changes are unrelated to the FP8 dequant/model-loading fix in different subsystems." + "reason": "Whisper test/tokenizer changes are unrelated to the FP8 dequantization/model-loading changes." }, { "left": "pull_request:43291", "right": "pull_request:46380", "accept": false, - "reason": "No shared underlying bug; Whisper decoding/test fixes do not match generation watermarking and cis-related behavior." + "reason": "Different subsystems and failures: Whisper decode tests vs generation watermarking / broad validation fixes." }, { "left": "pull_request:43291", "right": "pull_request:46922", "accept": false, - "reason": "Whisper decoding changes are unrelated to the YOLOS device mismatch fix." + "reason": "Whisper test/tokenizer work is unrelated to YOLOS device placement." }, { "left": "pull_request:43665", "right": "pull_request:46539", "accept": false, - "reason": "Both are test/CI-related only in a very broad sense, but they fix different problems in different areas and are not the same underlying change." + "reason": "CLIP/ViT test edits are unrelated to the Phimoe CI memory-limit integration fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Different model test files versus FP8 loading/integration changes; no shared concrete bug." + "reason": "No shared underlying bug; test-only edits do not match the FP8 dequantization path change." }, { "left": "pull_request:43665", "right": "pull_request:46380", "accept": false, - "reason": "CLIP/ViT test edits are unrelated to generation watermarking validation and generation-utils changes." + "reason": "Generic test changes are not the same issue as generation config watermarking and validation." }, { "left": "pull_request:43665", "right": "pull_request:46922", "accept": false, - "reason": "Different model test updates versus a YOLOS runtime/device fix; not the same bug or change." + "reason": "Different models and code paths; the CLIP/ViT test edits are not YOLOS device-mismatch fixes." }, { "left": "pull_request:44815", "right": "pull_request:46539", "accept": false, - "reason": "FP8 dequant/loading changes and Phimoe CI integration fixes are separate issues in different code paths." + "reason": "FP8 quantization/dequant logic is unrelated to the Phimoe CI runner memory workaround." }, { "left": "pull_request:44815", "right": "pull_request:46380", "accept": false, - "reason": "These touch unrelated subsystems: FP8 quantization/loading versus generation configuration validation." + "reason": "These touch different areas: FP8 kernel/model-loading vs generation configuration and model tests." }, { "left": "pull_request:44815", "right": "pull_request:46922", "accept": false, - "reason": "No common code path beyond being model-related; FP8 dequant logic and YOLOS device placement are distinct bugs." + "reason": "No common code path; FP8 dequantization is unrelated to YOLOS device placement." }, { "left": "pull_request:46380", "right": "pull_request:46539", "accept": false, - "reason": "Generation watermarking validation fixes are unrelated to CI memory/device-map adjustments for Phimoe integration tests." + "reason": "Generation config watermarking/validation changes are unrelated to CI memory handling for Phimoe integration tests." }, { "left": "pull_request:46380", "right": "pull_request:46922", "accept": false, - "reason": "Different models and different failure modes; watermarking config validation is not the YOLOS device mismatch issue." + "reason": "Broad generation fixes do not match the specific YOLOS auto-device_map mismatch." }, { "left": "pull_request:46539", "right": "pull_request:46922", "accept": false, - "reason": "Phimoe CI/device-map test infrastructure changes are not the same underlying bug as YOLOS model placement in forward." + "reason": "CI test-environment memory limits are unrelated to YOLOS model device placement." }, { "left": "pull_request:46886", "right": "pull_request:46922", "accept": true, - "reason": "Both target the same YOLOS device_map=\"auto\" mismatch on the same file and same explicit issue target; 46922 expands the fix with the forward-path device correction while 46886 adds the no-split module safeguard." + "reason": "Both target the same YOLOS device-mismatch bug on the same file and issue; the fixes are compatible and could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet and stays conservative overall. The only supported duplicate pair is pull_request:46886 and pull_request:46922: they share the same file and explicit issue target, and 46922 clearly subsumes 46886 by adding the forward-path device fix while keeping the no-split-module safeguard. The other soft-edge rejections are also consistent with the diffs and titles; no overstatement stands out." + "feedback": "The conclusions are grounded in the packet. The only accepted pair, pull_request:46886 and pull_request:46922, shares the same YOLOS file and explicit issue target, and the fixes look mergeable as one bugfix. The remaining pairs are conservatively rejected as unrelated based on their differing files, subsystems, and titles." }, "evaluator_used": true, "retried": false, @@ -22006,52 +21955,52 @@ "pull_request:43488|pull_request:43532", "pull_request:43532|pull_request:46747" ], - "prepared_review_unit_hash": "f5a06500236b07f8fb5ba860987c82bf001b9bfb6a3aad7720b83be11abac0d7", + "prepared_review_unit_hash": "909722ef130fc841cf18780b322cd76d534e226a62e32d230c2bc47fd910ddb8", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 6349, - "estimated_input_tokens": 1588, - "estimated_eval_tokens": 3432 + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are superficial '[don't merge]' test/CI changes with only broad workflow/test overlap; they do not look like the same underlying fix or change.", - "confidence": 0.93, + "summary": "These are three unrelated `[don't merge]` test PRs touching different areas: packaging/dependency setup, CI/commenting workflows, and the security gate workflow. They do not look like duplicates of the same underlying fix or change.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #43488 is the most self-contained and concrete change set, centered on setup/dependency metadata and a single test adjustment, making it the best representative if one PR must be chosen from this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 43532 is the broadest and most central of the three, but it is still a distinct workflow/test experiment rather than a duplicate target.", + "best_pr_reason": "PR #43488 is the cleanest standalone candidate; #43532 is broader and more workflow-heavy, while #46747 is a separate security-gate workflow tweak. None is a strong duplicate target, but #43488 is the least noisy representative.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:46747", "accept": false, - "reason": "One is a setup.py/version-and-test-dependency tweak; the other changes a security-gate workflow trigger. They are unrelated code paths despite generic CI similarity." + "reason": "Different changes: #43488 alters setup/dependency/version metadata and a vit test, while #46747 only switches a workflow trigger from `pull_request_target` to `pull_request`. They do not fix the same concrete bug." }, { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "43488 touches packaging/versioning and a ViT test; 43532 rewrites comment-driven CI/workflow logic and testing utilities. Shared test filenames are incidental, not the same change." + "reason": "#43488 is packaging/dependency/version noise plus a test tweak; #43532 changes several CI workflows and testing utilities. Shared test filename is superficial, but the underlying code-path changes are unrelated." }, { "left": "pull_request:43532", "right": "pull_request:46747", "accept": false, - "reason": "Both are workflow-related, but they modify different GitHub Actions jobs for different purposes: self-comment CI vs PR security gate. Same broad subsystem, not the same concrete bug or patch." + "reason": "Both touch GitHub Actions, but they address different workflows and different behavior: PR #43532 adjusts comment/notification/scheduling logic, while #46747 changes the PR security gate trigger. Not the same underlying change." } ] }, @@ -22081,12 +22030,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "53f75cbaecd165684a1ff1eaff9006d503b39beb1ad281349be4ae7ed12cb398", + "prepared_review_unit_hash": "bc068ebb283b739f2bf0679d8899cdf65c886ee2969678fcecb048ca9e7f2d02", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -22094,7 +22043,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6081, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -22103,18 +22052,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs add similarly named segmentation pipelines, but they implement different features: promptable concept segmentation vs promptable visual segmentation. They share some boilerplate/docs scaffolding, yet target different model stacks and code paths, so they should not be merged as duplicates.", - "confidence": 0.82, + "summary": "These are two related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share pipeline/doc scaffolding, but the task names, target models, tests, and implementation files differ enough that they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the broader and more representative change: it adds the visual segmentation pipeline, includes wider model coverage (SAM/SAM2/SAM3 Tracker/EdgeTam), and has the more complete test/doc surface.", + "canonical_pr_reason": "No canonical PR: 43612 and 43613 implement different segmentation pipelines for different concrete tasks, not the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the better cluster representative because it is the more substantial, end-to-end pipeline addition with broader integration work, while 43612 is a separate concept-segmentation feature.", + "best_pr_reason": "PR 43613 is the broader representative if one is needed, since it integrates more model backends and tests, but it is still not a duplicate of 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "They are not the same underlying change. One adds Promptable Concept Segmentation; the other adds Promptable Visual Segmentation with different filenames, model dependencies, and tests. Similar scaffolding alone is not enough to treat them as duplicates." + "reason": "Different features and code paths: concept segmentation vs visual segmentation, with different pipeline modules, task docs, model integrations, and tests. Shared scaffolding alone is not enough to merge them as duplicates." } ] }, @@ -22144,7 +22093,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "53b9a6ad1d54d1e745839e6534027eee99b0764bb0ecd58ecce95e830a53c483", + "prepared_review_unit_hash": "76b18273ed7df025f95c51e644f521b4c277c7a186353149cebbcfc11d25b1a9", "component_budget": { "node_count": 2, "item_count": 2, @@ -22166,18 +22115,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `trainer.py`, but they address different trainer behaviors: gradient-accumulation loss scaling vs. signature-column filtering for input pruning. They are not the same underlying change, so the soft duplicate link should be rejected.", - "confidence": 0.96, + "summary": "Two open PRs touch the same file but address different Trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates and should remain separate.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR for a duplicate cluster: the two PRs solve unrelated trainer concerns. If one must be chosen as the most representative change, PR #43651 is the more concrete bugfix-style change focused on loss scaling behavior.", + "canonical_pr_reason": "PR #43651 is the better canonical PR for this cluster because it is the more concrete, self-contained code change: it adjusts `training_step` loss scaling behavior and adds `_loss_is_scaled_for_ga` to control a specific bug-prone path.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the stronger standalone candidate because it targets a specific training-step code path and changes the actual loss-scaling decision. PR #43663 is a separate refactor/override hook for signature-column filtering, not a duplicate of #43651.", + "best_pr_reason": "PR #43651 is the strongest standalone candidate to keep as the representative PR since it fixes a specific training-time behavior with a clear code-path change, whereas #43663 is a separate Trainer extensibility refactor around signature columns.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Same file, but different code paths and goals: #43651 changes gradient-accumulation loss normalization; #43663 adds a helper for model signature-based column filtering. They are not mergeable as one duplicate PR." + "reason": "They modify different logic in `trainer.py`: #43651 changes gradient accumulation loss normalization, while #43663 changes input column filtering/signature inspection. Shared file and broad Trainer context are not enough to treat them as the same change." } ] }, @@ -22207,7 +22156,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "535736ee10c5ddd7842f918f798d4d1e8d4414c4a9c3645c76f357e2cb6093cf", + "prepared_review_unit_hash": "9625842ed41b304751e0741bfca00024a4529b4e96b8e688cf9eedd55ce82e92", "component_budget": { "node_count": 2, "item_count": 2, @@ -22229,18 +22178,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs touch the same file but address different NameError causes in the CLI typing setup, so they should not be deduplicated.", - "confidence": 0.9, + "summary": "Both PRs touch `src/transformers/cli/serve.py` and aim at import-time `TypeAdapter`/annotation NameErrors, but they fix different slices of the problem. PR 43656 is the broader typing/future-annotations cleanup; PR 43842 is a narrower `TYPE_CHECKING`/quoted-annotation patch for the validator path.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43656 is the broader, earlier fix for a CLI typing NameError and makes the file compatible with postponed annotations; it is the better representative of this cluster if one PR must be chosen.", + "canonical_pr_reason": "PR 43656 is the more central and broader fix: it addresses runtime annotation evaluation in the CLI module across multiple type hints, not just one symbol.", "best_issue_reason": null, - "best_pr_reason": "PR #43656 is the strongest standalone candidate because it targets the main TypeAdapter-related CLI annotation failure directly and includes the wider typing cleanup in the same code path.", + "best_pr_reason": "PR 43656 is the best representative of the cluster because it looks like the foundational CLI typing fix, whereas PR 43842 is a narrower follow-up for a specific `TypeAdapter` annotation case.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both are in src/transformers/cli/serve.py, but they fix different problems: #43656 adjusts annotations/future imports for a CLI TypeAdapter-related NameError, while #43842 specifically guards a TypeAdapter annotation when pydantic is absent. They are related, not the same underlying bug." + "reason": "Same file and related symptom, but not the same concrete change: 43656 modernizes/de-defers annotations broadly, while 43842 only patches a specific `TypeAdapter` reference under `TYPE_CHECKING`. They are related follow-ups rather than one duplicate fix." } ] }, @@ -22368,8 +22317,8 @@ "pull_request:44066|pull_request:44072", "pull_request:44013|pull_request:44044", "pull_request:44066|pull_request:44086", - "pull_request:44066|pull_request:44071", "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", "pull_request:44066|pull_request:44068", "pull_request:44018|pull_request:44066", "pull_request:44019|pull_request:44722", @@ -22378,8 +22327,8 @@ "pull_request:44018|pull_request:44019", "pull_request:44019|pull_request:44071", "pull_request:44068|pull_request:44722", - "pull_request:44068|pull_request:44116", "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44085", "pull_request:44018|pull_request:44086", @@ -22408,14 +22357,14 @@ "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:44018", "pull_request:43997|pull_request:44161", "pull_request:44074|pull_request:44161", "pull_request:44018|pull_request:44161", "pull_request:44010|pull_request:44071", - "pull_request:44010|pull_request:44073", "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", "pull_request:43997|pull_request:44074", "pull_request:44010|pull_request:44018", "pull_request:43997|pull_request:44129", @@ -22433,424 +22382,292 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "74091ed89ce59ddb7a8b62d46212f87099b5ca8fa421587dd4b546f327ac5c20", + "prepared_review_unit_hash": "0e7ce44f3f849933711d4724529e903a4e8a2fdbafb530b26aab4d6906a97ce5", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84509, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76941, - "estimated_input_tokens": 19236, - "estimated_eval_tokens": 38728 + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of separate model-specific output-tracing refactors, not one duplicate set. The only clear duplicate family is the GPT-J/CodeGen subgroup, plus one GPT-Neo pair; the rest touch different models and should stay separate.", - "confidence": 0.93, + "summary": "This cluster is mostly a set of model-specific output-tracing refactors. Only a few PRs are true duplicates within the same concrete code path, mainly the GPT-J/CodeGen family and the GPT-Neo family; the rest are separate model migrations that share a theme but not a mergeable change.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44066 is the best anchor for the duplicate GPT-J/CodeGen subcluster: it has the explicit issue link, covers the shared output-tracing code path, and is the clearest representative of the overlapping changes.", + "canonical_pr_reason": "PR 44722 is the strongest representative of the shared output-tracing refactor subset: it explicitly targets the tracking issue, touches the core GPT-J path plus the copied CodeGen block, and looks like the most complete version of that duplicate family.", "best_issue_reason": null, - "best_pr_reason": "PR 44066 is the strongest representative of the shared change set: it is focused, well-scoped, and most directly matches the duplicated GPT-J output-tracing refactor.", + "best_pr_reason": "PR 44722 is the best single anchor for this cluster because it is the most complete, issue-linked instance of the recurring standardized output-tracing change; the other PRs are narrower model-by-model adaptations or unrelated sibling migrations.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (FNet/CVT vs GPT-J); same tracking theme but not the same bug or change." + "reason": "Different model families (CVT/FNet vs GPT-J) and different code paths; same output-tracing theme is too broad to call them duplicates." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and different code paths; both are output-tracing refactors, but not duplicates." + "reason": "CVT/FNet refactor vs DeBERTa refactor; same tracking issue is not enough, and the implementations are unrelated." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same file; one is effectively a variant of the other." + "reason": "Same GPT-J output-tracing refactor family; 44066 is the broader CodeGen+GPT-J version and 44085 is a narrower GPT-J-only subset of the same change." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "ResNet vs EfficientNet; same subsystem theme, but separate model implementations." + "reason": "ResNet/RegNet/RT-DETR backbone refactor vs EfficientNet refactor; same architectural pattern, but not the same concrete code path." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths; not the same underlying change." + "reason": "EfficientNet is a separate backbone from GPT-J/CodeGen, so this is only thematic similarity, not a duplicate fix." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; different models and different fixes." + "reason": "GPT-J/CodeGen refactor and EfficientNet refactor touch different models and cannot plausibly be merged into one PR as the same fix." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa V2 are unrelated implementations despite similar decorator migration." + "reason": "MobileNetV2 and DeBERTa are unrelated code paths; they just belong to the broader output-tracing migration wave." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; same pattern, but not the same concrete change." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-J/CodeGen and MPT are separate model paths; not duplicates." + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different model families and not the same underlying bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing in the same model file; this is the same underlying refactor." + "reason": "Both are GPT-Neo output-tracing refactors in the same model/file family, and they look like duplicate or iterative versions of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model implementations with different forward paths." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J and GPT-Neo are different models; similar decorator migration, but not the same PR-worthy change." + "reason": "GPT-J/CodeGen and GPT-Neo are different code paths; shared decorator migration pattern is not enough." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; related theme only, not the same bug/change." + "reason": "GPT-Neo vs GPT-J/CodeGen; same refactor theme, but different model code and not a single mergeable fix." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model code paths." + "reason": "ResNet backbone refactor vs GPT-J/CodeGen refactor; unrelated implementations." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different model families; not mergeable as one fix." + "reason": "MGP-STR output tracing and GPT-J/CodeGen output tracing are separate model changes." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; same broad tracing theme, but different concrete changes." + "reason": "ResNet and GPT-J are different model families and different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are unrelated implementations." + "reason": "GPT-Neo and ResNet are unrelated; same output-tracing migration theme only." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; different code paths and model-specific refactors." + "reason": "ResNet and MPT are separate models with no shared concrete bug or change." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; same area, but not the same underlying change." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44116", - "accept": false, - "reason": "GPT-Neo and WIP Flaubert are different model refactors." + "reason": "GPT-Neo and GPT-J/CodeGen are different model paths, so they are not duplicates." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert; not the same bug or change." + "reason": "GPT-Neo and Flaubert are unrelated model code paths." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are separate model implementations." + "reason": "MPT and GPT-J/CodeGen are different architectures and not mergeable into one PR." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo and GPT-J are different models; same pattern but not a duplicate." + "reason": "GPT-Neo and GPT-J are distinct model implementations; too broad to call duplicate." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR touch different code paths." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model-specific refactors." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44085", - "accept": false, - "reason": "MPT and GPT-J are different code paths." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-J vs MGP-STR; same theme only." + "reason": "GPT-Neo refactor versus MGP-STR refactor; same migration style, different models." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated model implementations." + "reason": "GPT-2 and MGP-STR are different code paths and the PRs are not the same concrete fix." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different models; similar output handling work, not duplicates." + "reason": "ViLT and Flaubert/XLM are different model families; no shared underlying bug/change." }, { - "left": "pull_request:44018", + "left": "pull_request:44068", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are separate refactors." + "reason": "GPT-Neo and MPT are separate model implementations." }, { - "left": "pull_request:44059", - "right": "pull_request:44722", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are different model code paths." + "reason": "MPT and MGP-STR output-tracing refactors are not the same code-path problem." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and LongT5 are unrelated implementations." + "reason": "Segformer and LongT5 are unrelated code paths despite both adopting output tracing." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "SegFormer and GPT-J/CodeGen are not the same underlying change." - }, - { - "left": "pull_request:44017", - "right": "pull_request:44073", - "accept": false, - "reason": "SegFormer and VisualBERT are separate model-specific refactors." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-Neo and MPT are different models." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44073", - "accept": false, - "reason": "RegNet and VisualBERT are unrelated code paths." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44086", - "accept": false, - "reason": "MPT and MGP-STR are different model implementations." + "reason": "Segformer and GPT-J/CodeGen are different model families." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBERT and Flaubert/XLM are separate model refactors." - }, - { - "left": "pull_request:44073", - "right": "pull_request:44161", - "accept": false, - "reason": "VisualBERT and LongT5 are different code paths." - }, - { - "left": "pull_request:44059", - "right": "pull_request:44071", - "accept": false, - "reason": "GPT-2 and MPT are unrelated model changes." + "reason": "VisualBert and Flaubert/XLM are different model families with unrelated forward paths." }, { "left": "pull_request:44056", "right": "pull_request:44101", "accept": false, - "reason": "MPNet and Flaubert/XLM are different models." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44059", - "accept": false, - "reason": "GPT-Neo and GPT-2 are not the same change." + "reason": "MPNet and Flaubert/XLM are separate code paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44068", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "GPT-2 and GPT-Neo are different model code paths." + "reason": "TextNet and Flaubert/XLM are unrelated model implementations." }, { - "left": "pull_request:44101", + "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM and LongT5 are unrelated refactors." + "reason": "MPNet and LongT5 are not the same underlying bug or refactor." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and SegFormer are different model implementations." + "reason": "RegNet and Segformer are different vision models and different code paths." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are separate code paths." + "reason": "RegNet and MPNet are unrelated model families." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different model-specific changes." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44101", - "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated models." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44018", - "accept": false, - "reason": "RegNet and GPT-Neo are unrelated model changes." - }, - { - "left": "pull_request:44056", - "right": "pull_request:44161", - "accept": false, - "reason": "MPNet and LongT5 are different code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44161", - "accept": false, - "reason": "RegNet and LongT5 are separate refactors." - }, - { - "left": "pull_request:44074", - "right": "pull_request:44161", - "accept": false, - "reason": "TextNet and LongT5 are different model implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44161", - "accept": false, - "reason": "GPT-Neo and LongT5 are unrelated changes." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44071", - "accept": false, - "reason": "SqueezeBERT and MPT are different model code paths." + "reason": "MPT and ImageGPT are different architectures with distinct output paths." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBERT and VisualBERT are separate model refactors." + "reason": "SqueezeBERT and VisualBert are different code paths; only the refactor style is similar." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo and SpeechT5 are different model implementations." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44074", - "accept": false, - "reason": "RegNet and TextNet are unrelated models." - }, - { - "left": "pull_request:44010", - "right": "pull_request:44018", - "accept": false, - "reason": "SqueezeBERT and GPT-Neo are different code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44129", - "accept": false, - "reason": "RegNet and SpeechT5 are unrelated changes." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44129", - "accept": false, - "reason": "MPT and SpeechT5 are different model-specific refactors." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44161", - "accept": false, - "reason": "FNet/CVT and LongT5 are unrelated implementations." + "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44056", + "right": "pull_request:44068", "accept": false, - "reason": "FNet/CVT and SegFormer are different model families." + "reason": "MPNet and GPT-Neo are different model code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBERT and DeBERTa V2 are separate code paths." + "reason": "SqueezeBERT and DeBERTa are distinct model families." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 and TextNet are unrelated refactors." + "reason": "DeBERTa and TextNet are unrelated changes in different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor; 44722 is a broader variant of the same change." + "reason": "Same GPT-J/CodeGen output-tracing refactor family; both modify the same concrete standardized-output machinery and are plausibly mergeable." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Same GPT-J output-tracing change in the same file; 44722 subsumes the narrower variant." + "reason": "Both target the GPT-J output-tracing refactor; 44722 is the broader sibling PR and 44085 is a narrower overlapping subset." }, { "left": "pull_request:44085", @@ -22862,37 +22679,37 @@ "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "FNet/CVT and ResNet are different model refactors." + "reason": "CVT/FNet and ResNet/RegNet are different model refactors with no shared concrete fix." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "FNet/CVT and SpeechT5 are unrelated changes." + "reason": "CVT/FNet and SpeechT5 are separate model paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa V2 and SpeechT5 are different model-specific fixes." + "reason": "DeBERTa and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 and ViTS are separate model implementations." + "reason": "DeBERTa and ViTS are different models and not the same underlying change." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different models; similar standardization work, not duplicates." + "reason": "FocalNet and ImageGPT are unrelated model code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative. The accepted pairs are supported by shared files/code paths within the same model family, while the rejected pairs correctly treat different model families as separate changes." + "feedback": "The cluster summary is grounded in the packet and stays conservative about overlap. The accepted soft pairs are limited to the same concrete model/file families (GPT-J/CodeGen and GPT-Neo), while the rest are correctly treated as theme-level similarity rather than mergeable duplicates." }, "evaluator_used": true, "retried": false, @@ -22927,14 +22744,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "4f8e830a7fe77141294b43e7621bf7ce8146cab37c8c1c20c9e05ee9dbc33a17", + "prepared_review_unit_hash": "274a8ba8ae97c3a9aa4bcb574f3a2a85187f1de2c48249a26bf44b0ac0a7b5fd", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84509, - "estimated_input_tokens": 21128, - "estimated_eval_tokens": 42512 + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 6, @@ -22949,42 +22766,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are thematically similar output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates of one another.", + "summary": "These PRs are thematically similar refactors for standardized output tracing/capture across different model implementations, but they are not duplicates of the same underlying change or bug fix.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor pattern: it explicitly adopts both capture_outputs and can_return_tuple and shows the standardized output-tracing changes in a concrete model implementation.", + "canonical_pr_reason": "PR 44129 is the strongest representative of the cluster: it has an explicit issue target, a clear scoped refactor in SpeechT5, and fits the shared output-capture migration pattern better than the other model-specific PRs.", "best_issue_reason": null, - "best_pr_reason": "No issue is present in this cluster. As a PR representative, 44073 is the best fit because it most directly expresses the common theme without being tied to a broader multi-model sweep or an unrelated explicit issue target.", + "best_pr_reason": "PR 44129 is the best overall representative because it is the most clearly anchored to a tracking issue and its scope is well-defined, while the others are parallel model-specific migrations.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor family, but different models and separate forward paths; not the same underlying bug/change and not something that would plausibly merge into one PR." + "reason": "Both are output-tracing refactors, but they affect different models and different code paths (VisualBert vs TextNet); they are similar maintenance work, not the same change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both are output-tracing refactors, but MPNet and VisualBert have distinct model-specific implementations; this is a shared pattern, not a duplicate change." + "reason": "These are separate model-specific migrations (MPNet vs VisualBert) with no shared failing behavior or shared patch target beyond the general decorator refactor pattern." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model code paths and separate refactors; similarity is only at the framework-pattern level, which is too broad for duplicate merging." + "reason": "MPNet and TextNet are unrelated implementations; the diffs show parallel refactors, not one underlying bug or change that could be merged into a single PR." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "Both modernize output handling, but RegNet and SqueezeBert are independent model migrations with different implementation details, so they are not duplicates." + "reason": "RegNet and SqueezeBert are distinct model files with different forward signatures and output handling; they only share the same refactor motif." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "They both touch output collection, but SpeechT5 has a distinct attention/cache-related change and its own explicit issue target; not the same concrete fix." + "reason": "SqueezeBert and SpeechT5 are different code paths and architectures; despite both adopting standardized output capture, they are not the same concrete fix." } ] }, @@ -23064,268 +22881,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "a5ffd7903f10a05d904856042c92cb9f61813d78552f324fe7d02ecad544a5e2", + "prepared_review_unit_hash": "70b3e9a7b4bca7af5b3405442fd0ce3495c0facceb4519feb4750d4aad6a52ff", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40184, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40184, - "estimated_input_tokens": 10046, - "estimated_eval_tokens": 20348 + "serialized_chars": 40180, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all model-specific output-tracing refactors. They are thematically similar, but not duplicates of the same underlying bug or mergeable change.", - "confidence": 0.92, + "summary": "These are not duplicates; they are separate model-specific output-tracing refactors with similar tooling and titles. The cluster is best represented by the broadest Mamba/FalconMamba PR, but the soft edges should be rejected.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44003 is the strongest representative of the cluster because it is a cohesive output-tracing refactor spanning two closely related Mamba variants, making it the broadest canonical example here.", + "canonical_pr_reason": "PR 44003 is the broadest representative: it spans both Mamba-related implementations and introduces the shared output-capturing plumbing, so it best anchors this refactor cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 44003 is the best overall representative of the set: it is substantial, self-contained, and closest to the shared tracing refactor pattern while still staying within one code family.", + "best_pr_reason": "PR 44003 is the most central and broad of the set, making it the strongest single representative of the cluster's output-tracing refactor theme.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, but different model code paths (`timm_backbone` vs `upernet`); not the same concrete bug/change." + "reason": "Different model implementations; same refactor theme, but not the same concrete change or code path." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Both are output-tracing cleanup, but they target different architectures and files; too broad to treat as duplicates." + "reason": "These are separate per-model PRs touching different files and model code paths." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations (`timm_backbone` vs `univnet`); no shared concrete fix." + "reason": "Same general output-tracing refactor pattern, but different model-specific implementations." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and model families; the overlap is only the generic tracing refactor pattern." + "reason": "44003 is a different Mamba-family change set; it is not the same concrete bug fix as timm_backbone." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "`timm_backbone` and `rwkv` are unrelated model paths; not mergeable as one PR." + "reason": "Different model families and files; similarity is only at the refactor pattern level." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Both touch output capture, but on unrelated models (`mobilenet_v1` vs `univnet`) and different forward paths." + "reason": "Different architectures and code paths; both are tracing refactors only in a broad sense." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and implementations; same broad refactor theme is not enough." + "reason": "Separate model-specific changes, not one shared underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Separate model-specific tracing changes (`mobilenet_v1` vs `depth_anything`); no common bug to merge." + "reason": "Different model code paths; not plausibly one merged PR for the same bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "They update different encoder/vision models and do not fix the same code path." + "reason": "Same helper usage, but distinct model implementations and outputs." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different wrapper models and distinct forward signatures; not the same change." + "reason": "Different encoder-decoder wrapper than MobileNetV1; not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated; similarity is only the output-tracing refactor pattern." + "reason": "Vision-text dual encoder vs UnivNet are unrelated concrete implementations." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths and files; no duplicate underlying issue." + "reason": "Different model families and output paths; only title similarity matches." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "These are separate architecture-specific refactors; not one mergeable bug fix." + "reason": "Different subsystems and files; not the same underlying fix." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different model families (`vision_text_dual_encoder` vs `depth_anything`); not the same concrete change." + "reason": "Different model-specific tracing refactors, not a single mergeable change." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Unrelated models and implementations; broad tracing cleanup only." + "reason": "UnivNet and UperNet are unrelated concrete model paths." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths (`univnet` vs `mamba`/`falcon_mamba`); not a duplicate." + "reason": "Different model families; the shared theme is too broad to merge as one PR." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Model-specific tracing refactors in different subsystems; no shared fix." + "reason": "Separate model implementations with different tracing logic." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`upernet` vs `rwkv`); not the same bug or change." + "reason": "UperNet and RWKV do not share the same concrete bug or code path." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Separate model implementations; same tracing theme does not make them duplicates." + "reason": "Different model code paths; similar refactor wording is not enough." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "`mamba`/`falcon_mamba` and `superpoint` are unrelated; not mergeable together." + "reason": "Mamba-family refactor vs SuperPoint refactor; different concrete changes." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model code paths and refactor scope; no single underlying issue." + "reason": "Different model code paths and different output semantics; not one change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are unrelated models; only the tracing refactor wording overlaps." + "reason": "Timm backbone and CodeGen are unrelated implementations; only the refactor style matches." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "These change different model implementations and forward signatures; not the same fix." + "reason": "Distinct model-specific output changes, not a shared bug fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and modules; too dissimilar to be duplicates." + "reason": "Different model families and output contracts; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "These touch unrelated models, so they should not be treated as duplicates." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Both are output-tracing changes, but one is depth-anything while the other is encoder-decoder plumbing; different code paths." + "reason": "Different model families and files; similarity is only the common tracing refactor theme." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers and separate files; not the same concrete change." + "reason": "DepthAnything and VisionEncoderDecoder are separate changes with no shared concrete code path." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are unrelated model implementations." + "reason": "Different models and outputs; not mergeable as one PR." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different model families and tracing mechanics; no shared bug to consolidate." + "reason": "Separate model-specific refactors, not the same underlying change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "`depth_anything` and `dpr` are separate code paths; same broad theme only." + "reason": "Different model implementations and output shapes; no duplicate bug/change." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`vision_encoder_decoder` vs `rwkv`); not a duplicate change." + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Both are encoder/decoder wrappers, but they are distinct implementations with separate forward logic." + "reason": "Different wrapper models and different tracing behavior." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different models and files; no shared underlying bug." + "reason": "Different models; same refactor wording is insufficient for duplicate acceptance." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Separate code paths and model families; not the same concrete fix." + "reason": "Different model implementations and change scopes." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different models (`speech_encoder_decoder` vs `superpoint`); same pattern, not same change." + "reason": "Speech encoder-decoder vs SuperPoint are different concrete model paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Unrelated model architectures and refactor scopes." + "reason": "Different models and output contracts; not the same fix." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model wrappers and code paths; not mergeable as one PR." + "reason": "Separate model-specific PRs, not one underlying bug." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated; no duplicate underlying issue." + "reason": "SuperPoint and RWKV do not share the same concrete implementation or issue." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different model implementations and forward behavior; not the same fix." + "reason": "Different model code paths; the match is only superficial." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are different architectures; only the refactor theme is shared." + "reason": "RWKV and DPR are unrelated model implementations, so they are not duplicates." } ] }, @@ -23355,12 +23178,12 @@ "soft_pairs": [ "pull_request:44662|pull_request:45401" ], - "prepared_review_unit_hash": "610684c081f5b2a2fe56c2cf3ff077728388bdbbbc3cec0b3934622d5b05bef2", + "prepared_review_unit_hash": "111133ee5cf1bf0ea3d81c3e4f6e242e30b796904c7a8b6764b11131469fe113", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -23368,7 +23191,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6550, + "serialized_chars": 6551, "estimated_input_tokens": 1638, "estimated_eval_tokens": 3532 }, @@ -23377,18 +23200,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are both model-addition implementations with overlapping boilerplate, but they target different models and code paths (PenguinVL vs. Voxtral TTS), so they are not duplicates.", - "confidence": 0.96, + "summary": "These are not duplicates: one adds PenguinVL, the other adds Voxtral TTS. They only overlap on generic Transformers model-registration and docs scaffolding, not on the same underlying feature or code path.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45401 is the more focused, issue-linked change set (explicitly tied to issue 45027), while 44662 is a separate PenguinVL implementation.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 45401 is the clearer representative of a single, self-contained model addition; 44662 is unrelated apart from shared framework plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different underlying changes: PR 44662 adds PenguinVL, while PR 45401 adds Voxtral TTS. The shared files are just common integration points (auto registries, docs, __init__), not evidence of the same bug or mergeable change." + "reason": "Different models and different functionality: PenguinVL implementation vs Voxtral TTS support. Shared files are broad auto-registration/docs boilerplate, not evidence of the same concrete fix or mergeable change." } ] }, @@ -23418,7 +23241,7 @@ "soft_pairs": [ "pull_request:44965|pull_request:46845" ], - "prepared_review_unit_hash": "8a3101191c4371b5874feb102dda17bbe0641fe7361bca36f9947112242a011e", + "prepared_review_unit_hash": "bdf4c91e62c9a53bbce19b45a379c2fd5ad522fff1ef5c54329de22e26a0a8ad", "component_budget": { "node_count": 2, "item_count": 2, @@ -23440,18 +23263,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are not duplicates: one alters a PR-documentation workflow to convert PRs to draft, while the other changes a CI caller branch and makes unrelated code/workflow edits. The shared \"try\" language is too generic to link them as the same fix.", - "confidence": 0.97, + "summary": "Two open pull requests with only superficial similarity. PR #44965 is a workflow-only change to convert PRs to draft, while PR #46845 is a CI-routing tweak plus an unrelated placeholder edit in modeling_utils. They do not appear to fix the same underlying problem.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46845 is the better representative PR because it has a clearer, concrete CI/code change set; pull_request:44965 looks like an unrelated workflow experiment and is less representative of the cluster.", + "canonical_pr_reason": "PR #44965 is the more self-contained change: it focuses on a single workflow modification and has a coherent intended behavior, even though the title/body are vague.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46845 is the best standalone PR in this cluster because it has a more substantive, identifiable change (CI branch routing plus a code edit), whereas pull_request:44965 is a different workflow change with no overlap in bug or code path.", + "best_pr_reason": "PR #44965 is the best representative of the cluster because it is the most internally consistent and least obviously a throwaway/trigger PR compared with #46845, which includes an unrelated code change in modeling_utils.", "soft_edge_verdicts": [ { "left": "pull_request:44965", "right": "pull_request:46845", "accept": false, - "reason": "Different changes and different code paths: draft-conversion workflow vs. smaller-group CI/config/code edits. Shared wording is incidental, not a duplicate signal." + "reason": "Reject: these PRs touch different code paths and different intents. #44965 edits the PR documentation workflow to draft PRs; #46845 changes CI caller configuration and includes a dummy modeling_utils edit. Shared 'try' language is not enough to treat them as the same change." } ] }, @@ -23481,12 +23304,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "85b9899d89b1f7faf1838539642e0b127db88208fb58f84224c0a28b8d010a02", + "prepared_review_unit_hash": "03ff220a5ae5b82ec73c32cdbe188c14865afcdcd469e1f81b0bf17f5ceb3d04", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -23494,7 +23317,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4408, + "serialized_chars": 4407, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -23503,18 +23326,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by the broad theme of module/kernel fusion, but they target different abstractions and likely different code paths: one adds a new low-level Module Fusion API, the other adds KernelConfig-based n-to-1 fusion wiring and example usage.", - "confidence": 0.91, + "summary": "These PRs are related around fusion infrastructure, but they are not duplicates: one adds a generic module-fusion API, while the other wires a specific n-to-1 kernel fusion path through KernelConfig and model loading.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the broader and more user-facing change, wiring `KernelConfig` through model loading and integration code with an example, whereas PR 44979 introduces a separate `module_fusion.py` API and tests for module chaining.", + "canonical_pr_reason": "PR #44979 is the better canonical anchor because it introduces the core module-fusion abstraction that could underpin later kernel-fusion work.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the best representative of the cluster because it spans the end-to-end fusion feature surface and has the clearest integration story; PR 44979 is a distinct API-layer effort rather than the same concrete change.", + "best_pr_reason": "PR #44979 is the most central representative of the cluster: it defines the generic fusion API rather than a single downstream use case.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Both concern fusion, but 44979 adds a new module fusion API while 45363 implements KernelConfig-driven n-to-1 fusion in model loading; they are not the same underlying bug/change and would not plausibly be merged as one PR." + "reason": "Same broad theme, but different concrete changes and code paths: #44979 adds a new module-fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration and an example. They are not plausibly one merged PR." } ] }, @@ -23544,12 +23367,12 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "ee66ba490bacbee18e5a7a57a9c8910b04376da73b52027932593e07cc3f73f7", + "prepared_review_unit_hash": "2bdd1153d336da7ad8f2572a34039e98541b62066970f4550d8a16d69d415d0a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -23557,7 +23380,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4414, + "serialized_chars": 4413, "estimated_input_tokens": 1104, "estimated_eval_tokens": 2464 }, @@ -23566,18 +23389,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests patch the same Mistral regex bug in the same code path, with nearly identical code changes; one just adds tests and a slightly clearer title. This is a clear duplicate PR pair.", + "summary": "Both pull requests address the same Mistral regex patching AttributeError in `src/transformers/tokenization_utils_tokenizers.py` and target the same issue (`#45081`); `45317` is the more complete version because it 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 but is more complete: it includes the regression test file and has the clearer, more specific title.", + "canonical_pr_reason": "PR `45317` is the better canonical PR: it fixes the same `_patch_mistral_regex` AttributeError as `45086` but also adds test coverage, making it the more complete and merge-ready change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the strongest representative of this cluster because it fixes the same AttributeError in the same function and also adds tests, making it the most complete version of the change.", + "best_pr_reason": "PR `45317` is the best representative of the cluster because it covers the same concrete code-path bug and includes validation in tests, while `45086` is just the minimal code-only variant.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug fix in `_patch_mistral_regex`/`tokenization_utils_tokenizers.py`, same explicit issue target, and nearly identical diff; the second PR only adds tests and minor polish." + "reason": "Same underlying bug and same fix in the same file, with the same explicit issue target; `45317` only adds tests, so these are duplicate PRs for the same change." } ] }, @@ -23607,7 +23430,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "9d53d817844dcef86b6bafdee7a05933c6b1a6bc953fdc417237303a9518ff05", + "prepared_review_unit_hash": "df085b4ff2209376630e57b8581b28204954fdab79248ca1ea9f243e65ce6058", "component_budget": { "node_count": 2, "item_count": 2, @@ -23629,18 +23452,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests are about Nemotron H, but they address different changes: #45115 is a refactor/conversion-mapping update around inheriting GraniteMoeHybrid and weight renaming, while #45569 is the larger model split/documentation update adding dedicated dense/sparse variants and test/docs coverage.", - "confidence": 0.93, + "summary": "Both PRs touch NemotronH, but they are not the same underlying change: #45115 is a narrow inheritance/refactor and weight-conversion mapping update, while #45569 is a broader feature split introducing NemotronHDense/NemotronHSparse plus docs and auto-mapping updates. They overlap in shared model files, but the concrete goals differ enough that they should not be clustered as duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the better canonical PR because it is the more complete and user-facing NemotronH change: it introduces the dedicated dense/sparse model packages, updates auto-mapping and docs, and includes tests. #45115 is narrower and more implementation-specific.", + "canonical_pr_reason": "#45569 is the better canonical PR because it is the more complete, user-facing implementation of the NemotronH family split, including new model variants, docs, and test coverage. #45115 looks like a smaller preparatory refactor focused on inheritance and conversion mapping.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best single representative of the cluster because it covers the broader end-state change for NemotronH architecture support, while #45115 is a partial refactor focused mainly on conversion/mapping internals.", + "best_pr_reason": "#45569 is the best representative PR for this cluster since it covers the broader end-state change and is more likely to be what users care about. #45115 is narrower and more implementation-specific.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH files, but the concrete work differs: #45115 is about refactoring/inheritance and checkpoint key conversion, whereas #45569 adds separate dense/sparse model variants plus docs/tests. They are related but not the same underlying fix/change." + "reason": "Shared NemotronH files alone are not enough: #45115 refactors NemotronH to inherit GraniteMoeHybrid and adds conversion renames, while #45569 splits NemotronH into dense/sparse variants with docs and auto-mapping changes. Different concrete code-path changes, so not a duplicate pair." } ] }, @@ -23670,7 +23493,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "50ce102d7d2d939c2d383a4956b84bdb55e156e76de46ce5688db29d88a9d465", + "prepared_review_unit_hash": "e53668759271befa1a44164e2682e8e61bcaf3ebdc176163ca9f9246fd84d3e4", "component_budget": { "node_count": 2, "item_count": 2, @@ -23692,18 +23515,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are closely related, but not duplicates: 45333 covers per-layer heterogeneous configuration only, while 45332 is a broader umbrella that also adds modeling/runtime support. They overlap on config/docs/tests, but they are not the same standalone change.", - "confidence": 0.89, + "summary": "Two related but not duplicate feature PRs for heterogeneous model support: one config-only, one broader config+modeling implementation. They share some files/docs, but the scope differs enough that they should not be merged as duplicates.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader, more complete feature PR: it includes the configuration work from 45333 plus additional heterogeneous modeling/runtime changes, so it is the best representative if one PR must be chosen.", + "canonical_pr_reason": "PR 45332 is the broader, more representative heterogeneous-model feature PR: it includes the per-layer config work plus the modeling/runtime integration pieces, so it best captures the cluster\u2019s overall change.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best overall PR in this cluster because it covers the full feature surface and subsumes the narrower configuration-only work in 45333.", + "best_pr_reason": "PR 45332 is the best standalone representative because it subsumes the config-only work and adds the actual modeling support, making it the more complete implementation.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Reject: 45333 is a subset of 45332, not the same concrete change. They share heterogeneous config/docs/tests, but 45332 also introduces separate modeling/runtime support, so they are not merge-equivalent duplicates." + "reason": "Related feature work, but not the same concrete change: 45333 is config-only, while 45332 also changes modeling/cache/masking paths and broader heterogeneous model support. They are not merge-equivalent duplicates." } ] }, @@ -23733,7 +23556,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "76d3f36bc1eb7efdce7771498757103aca41ecb769c49eb1d28d5c1d1a74a4ec", + "prepared_review_unit_hash": "fe7919eaf8c74d88a8fa435899e6f7c4220236df086cab1fc95f53e115219f5b", "component_budget": { "node_count": 2, "item_count": 2, @@ -23755,18 +23578,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both typing-related pull requests, but they address different scopes: one is a broad repo-wide type-checking sweep, the other is a targeted typing/refinement change around modeling_utils and related protocols. They should not be merged as duplicates.", + "summary": "These are both typing-related PRs in transformers, but they address different changes: one broadens type checking across many files, while the other adds specific typing protocols and fixes for modeling_utils/PEFT integrations. They overlap in a few files, but not the same underlying change.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more self-contained canonical representative: it focuses on specific typing protocol/alias fixes in _typing, modeling_utils, and related utilities, whereas 45415 is a much broader annotation sweep across many files plus type-checking config churn.", + "canonical_pr_reason": "No true canonical PR for a duplicate cluster: PR 45415 is a broad type-checking sweep, while PR 45425 is a targeted typing-API/protocol update. They are related, but not the same fix.", "best_issue_reason": null, - "best_pr_reason": "45425 is the best representative PR for this cluster because it is narrower and more coherent, making the underlying change easier to understand than the broad type-checking pass in 45415.", + "best_pr_reason": "PR 45425 is the better representative of the cluster because it is more focused and concrete, with clearer typing-related implementation intent and more review activity. PR 45415 is broader and more of a repo-wide cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Do not treat as duplicates. 45415 is a broad repo-wide type annotation/type-checking cleanup, while 45425 is a focused typing change around modeling_utils/_typing and related protocol definitions. Shared files like modeling_utils and utils/check_types are not enough to make them the same concrete fix." + "reason": "Shared typing files do not indicate the same underlying bug/change. 45415 is a wide type-checking cleanup with pyproject ignore settings; 45425 adds specific protocols and typing helpers for modeling_utils/PEFT integration. They would not plausibly merge as one PR." } ] }, @@ -23796,7 +23619,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "132c9a71614f9aaa0fbfc72e93a6678b00d607d75514697c0141f7b0b666762a", + "prepared_review_unit_hash": "653e8943af1295bcb50f92d32fa0ad9161ce8c9e072df4735863843d464f5e4b", "component_budget": { "node_count": 2, "item_count": 2, @@ -23818,18 +23641,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by expert-parallel loading, but they fix different bugs on different code paths: 45548 preserves distributed_config/has_ep for EP + ZeRO-3 loading, while 45662 prevents expert parameters from being overwritten during FSDP2 post-shard handling.", - "confidence": 0.96, + "summary": "Both PRs are about expert parallelism loading, but they fix different failure modes: one preserves distributed config and adds an EP flag for DeepSpeed ZeRO-3/accelerate launch, while the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. Related area, not the same change.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: 45548 is about config propagation and EP detection for accelerate/ZeRO-3, while 45662 is a separate FSDP2 overwrite bug in model loading.", + "canonical_pr_reason": "PR #45662 is the better representative because it targets a concrete, reproducible code-path bug in model loading where expert tensors get clobbered, and its fix spans the relevant loading/integration paths. It is more self-contained as a bug fix than #45548.", "best_issue_reason": null, - "best_pr_reason": "45662 is the stronger representative of the cluster\u2019s concrete bug-fix work because it targets a specific overwrite path in loading and includes the direct fix in the relevant codepath.", + "best_pr_reason": "PR #45662 is the strongest standalone candidate for the cluster since it addresses a specific EP correctness issue in loading and has clearer end-user impact than the configuration-serialization-oriented fix in #45548.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both mention EP and touch modeling_utils, but the underlying bugs differ: 45548 preserves distributed_config and adds has_ep for EP + ZeRO-3 loading, whereas 45662 wraps sharded params post-load to stop FSDP2 rank-0 broadcast from overwriting experts. Not the same fix and not mergeable into one PR." + "reason": "Both concern EP loading, but they fix different underlying problems and code paths: #45548 preserves distributed_config/has_ep for ZeRO-3 via accelerate launch, while #45662 prevents expert params from being overwritten during FSDP2 post-load wrapping. They would not naturally merge into one PR." } ] }, @@ -23859,7 +23682,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "c9e8500181a5d9912bdccaf34142fb280a57bf0f6e727ffbe0b5de48f5904d37", + "prepared_review_unit_hash": "b9c0b82f9c47a9dfe3e76edac17f260d525b64f51d030970e939e8e4822cc2f5", "component_budget": { "node_count": 2, "item_count": 2, @@ -23881,18 +23704,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same xdist-related captured_info logging problem and share the same issue. One fixes the writer side by making the debug log file worker-safe; the other includes that fix plus CI-side aggregation so all captured_info shards are preserved.", - "confidence": 0.93, + "summary": "Both PRs address the same xdist-safe `captured_info` logging problem for the same tracked issue; one is a narrow writer-side fix and the other extends it with CI log aggregation.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the stronger canonical PR because it addresses the full end-to-end captured_info xdist collision story: it changes the test utility output path and also updates the workflow to collect multiple captured_info*.txt files instead of assuming a single file.", + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core `testing_utils.py` xdist-safe fix and also updates the CI workflow to consume multiple `captured_info*.txt` files, making the change complete end-to-end.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 is the best representative of the cluster since it covers the concrete bug fix and the CI log-preservation follow-up, making it the most complete single change set for this issue.", + "best_pr_reason": "PR 45645 is the best representative of the cluster since it fully resolves the artifact-collision problem and preserves CI debug output, whereas 45639 only fixes the writer side.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying captured_info artifact collision under pytest-xdist and would plausibly be merged together: 45639 makes the output file worker-safe, while 45645 applies the same fix and updates CI to read all captured_info shards." + "reason": "Same underlying bug/change: both fix xdist collisions for patched testing debug logs tied to the same issue. 45645 is a superset of 45639, adding the workflow-side log collection needed for the renamed per-worker files." } ] }, @@ -23922,12 +23745,12 @@ "soft_pairs": [ "pull_request:45720|pull_request:46259" ], - "prepared_review_unit_hash": "ffe8aa4c97b1b82d0a451e7457293c27ba959b43124a22b467e54dc776749782", + "prepared_review_unit_hash": "752932b0ac9081f95c172dd0176c606e894cbddc22d5a63da2ef6e5527c03f16", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7234, + "serialized_chars": 7233, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -23935,7 +23758,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7234, + "serialized_chars": 7233, "estimated_input_tokens": 1809, "estimated_eval_tokens": 3874 }, @@ -23944,18 +23767,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two pull requests are both broad lint-rule/modeling sweeps, but they target different problems: TRF003 tuple-return cleanup vs TRF018 modeling initialization rule. Shared filenames are incidental and do not indicate the same change or bug.", - "confidence": 0.96, + "summary": "These are two unrelated linter/chore PRs: one adds TRF003-related return_tuple handling across model forwards, and the other adds TRF018 modeling weight-init rule changes. They overlap in broad model files but not in the underlying bug/change.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No canonical PR for dedupe: 45720 and 46259 implement different lint rules on different code paths, so neither can stand in for the other.", "best_issue_reason": null, - "best_pr_reason": "No single PR stands out as a duplicate canonical; if forced, PR 45720 is the more self-contained change, but it is still unrelated to PR 46259.", + "best_pr_reason": "No single best PR for the cluster; both are distinct linting changes and neither is a safe representative of the other.", "soft_edge_verdicts": [ { "left": "pull_request:45720", "right": "pull_request:46259", "accept": false, - "reason": "Reject: these are different lint-rule implementations affecting different code paths. 45720 adds can_return_tuple / return_dict handling across model forwards, while 46259 changes weight initialization logic across model classes. They do not look mergeable into one PR for the same underlying fix." + "reason": "Reject: they target different rules and different fixes. 45720 updates forward signatures/can_return_tuple behavior (TRF003), while 46259 changes initialization logic across model classes (TRF018); not the same underlying change." } ] }, @@ -24054,7 +23877,7 @@ "pull_request:45932|pull_request:46891", "pull_request:46100|pull_request:46891" ], - "prepared_review_unit_hash": "92f2b019c7e6326b0d47fb2fb2a6409532b450c57580a8a3a4e631c041a7b067", + "prepared_review_unit_hash": "94b73c5585158263013f43d3142e1880cda4bdca5af8712b409b602a50266103", "component_budget": { "node_count": 3, "item_count": 3, @@ -24076,30 +23899,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three distinct open PRs that only overlap loosely on CI/test infrastructure. One is a grafana/OTel + model-embedding tweak PR, one is a broad test-migration PR, and one is a focused PEFT integration CI PR. They do not look like the same underlying bug or change, so all soft edges should be rejected.", - "confidence": 0.95, + "summary": "These PRs are all testing/CI-related but they target different changes and code paths, so none should be clustered as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the three PRs target different code paths and only share broad CI/test themes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46891 is the narrowest and most self-contained CI/test change, but it is still not a duplicate of the other two.", + "best_pr_reason": "No single PR is a safe cluster representative: 45932 is Grafana/OTEL plus model-shape changes, 46100 is a test-migration PR for AltCLIP/ViT, and 46891 is PEFT integration CI/workflow work.", "soft_edge_verdicts": [ { "left": "pull_request:45932", "right": "pull_request:46100", "accept": false, - "reason": "Both touch tests/CI, but 45932 is a grafana/OTel plus model-code change while 46100 is a test-migration PR for AltCLIP/ViT kernels; different underlying changes." + "reason": "Both are test-focused, but 45932 changes CI secrets and several model files, while 46100 adds DDP config and migrates model tests. Different underlying changes, not one fix." }, { "left": "pull_request:45932", "right": "pull_request:46891", "accept": false, - "reason": "45932 changes AIMv2/auto-mapping/model files and workflow secrets, whereas 46891 is PEFT integration CI/test wiring; not the same code-path problem." + "reason": "They share a workflow file, but 45932 is about Grafana/OTEL CI wiring and model updates, whereas 46891 is PEFT integration CI plus integration code. Not the same concrete change." }, { "left": "pull_request:46100", "right": "pull_request:46891", "accept": false, - "reason": "46100 is a broad model test migration, while 46891 is a PEFT integration CI PR; they do not fix the same concrete issue." + "reason": "Both touch tests, but 46100 is an AltCLIP/ViT test migration and 46891 is PEFT integration CI work. Different scope and code paths, so not duplicates." } ] }, @@ -24129,7 +23952,7 @@ "soft_pairs": [ "pull_request:46126|pull_request:46269" ], - "prepared_review_unit_hash": "a5fa8a01e2998b868162d3105b1cdb3c1411a3349f73d5a377da6137e8dc2471", + "prepared_review_unit_hash": "a2c71b20bfb9c6685db26b186a141117294b341c2576dead27163ee74c7c61bb", "component_budget": { "node_count": 2, "item_count": 2, @@ -24151,18 +23974,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates. PR 46126 is a focused EP/Trainer integration change, while PR 46269 is a broad distributed-branch base touching many unrelated areas. The shared files are not enough to treat them as the same underlying change.", - "confidence": 0.93, + "summary": "These are not duplicates: one PR is a focused EP/Trainer integration change, while the other is a broad distributed-branch base touching many unrelated subsystems.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46126 is the more concrete, self-contained change: it targets EP routing/Trainer integration with a small set of directly related files.", + "canonical_pr_reason": "Pick #46126 as the canonical PR: it is the most specific, coherent change centered on expert-parallel routing and trainer integration. #46269 is a much broader base branch with many distributed/FSDP/integration edits and does not represent the same concrete change.", "best_issue_reason": null, - "best_pr_reason": "PR 46126 is the best representative of a specific code-path change; PR 46269 is too broad and multi-purpose to serve as the canonical example for this cluster.", + "best_pr_reason": "#46126 is the best representative of the cluster because it has a narrow, identifiable purpose and the strongest signal of a single product change. #46269 is too broad and mixed to serve as the cluster anchor.", "soft_edge_verdicts": [ { "left": "pull_request:46126", "right": "pull_request:46269", "accept": false, - "reason": "Shared distributed filenames are incidental; 46126 implements EP/Trainer integration, while 46269 is a large branch-base PR spanning CI, FSDP, MoE, and distributed internals. They do not look like the same concrete bug fix or mergeable change set." + "reason": "Do not merge: despite shared distributed filenames, the PRs address different scopes. #46126 implements EP + trainer integration; #46269 is a broad distributed branch base spanning FSDP, generation, integrations, and more, so they are not the same underlying change." } ] }, @@ -24228,208 +24051,208 @@ "pull_request:46504|pull_request:46563", "pull_request:46504|pull_request:46716" ], - "prepared_review_unit_hash": "66e414c1c16ace34c46ee6f0cf177e86bc988621527c7ae8a868bd38d3699a4e", + "prepared_review_unit_hash": "c806384000c3a0e89982b6c726460cdc08e40b4b841682611b70366ad21e2de3", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25927, - "estimated_input_tokens": 6482, - "estimated_eval_tokens": 13220 + "serialized_chars": 25920, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 29, - "serialized_chars": 25927, - "estimated_input_tokens": 6482, - "estimated_eval_tokens": 13220 + "serialized_chars": 25920, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly unrelated workflow-maintenance PRs. The only dense subgroup is pr-ci-security-gate.yml, but even those PRs make different changes (checkout/diff logic, permissions, comments, secrets handling), so none should be deduplicated.", - "confidence": 0.92, + "summary": "This cluster is mostly superficial similarity from boilerplate \"chore: update *.yml\" workflow PRs. The diffs span unrelated CI/workflow changes, and the pr-ci-security-gate items are separate adjustments to the same file rather than one duplicate change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "If forced to pick an anchor, #46554 is the most substantive baseline because it changes the actual security-gate logic; however, the surrounding PRs are not true duplicates of it.", + "canonical_pr_reason": "No single canonical PR stands out: the grouped PRs are unrelated workflow edits or separate security-gate tweaks that do not represent one underlying change.", "best_issue_reason": null, - "best_pr_reason": "#46554 is the best representative PR in the cluster because it makes the core behavioral change in the security gate workflow, while the others are narrower or unrelated workflow tweaks.", + "best_pr_reason": "PR 46554 is the most substantive and concrete change in the set, with a clear security-focused workflow fix; however, it is still not a duplicate anchor for the rest of the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46138", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different fixes: stdin handling in self-comment CI vs security-gate checkout/diff logic." + "reason": "Different workflow files and different changes: stdin handling for self-comment-ci vs security-gate checkout/diff checks." }, { "left": "pull_request:46138", "right": "pull_request:46558", "accept": false, - "reason": "Unrelated workflows; one fixes comment piping, the other changes pr-ci-security-gate permissions/approval flow." + "reason": "Unrelated workflow edits; one updates self-comment-ci message passing, the other changes pr-ci-security-gate permissions/approval flow." }, { "left": "pull_request:46138", "right": "pull_request:46563", "accept": false, - "reason": "Different code paths: comment piping in self-comment CI vs a note/comment-only change in pr-ci-security-gate." + "reason": "Self-comment-ci command invocation change is unrelated to a comment added in pr-ci-security-gate." }, { "left": "pull_request:46138", "right": "pull_request:46716", "accept": false, - "reason": "Different workflows and different behavior: stdin handling vs secrets handling in pr-ci-security-gate." + "reason": "Different workflow logic: self-comment-ci stdin piping vs pr-ci-security-gate secrets handling." }, { "left": "pull_request:46138", "right": "pull_request:46504", "accept": false, - "reason": "Both are shell-quoting style workflow edits, but they touch different jobs and different bug contexts, so not the same change." + "reason": "Different files and code paths; self-comment-ci message input handling is not the same as build-ci-docker-images commit-message matching." }, { "left": "pull_request:46432", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and purposes: SSH runner hardening vs benchmark trigger conditions." + "reason": "SSH runner hardening and benchmark trigger expansion are unrelated workflow changes." }, { "left": "pull_request:46432", "right": "pull_request:46501", "accept": false, - "reason": "SSH runner security hardening is unrelated to anti-slop permission placement." + "reason": "One changes ssh-runner download/security handling; the other adjusts anti-slop permissions in a different workflow." }, { "left": "pull_request:46432", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and fixes: SSH runner environment hardening vs reviewer assignment checkout ref." + "reason": "SSH runner secret handling is unrelated to assign-reviewers checkout base-ref behavior." }, { "left": "pull_request:46432", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different security concerns; not the same underlying bug/change." + "reason": "Different workflows and problems: ssh-runner hardening vs pr-ci-security-gate checks." }, { "left": "pull_request:46432", "right": "pull_request:46558", "accept": false, - "reason": "SSH runner changes are unrelated to pr-ci-security-gate permission and approval adjustments." + "reason": "No shared concrete bug/change; ssh-runner env cleanup is unrelated to pr-ci-security-gate approval gating." }, { "left": "pull_request:46501", "right": "pull_request:46503", "accept": false, - "reason": "Anti-slop permissions and benchmark dispatch support are unrelated workflow changes." + "reason": "Anti-slop permission scoping and benchmark workflow_dispatch support are unrelated." }, { "left": "pull_request:46501", "right": "pull_request:46502", "accept": false, - "reason": "Different workflows and unrelated fixes: anti-slop permissions vs assign-reviewers checkout behavior." + "reason": "Different workflow logic: anti-slop permissions vs assign-reviewers checkout ref." }, { "left": "pull_request:46501", "right": "pull_request:46504", "accept": false, - "reason": "Unrelated workflows; permission cleanup in anti-slop is not the same as shell quoting in build-ci-docker-images." + "reason": "Anti-slop permissions update is unrelated to build-ci-docker-images commit-message parsing." }, { "left": "pull_request:46501", "right": "pull_request:46554", "accept": false, - "reason": "Different workflow files and different fixes; only broad CI-related similarity." + "reason": "Different files and purposes; anti-slop permission tweak does not match security-gate code changes." }, { "left": "pull_request:46502", "right": "pull_request:46503", "accept": false, - "reason": "Different workflows and different behavior: reviewer assignment checkout vs benchmark dispatch trigger." + "reason": "Assign-reviewers base-ref checkout is unrelated to benchmark_v2 trigger conditions." }, { "left": "pull_request:46502", "right": "pull_request:46504", "accept": false, - "reason": "Different workflow jobs and different code paths; not a duplicate fix." + "reason": "Different workflows and code paths; checkout ref handling is not the same as commit-message grep logic." }, { "left": "pull_request:46502", "right": "pull_request:46554", "accept": false, - "reason": "Assign-reviewers checkout ref change is unrelated to pr-ci-security-gate changes." + "reason": "Assign-reviewers workflow change is unrelated to pr-ci-security-gate security checks." }, { "left": "pull_request:46503", "right": "pull_request:46504", "accept": false, - "reason": "Different workflows and unrelated changes: benchmark dispatch vs build-image message handling." + "reason": "Benchmark trigger expansion and build-ci-docker-images commit-message handling are separate workflow changes." }, { "left": "pull_request:46503", "right": "pull_request:46554", "accept": false, - "reason": "Benchmark trigger logic is unrelated to pr-ci-security-gate security checks." + "reason": "Different workflow scope; benchmark dispatch support is not the same bug/change as pr-ci-security-gate updates." }, { "left": "pull_request:46504", "right": "pull_request:46554", "accept": false, - "reason": "Both are workflow shell tweaks, but they address different scripts in different jobs and should not be merged as one fix." + "reason": "Build CI image tag selection logic is unrelated to pr-ci-security-gate security checks." }, { "left": "pull_request:46504", "right": "pull_request:46558", "accept": false, - "reason": "Different workflows and different fixes: message parsing in build-ci-docker-images vs permissions/approval changes." + "reason": "Different workflows and concerns; commit-message parsing vs security-gate permissions/approval." }, { "left": "pull_request:46554", "right": "pull_request:46558", "accept": false, - "reason": "Same workflow file, but one adds diff-based security checks while the other adjusts permissions and conditional approval; distinct changes." + "reason": "Same file, but different concrete changes: 46554 adds checkout and diff-based blocking; 46558 adjusts permissions and approval gating." }, { "left": "pull_request:46554", "right": "pull_request:46563", "accept": false, - "reason": "Same workflow file, but one implements checks and the other only adds explanatory comments." + "reason": "46554 implements security checks; 46563 only adds documentation comments about the reusable workflow." }, { "left": "pull_request:46554", "right": "pull_request:46716", "accept": false, - "reason": "Same workflow file, but one changes gate logic and the other changes secrets exposure; not the same fix." + "reason": "Related file, but different fix: security checks in 46554 vs secrets inheritance removal in 46716." }, { "left": "pull_request:46558", "right": "pull_request:46563", "accept": false, - "reason": "Both touch the same workflow, but permissions/if-guard changes are distinct from comment-only edits." + "reason": "Permissions/approval-flow change is not the same as adding explanatory comments." }, { "left": "pull_request:46558", "right": "pull_request:46716", "accept": false, - "reason": "Different changes in the same file: workflow permissions/approval gating vs secrets inheritance removal." + "reason": "Different security-gate adjustments: permission scoping/approval condition vs secrets handling." }, { "left": "pull_request:46563", "right": "pull_request:46716", "accept": false, - "reason": "Comment-only workflow notes are not the same as changing secrets handling." + "reason": "Comment-only clarification is not the same underlying change as switching to secrets:{}." }, { "left": "pull_request:46504", "right": "pull_request:46563", "accept": false, - "reason": "Different workflow files and different fixes; no shared concrete bug." + "reason": "Build CI image message parsing and a pr-ci-security-gate comment are unrelated." }, { "left": "pull_request:46504", "right": "pull_request:46716", "accept": false, - "reason": "Build-image shell quoting and pr-ci-security-gate secrets handling are unrelated." + "reason": "No shared underlying bug/change; build-ci-docker-images vs pr-ci-security-gate secrets handling." } ] }, @@ -24459,12 +24282,12 @@ "soft_pairs": [ "pull_request:46152|pull_request:46207" ], - "prepared_review_unit_hash": "1e845479a472e3543a2a2ce630ba912f60006a34c206fd72dc6aa7120d390309", + "prepared_review_unit_hash": "796b64bdf97c7b2b93d0fb9519538e60b56146c71b3c69385ba5d8794c0d66ca", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -24472,7 +24295,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4275, + "serialized_chars": 4276, "estimated_input_tokens": 1069, "estimated_eval_tokens": 2394 }, @@ -24481,18 +24304,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about replacing file-open source inspection with safer source access, but they target different code paths: one in import_utils, the other in modeling_utils. They are related in style/pattern, not the same underlying fix, so they should not be merged as duplicates.", - "confidence": 0.95, + "summary": "Two pull requests with superficially similar \u201cavoid open() when reading source\u201d intent, but they touch different code paths and solve different concrete problems: one in import_utils source resolution, the other in _can_set_attn_implementation. They should not be clustered as duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46207 is the better representative of the cluster because it has a clearer, test-backed code-path fix in modeling_utils and explicitly scopes the behavior change to _can_set_*_implementation.", + "canonical_pr_reason": "PR 46207 is the better canonical PR because it targets a specific behavior change in model attention-implementation detection, includes a test update, and has a clearer end-user impact than the broader source-loading refactor in 46152.", "best_issue_reason": null, - "best_pr_reason": "PR 46207 is the strongest standalone change here: the bug is concrete, the fix is localized, and the added tests make the intent and regression coverage clearer than the more infrastructure-oriented import_utils change.", + "best_pr_reason": "PR 46207 is the strongest representative for the cluster because it is self-contained, concrete, and has explicit test coverage; 46152 is a separate utility-layer change in a different module.", "soft_edge_verdicts": [ { "left": "pull_request:46152", "right": "pull_request:46207", "accept": false, - "reason": "Related only by a broad refactor theme (avoiding open() for source reading). They touch different files and different mechanisms, so they do not look like the same underlying bug or a single mergeable PR." + "reason": "Both avoid file-open source inspection, but they are in different modules and fix different code paths; they are not the same underlying bug and would not plausibly merge into one PR." } ] }, @@ -24585,12 +24408,12 @@ "soft_pairs": [ "pull_request:46281|pull_request:46890" ], - "prepared_review_unit_hash": "495edeb83936fcb3be95f56c3799120d9832c5741d7a1f508a50f2bd79e9ca65", + "prepared_review_unit_hash": "0daebd892c0fd3a56a7bc10c3faf096c5e92c0db7e2f05c1a038b11fe7e1758c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4271, + "serialized_chars": 4270, "estimated_input_tokens": 1068, "estimated_eval_tokens": 2392 }, @@ -24598,7 +24421,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4271, + "serialized_chars": 4270, "estimated_input_tokens": 1068, "estimated_eval_tokens": 2392 }, @@ -24607,18 +24430,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two security-hardening PRs are related by theme, but they fix different path-traversal inputs in different loader code paths: one for sharded checkpoint shard names from `weight_map`, the other for `transformers_weights` explicit filenames from config.", - "confidence": 0.93, + "summary": "These are related by theme (local path-traversal hardening), but they fix different loading code paths: one for sharded checkpoint index weight_map entries, the other for the `transformers_weights` config field.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: these are separate fixes for different untrusted filename sources and different resolution logic, so they are not duplicates.", + "canonical_pr_reason": "No single canonical PR for duplication: the two PRs address different untrusted inputs and different resolver paths, so they should remain separate.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a strong global duplicate representative because they address different underlying bugs; if forced, the sharded-checkpoint PR is slightly more self-contained, but it should not subsume the other.", + "best_pr_reason": "PR 46281 is the clearest representative of the cluster\u2019s security-hardening theme because it contains a concrete containment check for checkpoint shard paths and a focused test surface.", "soft_edge_verdicts": [ { "left": "pull_request:46281", "right": "pull_request:46890", "accept": false, - "reason": "Both are path-traversal fixes, but they protect different code paths and different attacker-controlled fields (`weight_map` shard names vs `transformers_weights` explicit filename). They do not look like the same underlying bug and would not be merged as one PR." + "reason": "Reject: same broad security theme, but not the same bug. 46281 blocks traversal from sharded-checkpoint `weight_map` shard filenames; 46890 blocks traversal from `transformers_weights` filenames. Different inputs, different code paths, not plausibly one merged fix." } ] }, @@ -24648,12 +24471,12 @@ "soft_pairs": [ "pull_request:46310|pull_request:46546" ], - "prepared_review_unit_hash": "ac7e33615a5b090806b3fec85b304fdd6d575b20183b4d4130b751f5b59202b8", + "prepared_review_unit_hash": "87cd7fc0c55ba50d4abd5c2d962d01195cbf897af546ada10b97534051819bd0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24661,7 +24484,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4850, + "serialized_chars": 4851, "estimated_input_tokens": 1213, "estimated_eval_tokens": 2682 }, @@ -24670,18 +24493,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests fix the same off-by-one bug in the right-side sliding-window mask (`-dist <= right_window_size` instead of `<`) for Moonshine streaming. PR 46546 is the broader, more complete patch and subsumes the narrower 46310 change.", - "confidence": 0.97, + "summary": "Both PRs fix the same off-by-one in the Moonshine streaming sliding-window mask (`-dist <= right_window_size`), but #46546 is the more complete change because it also updates Gemma4 and adds tests.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46546 is the better canonical PR because it contains the same Moonshine boundary fix as 46310 plus the related Gemma4 patch and tests, making it the more complete representative of this bug fix.", + "canonical_pr_reason": "#46546 is broader and more complete: it includes the Moonshine fix, the analogous Gemma4 fix, and test coverage.", "best_issue_reason": null, - "best_pr_reason": "PR 46546 best represents the cluster: it fixes the same concrete right-window boundary error, includes validation tests, and subsumes the narrower Moonshine-only PR.", + "best_pr_reason": "#46546 is the best representative PR because it addresses the same boundary bug with additional coverage and validation, while #46310 is a narrower subset.", "soft_edge_verdicts": [ { "left": "pull_request:46310", "right": "pull_request:46546", "accept": true, - "reason": "Both PRs correct the same concrete off-by-one boundary in the sliding-window right mask for Moonshine streaming, and the larger PR could plausibly absorb the narrower one." + "reason": "Accept: the shared Moonshine change is the same concrete off-by-one boundary fix in the same mask function; #46546 extends that fix rather than introducing a different bug or unrelated change." } ] }, @@ -24720,7 +24543,7 @@ "pull_request:46425|pull_request:46850", "pull_request:46850|pull_request:46917" ], - "prepared_review_unit_hash": "d850b05030086e47905668fe5f8c069cf0133061bf891a9f0d71cd2d87683413", + "prepared_review_unit_hash": "22d5a2ee13951a94b1b2bcaa141053916ded8658ec7765f0c63afc5fc0dbdbbd", "component_budget": { "node_count": 6, "item_count": 6, @@ -24742,48 +24565,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All six items are distinct pull requests covering different features or fixes; none are true duplicates, including the suggested soft-accept between RADIO and deprecation cleanup.", - "confidence": 0.97, + "summary": "No duplicate cluster here: the PRs span unrelated model additions, a masking bug fix, continuous batching multimodal work, and a deprecation cleanup. The only superficially similar pair (RADIO vs. deprecated training args) is not the same change and should not be merged as a duplicate.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46425 is the broadest standalone feature-addition PR in the set and is the most reasonable representative if a single PR must be chosen, but it is not a duplicate of the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 46425 is the strongest standalone PR here: it has a clear, self-contained model addition with substantial docs/tests/auto-mapping updates, making it the best representative of the cluster despite not matching the other PRs.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:46376", "right": "pull_request:46417", "accept": false, - "reason": "Continuous batching multimodal support and HunYuan VL model onboarding are unrelated changes in different codepaths." + "reason": "Different scopes: continuous batching multimodal support vs. adding the HunYuan VL model; no shared code-path bug or mergeable duplicate." }, { "left": "pull_request:46376", "right": "pull_request:46425", "accept": false, - "reason": "One targets continuous batching internals; the other adds RADIO model support. Shared ML infrastructure theme is too broad to be a duplicate." + "reason": "Different model/system work: continuous batching internals vs. RADIO model implementation; not the same underlying change." }, { "left": "pull_request:46425", "right": "pull_request:46509", "accept": false, - "reason": "RADIO model support and Nemotron Omni support are separate model integrations with different files and implementation goals." + "reason": "Both are model additions, but for different models and codepaths (RADIO vs. Nemotron Omni); not duplicates." }, { "left": "pull_request:46425", "right": "pull_request:46917", "accept": false, - "reason": "Adding a new model and removing deprecated training/image-backend APIs are unrelated changes; they do not fix the same bug or add the same feature." + "reason": "RADIO model support and deprecated training-args cleanup are unrelated; similarity is only superficial via shared framework files." }, { "left": "pull_request:46425", "right": "pull_request:46850", "accept": false, - "reason": "RADIO model addition and Gemma masking bugfix touch different subsystems and solve different problems." + "reason": "RADIO model support and Gemma masking fix are unrelated; one adds a model, the other fixes attention masking logic." }, { "left": "pull_request:46850", "right": "pull_request:46917", "accept": false, - "reason": "Attention-mask boundary fixes and deprecation cleanup are unrelated; no shared concrete code-path problem." + "reason": "Attention-masking bug fix vs. deprecation removal are different changes and would not be merged into one PR." } ] }, @@ -24813,7 +24636,7 @@ "soft_pairs": [ "pull_request:46574|pull_request:46580" ], - "prepared_review_unit_hash": "95970f2cdecc6593772497c5c47c0dd462b6eec05d1627b7c505f5b2e999d590", + "prepared_review_unit_hash": "0a37585bf90df6fa8059a0b68c957d6622f711597e1c93d03634a7b6e91a968e", "component_budget": { "node_count": 2, "item_count": 2, @@ -24835,18 +24658,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated tokenizer-related PRs: one fixes CodeLlama decoding stripping real leading spaces, the other fixes DeepSeek model checkpoints loading the wrong tokenizer class. They share the broad tokenizer area but not the same bug or change.", + "summary": "These are two unrelated PRs in tokenizer loading/decoding: one fixes CodeLlama decode stripping real leading spaces, the other fixes DeepSeek checkpoints resolving to the wrong tokenizer class. They share a broad subsystem but not the same bug or change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46574 is the stronger canonical representative if one must be chosen: it is a narrowly scoped, concrete bug fix with an explicit issue link and a clear code-path change. PR #46580 addresses a different model-routing problem in auto tokenization.", + "canonical_pr_reason": "No strong canonical PR for a duplicate cluster here; if forced, #46574 is the more self-contained fix with a single code-path change and targeted tests, while #46580 is a broader registry override for a different loading problem.", "best_issue_reason": null, - "best_pr_reason": "PR #46574 is the best single representative because its scope is precise and self-contained, whereas PR #46580 is a separate workaround for checkpoint-specific tokenizer-class selection.", + "best_pr_reason": "#46574 is the better representative of a focused bug fix: it corrects a specific decode-path regression in CodeLlama and has a narrow scope. #46580 addresses a separate checkpoint-classification issue and is not a better canonical representative of this pair.", "soft_edge_verdicts": [ { "left": "pull_request:46574", "right": "pull_request:46580", "accept": false, - "reason": "Different underlying problems and code paths: CodeLlama decode-space stripping vs DeepSeek checkpoint tokenizer-class misrouting. They are not plausible duplicates or mergeable into one PR." + "reason": "Different underlying bugs and code paths: CodeLlama decoder stripping on decode vs DeepSeek auto-tokenizer class selection on load. They are not plausibly mergeable into one PR as a duplicate." } ] }, @@ -24876,12 +24699,12 @@ "soft_pairs": [ "pull_request:46603|pull_request:46604" ], - "prepared_review_unit_hash": "3e3657c4b8a965c39fb6ba0a37a38a3b18fa82875a1a903cd69a6af537f9553f", + "prepared_review_unit_hash": "69f0444257f28b131f46ef4c8bd38dc987d04ce24b0467a6b9eccdffeeb11382", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5496, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24889,7 +24712,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5495, + "serialized_chars": 5496, "estimated_input_tokens": 1374, "estimated_eval_tokens": 3004 }, @@ -24898,18 +24721,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related Mistral-tokenizer PRs, but they are not the same change: one refactors/moves `MistralConverter` into the Mistral integrations package, while the other adds tekken tokenizer detection, conversion, and save utilities. The overlap is mostly in shared tokenizer files, not a shared concrete fix.", - "confidence": 0.94, + "summary": "These are related Mistral tokenizer PRs, but they cover different changes: #46603 is a refactor that moves `MistralConverter` into `integrations/mistral/`, while #46604 adds tekken tokenizer detection, conversion, and save utilities. Shared files do not imply the same underlying change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #46603 is the better canonical candidate because it is a focused, non-draft refactor with review activity, and its scope is narrower and more self-contained than the draft feature PR.", + "canonical_pr_reason": "No canonical PR: #46603 is a packaging/refactor move, and #46604 is a separate feature PR for tokenizer detection/conversion/save behavior.", "best_issue_reason": null, - "best_pr_reason": "PR #46603 is the best overall PR in this cluster: it has the clearer, more isolated purpose and appears more mature than the draft PR #46604, which is a broader feature addition.", + "best_pr_reason": "#46604 is the better representative of the cluster because it is the more substantial end-user change; #46603 is mostly an internal refactor relocating code.", "soft_edge_verdicts": [ { "left": "pull_request:46603", "right": "pull_request:46604", "accept": false, - "reason": "Reject: both touch Mistral tokenizer code, but they implement different changes. #46603 moves `MistralConverter` into `integrations/mistral/`, while #46604 adds tekken tokenizer detection/conversion/save utilities. Shared files alone are not enough to treat them as the same underlying PR." + "reason": "Different concrete changes: move of `MistralConverter` vs adding tekken tokenizer detection/conversion/save utilities. They are related but not the same bug/fix or a single mergeable PR." } ] }, @@ -24943,12 +24766,12 @@ "pull_request:46741|pull_request:46781", "pull_request:46773|pull_request:46937" ], - "prepared_review_unit_hash": "6af44b5bcbdb4ed506689ac0da39231613d17fba4871366edd5b60e9ce6b081f", + "prepared_review_unit_hash": "ced8aa090c19bd711884a88d784eb6ec5e68a766c5edf310438b7047679880e5", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 11147, + "serialized_chars": 11148, "estimated_input_tokens": 2787, "estimated_eval_tokens": 5830 }, @@ -24956,7 +24779,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 3, - "serialized_chars": 11147, + "serialized_chars": 11148, "estimated_input_tokens": 2787, "estimated_eval_tokens": 5830 }, @@ -24965,30 +24788,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related by hybrid/stateful model infrastructure, but they fix different bugs in different code paths: chunked-prefill/speculative decoding, padding-mask handling for batch size 1, QuantizedCache layer construction, and assisted-generation rejection via _is_stateful.", - "confidence": 0.95, + "summary": "These are three distinct PRs in adjacent linear-attention/hybrid-model areas, but they address different bugs: state handling for chunked prefill/speculative decoding, padding-mask application at batch size 1, quantized-cache construction for hybrid models, and assisted-generation statefulness. The overlap is mostly in affected model families, not the concrete code paths.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the items address separate defects and are not interchangeable as duplicates.", + "canonical_pr_reason": "pull_request:46741 is the broadest representative of the cluster because it spans multiple hybrid/state-cache model implementations and the most central shared theme is cache/state handling in those models.", "best_issue_reason": null, - "best_pr_reason": "PR 46741 is the broadest representative of the shared hybrid-model/cache theme, but it still does not cover the padding-mask, QuantizedCache, or _is_stateful changes in the other PRs.", + "best_pr_reason": "pull_request:46741 is the best single representative of the group, but it should not be merged with the others because its fix is specifically about chunked-prefill/speculative decoding state reuse rather than padding masks, quantized cache layout, or assisted generation.", "soft_edge_verdicts": [ { "left": "pull_request:46741", "right": "pull_request:46773", "accept": false, - "reason": "Both touch hybrid/linear-attention model code, but 46741 fixes cache reuse in chunked-prefill/speculative decoding while 46773 fixes padding-mask application for batch size 1; distinct bugs and merge targets." + "reason": "Both touch some of the same model files, but 46741 fixes cache/state reuse for chunked prefill/speculative decoding while 46773 fixes padding-mask application for batch size 1. Different bugs and code paths." }, { "left": "pull_request:46741", "right": "pull_request:46781", "accept": false, - "reason": "46741 changes model forward/cache behavior for speculative decoding, whereas 46781 changes QuantizedCache construction in cache_utils for hybrid layer types; different failure modes and code paths." + "reason": "46741 is about hybrid-model cache state during decoding; 46781 is about QuantizedCache initialization for hybrid SSM+attention models. Same broad area, but not the same concrete failure." }, { "left": "pull_request:46773", "right": "pull_request:46937", "accept": false, - "reason": "46773 corrects masking logic during forward passes, while 46937 only sets _is_stateful to reject assisted generation; related model family, but not the same underlying change." + "reason": "46773 fixes padding-mask behavior in linear-attention models; 46937 marks LFM2/LFM2-MoE as stateful to reject assisted generation. Different underlying issues and no plausible single merged PR." } ] }, @@ -25021,7 +24844,7 @@ "pull_request:46895|pull_request:46916", "pull_request:46898|pull_request:46916" ], - "prepared_review_unit_hash": "414133097fc55315c9020920ab925761e960b2357c186c2fe2f1926e7d79156d", + "prepared_review_unit_hash": "6a0e7216559272ae4dabb7e780f989b36257cae0badab3774566b0ce1394b96d", "component_budget": { "node_count": 3, "item_count": 3, @@ -25043,30 +24866,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "PR 46916 is the best canonical representative because it combines the same training-loss double-shift fix for both CohereASR and Florence2, subsuming the narrower single-model PRs. The two single-model PRs are related by pattern, but they are not the same concrete fix across the same code path.", - "confidence": 0.93, + "summary": "All three PRs address the same general training-loss double-shift pattern, but they are model-specific fixes rather than true duplicates of the same concrete change.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "46916 is the most complete PR: it covers both model-specific double-shift loss fixes and thus subsumes the narrower CohereASR-only and Florence2-only PRs.", + "canonical_pr_reason": "PR #46916 is the best representative because it is the most complete patch, covering both CohereASR and Florence2, while the other two are narrower single-model variants.", "best_issue_reason": null, - "best_pr_reason": "46916 best represents the cluster because it unifies the same bug fix across both affected model implementations and is the closest superset of the other PRs.", + "best_pr_reason": "PR #46916 is the strongest standalone candidate since it combines both fixes and directly matches the common theme across the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:46895", "right": "pull_request:46898", "accept": false, - "reason": "Both PRs fix a similar double-shift training-loss pattern, but in different models (CohereASR vs Florence2). They are related by technique, not the same underlying concrete change." + "reason": "Same bug pattern, but different model code paths and different files; this is not the same concrete change." }, { "left": "pull_request:46895", "right": "pull_request:46916", - "accept": true, - "reason": "46916 includes the same CohereASR double-shift loss fix as 46895, so they overlap on the same concrete bug/change for that model." + "accept": false, + "reason": "#46916 includes the CohereASR fix plus an additional Florence2 change, so it is broader than #46895 and not a duplicate of the same exact change." }, { "left": "pull_request:46898", "right": "pull_request:46916", - "accept": true, - "reason": "46916 includes the same Florence2 double-shift loss fix as 46898, so they overlap on the same concrete bug/change for that model." + "accept": false, + "reason": "#46916 includes the Florence2 fix plus an additional CohereASR change; shared tracking issue is not enough to treat them as duplicates." } ] }, @@ -25114,124 +24937,124 @@ "pull_request:46927|pull_request:46928", "pull_request:46928|pull_request:46941" ], - "prepared_review_unit_hash": "dd64fcb7768a2e9b08e68e1c15d0830017cfc91af3b9140e9e3b18a01dc87523", + "prepared_review_unit_hash": "cf6163cc7d6bbf9031156c33fdde11bf53eed83bb23b0864a7f30febf3a129c7", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 15311, - "estimated_input_tokens": 3828, - "estimated_eval_tokens": 7912 + "serialized_chars": 15308, + "estimated_input_tokens": 3827, + "estimated_eval_tokens": 7910 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 15, - "serialized_chars": 15311, - "estimated_input_tokens": 3828, - "estimated_eval_tokens": 7912 + "serialized_chars": 15308, + "estimated_input_tokens": 3827, + "estimated_eval_tokens": 7910 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not duplicates: they touch different models and different failure modes (runtime kwarg handling, load/offload test setup, tokenizer registration, and a math fix). The soft-similarity links are misleading here.", - "confidence": 0.98, + "summary": "These PRs are all small fixups, but they span different models and failure modes; none are true duplicates of one another.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the cluster mixes unrelated fixes across separate model code paths and test-only adjustments.", + "canonical_pr_reason": "No single canonical PR: the changes target different code paths and models, so they should not be collapsed into one duplicate cluster.", "best_issue_reason": null, - "best_pr_reason": "46907 is the best standalone PR here because it fixes a concrete runtime model bug in `edgetam` rather than only adjusting tests or registry data.", + "best_pr_reason": "PR 46907 is the best global representative only in the loose sense that it is a concrete model-code fix; the others are mostly test-only workarounds or unrelated changes.", "soft_edge_verdicts": [ { "left": "pull_request:46907", "right": "pull_request:46927", "accept": false, - "reason": "Different models and bugs: `edgetam` drops a stray kwarg; `glm46v` casts `input_ids` to long. Not the same underlying fix." + "reason": "Different models and bugs: edgetam kwarg cleanup vs glm46v input_ids casting." }, { "left": "pull_request:46907", "right": "pull_request:46926", "accept": false, - "reason": "`edgetam` model kwarg cleanup vs. `minimax_m3_vl` test offload-folder workaround; unrelated code paths." + "reason": "Edgetam model code fix vs minimax_m3_vl test load workaround; unrelated underlying issues." }, { "left": "pull_request:46907", "right": "pull_request:46941", "accept": false, - "reason": "Unrelated models and logic: `edgetam` kwarg handling vs. `dac` distance formula correction." + "reason": "Edgetam processor-kwarg cleanup vs DAC distance-formula fix; different code paths." }, { "left": "pull_request:46907", "right": "pull_request:46908", "accept": false, - "reason": "`edgetam` runtime model fix vs. `deepseek_v32` test-only offload setup; not the same bug." + "reason": "Edgetam model fix vs deepseek_v32 test offload-folder workaround; not the same bug." }, { "left": "pull_request:46907", "right": "pull_request:46928", "accept": false, - "reason": "`edgetam` model forward fix vs. `blip_2` tokenizer registry entry; different subsystems and failure modes." + "reason": "Edgetam kwarg handling vs BLIP-2 tokenizer registration; unrelated changes." }, { "left": "pull_request:46908", "right": "pull_request:46926", "accept": false, - "reason": "Both are test load_error workarounds, but for different models and test files; not one underlying bug." + "reason": "Both are test-load workarounds, but for different models and setups, so not the same underlying change." }, { "left": "pull_request:46908", - "right": "pull_request:46928", + "right": "pull_request:46927", "accept": false, - "reason": "`deepseek_v32` offload-folder test fix vs. `blip_2` tokenizer auto-registration; unrelated changes." + "reason": "Deepseek load_error test workaround vs glm46v type-casting fix; different problems." }, { "left": "pull_request:46908", - "right": "pull_request:46927", + "right": "pull_request:46928", "accept": false, - "reason": "`deepseek_v32` integration-test workaround and `glm46v` forward override address different issues." + "reason": "Deepseek test workaround vs BLIP-2 tokenizer mapping update; unrelated." }, { "left": "pull_request:46908", "right": "pull_request:46941", "accept": false, - "reason": "Test offload handling vs. a model output mismatch math fix; not the same code-path problem." + "reason": "Deepseek test workaround vs DAC numerical fix; different code paths and failure modes." }, { "left": "pull_request:46926", "right": "pull_request:46927", "accept": false, - "reason": "`minimax_m3_vl` test load workaround vs. `glm46v` input dtype fix; unrelated." + "reason": "Minimax_m3_vl offload-folder test fix vs glm46v input casting fix; not duplicates." }, { "left": "pull_request:46926", "right": "pull_request:46941", "accept": false, - "reason": "Different models and failure modes: test offload-folder workaround vs. DAC decoding formula correction." + "reason": "Minimax_m3_vl test workaround vs DAC latent-distance bug fix; unrelated." }, { "left": "pull_request:46926", "right": "pull_request:46928", "accept": false, - "reason": "`minimax_m3_vl` test-only offload change vs. `blip_2` tokenizer pattern addition; not duplicate fixes." + "reason": "Minimax_m3_vl test load workaround vs BLIP-2 tokenizer registry change; different issues." }, { "left": "pull_request:46927", "right": "pull_request:46941", "accept": false, - "reason": "`glm46v` input_ids dtype normalization and `dac` codebook distance fix are unrelated model bugs." + "reason": "Different model implementations and defects: glm46v input_ids casting vs DAC distance computation." }, { "left": "pull_request:46927", "right": "pull_request:46928", "accept": false, - "reason": "`glm46v` forward override vs. `blip_2` tokenizer auto-map update; different artifacts and purposes." + "reason": "GLM46V forward fix vs BLIP-2 tokenizer prefix addition; unrelated." }, { "left": "pull_request:46928", "right": "pull_request:46941", "accept": false, - "reason": "Tokenizer registry addition for `blip_2` is unrelated to `dac`'s output-mismatch math fix." + "reason": "BLIP-2 tokenizer mapping update vs DAC math fix; no shared underlying bug." } ] }, @@ -25261,7 +25084,7 @@ "soft_pairs": [ "pull_request:46933|pull_request:46942" ], - "prepared_review_unit_hash": "9385fbfe4723ed701b3c7254997ddf960fa60082ffdf378190befe95c588fc94", + "prepared_review_unit_hash": "be0ee69db687e26654324f7e1fa4fdec0f32809d18d80eb4d735ca6bf59064d6", "component_budget": { "node_count": 2, "item_count": 2, @@ -25283,18 +25106,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-specific PRs that both fix unsafe dtype casting under quantization, but they target different code paths (Gemma4 vision/audio embedders vs. TimesFM 2.5 ResidualBlock). They are thematically similar, not duplicates.", + "summary": "Two separate PRs with the same general anti-pattern fix (avoid casting quantized weights to non-float dtypes), but they affect different model families and different forward paths, so they are not duplicates.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 46933 is the stronger canonical representative: it has an explicit linked issue, a clear concrete bug, and a focused fix in the Gemma4 embedders.", + "canonical_pr_reason": "PR #46933 is the better cluster representative because it has an explicit issue target and a clear, focused fix in Gemma4's vision/audio embedder code path.", "best_issue_reason": null, - "best_pr_reason": "PR 46933 is the best standalone PR in the cluster because it has the clearest issue linkage and a precise, self-contained quantization dtype fix.", + "best_pr_reason": "PR #46933 is the best representative PR for this cluster: it is narrowly scoped, has an explicit linked issue, and cleanly captures the dtype-casting bug pattern shown here.", "soft_edge_verdicts": [ { "left": "pull_request:46933", "right": "pull_request:46942", "accept": false, - "reason": "Different models and different implementation sites; both fix the same general casting antipattern, but not the same underlying bug or mergeable change." + "reason": "Both PRs fix dtype casting under quantization, but one is for Gemma4 vision/audio embedders and the other is for TimesFM 2.5 ResidualBlock layers. They are different model-specific code paths and not the same underlying bug or mergeable into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 0ba4a6c3f514e71185b13aac01e4f0afcf9f4608..f64543d245294fb7fff7352bd3efa5acd63c294b 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260628t060020z", + "analysis_id": "hybrid-model-20260628t180015z", "archived_artifacts": { - "hybrid": "snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260628T060020Z/analysis-runs/hybrid-model-20260628t060020z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260628T180015Z/analysis-runs/hybrid-model-20260628t180015z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260628T180015Z/analysis-runs/hybrid-model-20260628t180015z/analysis-report-hybrid.llm-reviews.json" }, 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43638 is just the non-pretrained Bert variant." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy call and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different issues: detokenization bug vs LoRA merge/save reload mismatch." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA save/reload inconsistency are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:46661", + "accept": false, + "reason": "Processor failure for Voxtral and remote-code config_class AttributeError are different." + }, + { + "left": "issue:43716", + "right": "issue:46869", + "accept": false, + "reason": "Different models and symptoms: image-preprocessor dtype mismatch vs YOLO multi-GPU device-map failure." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Both mention DeepSpeed, but the weight dimensionality error and collective mismatch are different problems." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recomputation mismatch is not the same as mask-shape IndexError." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Same class name, but one is CPU-offload forward incompatibility and the other is uninitialized inv_freq after materialization." + }, + { + "left": "issue:45685", + "right": "issue:46869", + "accept": false, + "reason": "MPS histogram int error and YOLO multi-GPU device-map failure are unrelated backend issues." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 index error and GPT-OSS tensor-parallel failure are different distributed-training bugs." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and CustomTrainer compute_loss signature breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Bert ZeRO-3 init error and GPT-OSS TP failure are different distributed execution bugs." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and failure modes; no shared code-path." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "NVFP4 runtime error and AMD GPU failure are distinct hardware/model issues." + }, + { + "left": "issue:45874", + "right": "issue:46294", + "accept": false, + "reason": "Gemma4 reverse-embedding lookup and Qwen3.5 video token mismatch are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 sliding_window_pattern attribute error and Mistral regex patch crash are different bugs." + }, + { + "left": "issue:45800", + "right": "issue:46515", + "accept": true, + "reason": "Same torch 2.4.1 compatibility regression; the titles differ only in how much version context they include." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device-map forward mismatch and Gemma4 inputs_embeds reverse-lookup cost are different issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "General torch incompatibility and Qwen-3-8B-NVFP4 runtime failure are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "FSDP checkpointing mismatch and Qwen3 auto device-map cuda assert are different distributed failures." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs regressions, but one is removed pipeline-task references and the other is the removed run command." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram int limitation are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy usage and autocast dtype mismatch are different training/runtime bugs." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Collective mismatch in ZeRO-3 and CustomTrainer signature change are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Activation-checkpointing/FSDP issue and GenerationMixin import error are unrelated." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD GPU failure and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy call and mask-shape IndexError are different bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: the summary correctly identifies the two deterministic duplicate pairs (43596/43638 and 45800/46515), and the canonical choice is defensible from the titles. The soft-edge rejections are generally conservative and do not overstate evidence. No mergeability issues apply here because these are issue pairs, not 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": 24, + "review_unit_index": 2, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:43039", + "issue:43296", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43638", + "issue:43792", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44512", + "issue:44560", + "issue:44589", + "issue:44841", + "issue:44863", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45237", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45685", + "issue:45800", + "issue:45812", + "issue:45823", + "issue:45901", + "issue:45920", + "issue:46015", + "issue:46294", + "issue:46304", + "issue:46402", + "issue:46661", + "issue:46772", + "issue:46869" + ], + "soft_pairs": [ + "issue:45800|issue:46304", + "issue:43866|issue:46402", + "issue:43296|issue:46304", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:44589|issue:46304", + "issue:43901|issue:44512", + "issue:45237|issue:45901", + "issue:43975|issue:46015", + "issue:43039|issue:44560", + "issue:45823|issue:46294", + "issue:44841|issue:45823", + "issue:43866|issue:46772", + "issue:44863|issue:46015", + "issue:45020|issue:46304", + "issue:45812|issue:45920", + "issue:43866|issue:44863", + "issue:43872|issue:46304", + "issue:44292|issue:46015", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43792|issue:45901", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:43596|issue:45800", + "issue:45362|issue:45464", + "issue:43541|issue:46869", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:45464|issue:45685", + "issue:36010|issue:39290", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:45507|issue:46869", + "issue:43404|issue:43866", + "issue:41093|issue:41762", + "issue:45399|issue:46661", + "issue:43572|issue:45070", + "issue:45800|issue:45823" + ], + "prepared_review_unit_hash": "67a402c937aec6787733c8fdfc2b3e98712c296f856d5977d08eb4eef53751db", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 42, + "serialized_chars": 40040, + "estimated_input_tokens": 10010, + "estimated_eval_tokens": 20276 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with two plausible duplicate subfamilies: a v5 AutoTokenizer token-ID regression and a DeepSpeed ZeRO-3 out-of-bounds load failure. The rest look like unrelated model-specific regressions or docs/version-compatibility reports.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45920 is the broadest and clearest report of the AutoTokenizer v5 regression across many model families; issue:45812 looks like the Granite-specific manifestation of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best representative issue here because it has the widest stated impact and the cleanest duplicate scope for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45800", + "right": "issue:46304", + "accept": false, + "reason": "Both are version-compatibility complaints, but they point to different breakages and different failure modes." + }, + { + "left": "issue:43866", + "right": "issue:46402", + "accept": false, + "reason": "Different models and different loading problems; no shared underlying bug is evident." + }, + { + "left": "issue:43296", + "right": "issue:46304", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and USE_DISTRIBUTED=0 support are unrelated failures." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": true, + "reason": "Same DeepSpeed ZeRO-3 loading/indexing failure pattern with the same out-of-bounds symptom; model names differ but the underlying bug appears shared." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Both are runtime/model-compatibility failures, but the Gemma3 config attribute error and Qwen3 device-map CUDA assert are not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:46304", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to the torch/distributed compatibility issue." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs issues, but they cover different documentation regressions and are not duplicates." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "Different task/model areas and different failure classes; not the same underlying issue." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Incorrect detokenization and outdated RAG examples are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger-kernel cross_entropy behavior and Qwen3-VL video StopIteration are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:46294", + "accept": false, + "reason": "Device mismatch in Gemma4 PLE and video-token/template mismatch in Qwen3.5 are different bugs." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral and Gemma4 device mismatch do not share the same code path." + }, + { + "left": "issue:43866", + "right": "issue:46772", + "accept": false, + "reason": "Corrupted checkpoint and ModelOpt compatibility are different failure types." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:46304", + "accept": false, + "reason": "Remote-code regressions and USE_DISTRIBUTED=0 support are different compatibility problems." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer v5 token-ID regression; 45920 is the broader multi-model report and 45812 is a narrower Granite-specific instance." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different model families and different loading failures." + }, + { + "left": "issue:43872", + "right": "issue:46304", + "accept": false, + "reason": "bitsandbytes constructor incompatibility is unrelated to the torch/distributed breakage." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "NVFP4 runtime failure and RAG docs issues are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window, but they are different model/config failures with different symptoms." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Similar index-related errors, but the mask-shape mismatch and zero-sized index error are not clearly the same bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Whisper runtime failure and table-question-answering crash are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model-specific loading problems with no shared code-path evidence." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version incompatibility and a pydantic PretrainedConfig regression are separate issues." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Incorrect detokenization and table QA crashes are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper loading failure and pydantic model breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Both are version-sensitive regressions, but they affect different subsystems and failure modes." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Different Qwen3.5 failures in different API paths; not the same bug." + }, + { + "left": "issue:43541", + "right": "issue:46869", + "accept": false, + "reason": "Grouped_mm tracing error and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "NVFP4 model runtime failure and table QA crash are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window config and Gemma4 device-mapping mismatch are different model bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Streaming chat API failure and MPS histogram kernel limitation are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Import path breakage for GenerationMixin is unrelated to the Gemma3 sliding-window config error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different hardware/backend failures and different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Torch dynamo grouped_mm tracing failure and autocast dtype mismatch are different MoE issues." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor failure and template-node compilation error are unrelated." + }, + { + "left": "issue:45507", + "right": "issue:46869", + "accept": false, + "reason": "Different model implementations and different failure modes." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Weight-tying bug in Mistral3 and corrupted Ovis2 checkpoint are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index-style errors, but the mask length mismatch and the ZeRO-3 zero-sized index failure do not look like the same bug." + }, + { + "left": "issue:45399", + "right": "issue:46661", + "accept": false, + "reason": "Fallback selection for flash-attn2 and remote-code model_class config_class errors are different issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "StableLm pad_token_idx regression and pydantic PretrainedConfig breakage are separate config issues." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Torch/transformers version incompatibility and Gemma4 device mismatch are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the two accepted duplicate subfamilies are well supported by the issue titles (`AutoTokenizer` v5 regression and the ZeRO-3 out-of-bounds load failure), and the rest are described conservatively as heterogeneous. I didn\u2019t see any overstatement that would require rejection." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 3, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:39186", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43873", + "issue:43994", + "issue:44291", + "issue:44360", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44805", + "issue:44863", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45161", + "issue:45183", + "issue:45399", + "issue:45464", + "issue:45632", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45902", + "issue:46165", + "issue:46294", + "issue:46463", + "issue:46468", + "issue:46489", + "issue:46491", + "issue:46640", + "issue:46661", + "issue:46869" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:44387|issue:45005", + "issue:44805|issue:44918", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:43366|issue:45464", + "issue:44291|issue:45070", + "issue:43531|issue:45070", + "issue:41093|issue:43596", + "issue:45020|issue:45800", + "issue:43716|issue:46294", + "issue:43054|issue:43994", + "issue:44479|issue:46294", + "issue:46468|issue:46869", + "issue:45759|issue:45902", + "issue:43596|issue:46165", + "issue:46640|issue:46661", + "issue:43716|issue:44918", + "issue:39186|issue:44918", + "issue:40990|issue:44960", + "issue:43645|issue:45399", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:42915|issue:45399", + "issue:43873|issue:45005", + "issue:44530|issue:45005", + "issue:44360|issue:44512", + "issue:44492|issue:44512", + "issue:44863|issue:45005", + "issue:45183|issue:46463", + "issue:46489|issue:46491" + ], + "prepared_review_unit_hash": "0bc764704107f9b736da82efa8bdcaa3c036ee50c96d4029282f04bad564ca24", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36886, + "estimated_input_tokens": 9222, + "estimated_eval_tokens": 18700 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a mix of unrelated issue topics that only look similar by wording. I\u2019d accept only a few true duplicate pairs: the remote-code cache/path collision, the siglip2 regression reports, and the decoder-input validation error-message reports.", + "confidence": 0.72, + "canonical_issue_reason": "issue:45698 is the best canonical issue because it is the broadest and most actionable report in the remote-code/custom-module loading area, with ongoing discussion and inbound references; issue:45632 looks like a narrower manifestation of the same underlying path-collision bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 best represents the cluster\u2019s most general duplicate-worthy bug: from_pretrained loading the wrong custom module after save_pretrained under trust_remote_code.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different problems: PaddleOCR-VL load failure in vLLM vs adding GGUF support for gpt-oss." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both mention model behavior in v5, but one is int4/OOM and the other is tied-weights handling on translation models; not the same bug." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Both are index/shape errors, but one is a mask-length mismatch and the other is TRL unpacking embeddings for Qwen3.5; no clear shared code path." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Mixtral grouped_mm tracing failure and GPT-OSS tensor-parallel/MoE support are different execution paths and symptoms." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Phi-tiny-MoE autocast dtype mismatch is unrelated to Qwen3.5 streaming chat/completions failure." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "gpt-oss GGUF support and Qwen3.5-0.8B streaming inference are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized and pydantic PretrainedConfig breakage are separate v5 regressions." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the pydantic config-field regression." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexError reports, but the mask-shape mismatch and Zero3/BertModel empty-shard access are different failures." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote-code breakage across recent transformers versions is broader than the specific torch 2.4.1/transformers 5.8.0 incompatibility." + }, + { + "left": "issue:43716", + "right": "issue:46294", + "accept": false, + "reason": "Different multimodal bugs: Mistral-3 image preprocessor dtype mismatch vs Qwen3.5-9B video-token/template mismatch." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying Siglip2 regression: both report bad/nonsensical outputs for google/siglip2-base-patch16-224, just via different entry points/symptoms." + }, + { + "left": "issue:44479", + "right": "issue:46294", + "accept": false, + "reason": "Qwen3.5 video-input regression and Qwen3.5-9B chat-template video mismatch are related in model family, but the reported failure modes differ enough to keep separate." + }, + { + "left": "issue:46468", + "right": "issue:46869", + "accept": false, + "reason": "Nemotron example breakage and YOLO multi-GPU device-map failure are unrelated." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding memory are separate model-init bugs." + }, + { + "left": "issue:43596", + "right": "issue:46165", + "accept": false, + "reason": "Zero3/BertModel empty-index failure and resume-training with local trust_remote_code are different code paths." + }, + { + "left": "issue:46640", + "right": "issue:46661", + "accept": false, + "reason": "Flash Attention 2 issue and remote-code model_class/config_class AttributeError are not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Different subsystems: Mistral-3 image preprocessing vs Qwen3.5 embedding unpacking in TRL SFT." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error is unrelated to the Qwen3.5 TRL embedding unpacking failure." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are different model/regression reports." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Jupyter custom-model initialization breakage and flash-attn2 fallback gating are separate regressions." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Same underlying remote-code cache/path collision: the wrong custom module is being loaded because the saved/cached path identity is ambiguous." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both touch tied weights, but Mistral3 image-text lm_head tying and translation-model tied-weights handling are not clearly the same defect." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3Moe FP8 load failure and flash-attn2 fallback checks are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading/OOM and tied-weights translation-model behavior are different issues." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weights issues." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion and docs mentioning a removed run command are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A cache-strategy typo is unrelated to the v5 docs command removal." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are different bugs." + }, + { + "left": "issue:45183", + "right": "issue:46463", + "accept": true, + "reason": "Both are about incorrect input validation/error messaging for input_ids vs inputs_embeds on decoder/T5-family models, likely the same validation helper path." + }, + { + "left": "issue:46489", + "right": "issue:46491", + "accept": false, + "reason": "Different tokenizer regressions on different models: DeepSeek-Coder v1 output changes vs CodeLlama leading-space round-trip loss." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: the canonical issue choice is well supported by the higher activity/inbound refs on issue:45698, and the accepted soft-edge pairs are conservative and plausibly describe the same underlying bug families. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 4, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:28530", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43782", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45399", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45701", + "issue:45859", + "issue:45902", + "issue:45920", + "issue:45987", + "issue:46489", + "issue:46858", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:36331|issue:41762", + "issue:43872|issue:44589", + "issue:46899|issue:46932", + "issue:43828|issue:44928", + "issue:45920|issue:46489", + "issue:45987|issue:46858", + "issue:43054|issue:45701", + "issue:38175|issue:43054", + "issue:43950|issue:45902", + "issue:41553|issue:43883", + "issue:43054|issue:43493", + "issue:44910|issue:45859", + "issue:42947|issue:44387", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:24643|issue:28530", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:43643|issue:45020", + "issue:44991|issue:45399", + "issue:43824|issue:43872", + "issue:43782|issue:44960", + "issue:43881|issue:43883" + ], + "prepared_review_unit_hash": "1f20b86bb4438ed83852e685499dd300bcb7a3cb2e40fdf5b1c7c94d0c8663e2", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37091, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers regression reports, with a small duplicate cluster around the v5 non-persistent buffer corruption bug plus a few separate duplicate pairs for tokenizer output, cache length, and Gemma4 quantized embedder dtype casting. I corrected the over-rejected 43644/43950 soft edge: that pair is not a duplicate.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43950 is the clearest central report for the non-persistent-buffer regression: it states the underlying v5 corruption bug broadly, and the nearby reports 44534 and 45902 describe the same failure in more specific forms.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best representative because it is the broadest and most concrete statement of the shared regression, and it has the strongest duplicate linkage within the buffer-corruption subcluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and failures: Qwen3.5 SFT embedding unpacking vs GraniteMoEHybrid invalid method call." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Both are model/loading bugs, but they point to different code paths and symptoms; no shared underlying defect is clear." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 non-persistent-buffer corruption regression; 44534 is a title-level rephrasing of the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "Both mention SigLIP2, but one is docs/example mismatch plus quantization failure and the other is an embedding quality complaint." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": false, + "reason": "issue:43644 is about trust_remote_code missing fields in AutoConfig, while issue:43950 is about non-persistent buffers being corrupted; different defects." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Different issues: custom compute_loss signature change vs Gemma3 DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different incompatibilities: bitsandbytes init kwarg vs missing Float8 storage object." + }, + { + "left": "issue:46899", + "right": "issue:46932", + "accept": true, + "reason": "Same Gemma4 quantized vision/audio embedder dtype-casting bug; 46932 is a follow-up/duplicate report." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Both involve dtype/precision, but the concrete failure modes and models differ substantially." + }, + { + "left": "issue:45920", + "right": "issue:46489", + "accept": true, + "reason": "Same tokenizer-output regression in v5+, with 46489 describing a specific model manifestation of the broader issue." + }, + { + "left": "issue:45987", + "right": "issue:46858", + "accept": true, + "reason": "Same cache length contract bug: get_seq_length returns a tensor/device value instead of an int, breaking downstream arithmetic." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "One is a SigLIP2 embedding quality issue; the other is a tokenizer-version change report for different models." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2 results, but zero probabilities and worse text embeddings are not the same concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": true, + "reason": "Same non-persistent-buffer regression; 45902 is a specific uninitialized-memory manifestation after meta -> to_empty(cuda)." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different models and failure modes; no same underlying bug is apparent." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but the reported defects are not concrete duplicates from the titles alone." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Different subsystems: Flash Attention packed-sequence crash vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different training inefficiencies: LoRA gradient checkpointing behavior vs int4 quantization reserved-memory/OOM regression." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Gemma4 FSDP2 shared_kv_state KeyError is unrelated to the non-persistent buffer materialization bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and failure modes; no same underlying bug is apparent." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Noise on loading vs a specific model-loading failure; not the same bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Again, loading noise is not the same as the specific model-loading failure reported here." + }, + { + "left": "issue:24643", + "right": "issue:28530", + "accept": false, + "reason": "Training/runtime shape error vs early-stopping metric lookup; unrelated." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different performance problems in different training setups; no duplicate evidence." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different model/configuration failures: DeepSpeed ZeRO-3 loading vs FineGrainedFP8Config failure." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve remote_code, but one is missing fields in AutoConfig and the other is a broader model-loading regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure vs flash-attn fallback gating; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import/export failure for a model class vs bitsandbytes parameter constructor incompatibility." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs GLM5 issue; no shared bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different failures on different models: glm-4v-9b load failure vs missing all_tied_weights_keys attribute." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: one soft-edge verdict is not grounded/conservative. The pair issue:43644 vs issue:43950 is a strong match on the packet titles alone (\u2018fills non-persistent buffers with junk\u2019 vs \u2018silently corrupts non-persistent buffers\u2019), but the analyst rejected it and even cited the wrong issue (\u201ctrust_remote_code field loss,\u201d which is issue:43643). That indicates a precision error in the verdict set, so the response should not be accepted." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 5, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43404", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45488", + "issue:45588", + "issue:45685", + "issue:45715", + "issue:45759", + "issue:45823", + "issue:45923", + "issue:46315", + "issue:46489", + "issue:46661", + "issue:46869", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:45685|issue:45823", + "issue:45081|issue:45399", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:42491|issue:44368", + "issue:43828|issue:45823", + "issue:45020|issue:45356", + "issue:45715|issue:46315", + "issue:45488|issue:46489", + "issue:43827|issue:44509", + "issue:43872|issue:46869", + "issue:46894|issue:46897", + "issue:45759|issue:46661", + "issue:43404|issue:43950", + "issue:43872|issue:44291", + "issue:45020|issue:46661", + "issue:43792|issue:44220", + "issue:43257|issue:45305", + "issue:41553|issue:44991", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:43854|issue:44863", + "issue:43940|issue:45313", + "issue:41553|issue:44488", + "issue:44928|issue:45588", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:44530|issue:44863" + ], + "prepared_review_unit_hash": "55af474a001c872118e86129c63e6e37e13044c3ad2b460b994422369c5e107d", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 37092, + "estimated_input_tokens": 9273, + "estimated_eval_tokens": 18802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly heterogeneous transformer bug reports, not one tight duplicate cluster. Only a few soft pairs look like true duplicates or the same underlying regression.", + "confidence": 0.76, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report in the set: recent transformers versions breaking remote_code models. It is the best general triage anchor among these mostly loader/tokenizer regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most general and reusable representative issue here, with the widest scope across model-loading regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "Different problems: an MPS histogram/int dtype error in MoE vs a device-map forward mismatch in Gemma4 PLE." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Both are tokenizer/attention-related, but the crash on Mistral regex patching and the flash-attn fallback blockage are different code paths." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "Remote_code loading regressions are broad, but this specific Gemma4 device mismatch is a distinct failure mode." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "`add-new-model-like` with `TOKENIZER_MAPPING_NAMES` is a model-registration bug, not the same as general remote_code loading breakage." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both involve Qwen/LoRA/tied embeddings, but one is cross-version incompatibility and the other is a warning/config issue during fine-tuning." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "Autocast dtype mismatch in Phi MoE and Gemma4 device-map mismatch are unrelated runtime errors." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "General remote_code breakage and Kimi-K2.5 tokenizer codec regression are different bugs." + }, + { + "left": "issue:45715", + "right": "issue:46315", + "accept": false, + "reason": "Same tokenizer API area, but `convert_ids_to_tokens` and `convert_tokens_to_ids` slowdowns are separate performance regressions." + }, + { + "left": "issue:45488", + "right": "issue:46489", + "accept": false, + "reason": "Both concern DeepSeek tokenization, but they describe different regressions and do not clearly share one concrete failing code path." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs cleanup: both report stale pipeline-task references after v5 pipeline removals." + }, + { + "left": "issue:43872", + "right": "issue:46869", + "accept": false, + "reason": "bitsandbytes `_is_hf_initialized` incompatibility and YOLO multi-GPU device-map auto failure are unrelated." + }, + { + "left": "issue:46894", + "right": "issue:46897", + "accept": true, + "reason": "Near-identical training-loss double-shift bug reports; only the affected model family differs." + }, + { + "left": "issue:45759", + "right": "issue:46661", + "accept": false, + "reason": "Composite Qwen config unwrapping and remote-code `config_class` AttributeError are different `AutoModel` failures." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a tied lm_head issue in Mistral3; the other is a from_pretrained buffer-loading regression." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same underlying `_is_hf_initialized` TypeError during model initialization/loading, with different surface contexts." + }, + { + "left": "issue:45020", + "right": "issue:46661", + "accept": false, + "reason": "`config_class` missing on remote-code models is a specific loader failure, not enough evidence to merge with the broader remote_code regression." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper loading failure and `_torch_extract_fbank_features()` are related to audio, but not clearly the same bug." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed, but weight-loading failure and gradient averaging with GAS are different issues." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/loading problems for different models; one is a bad error message, the other is a loading failure." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected `num_items_in_batch` in `compute_loss` and a mask/tensor shape mismatch are unrelated training errors." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective in PEFT LoRA and missing `supports_gradient_checkpointing` on a trust_remote_code variant are not the same bug." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but for different model families and different root causes." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Both report Qwen3-family DeepSpeed ZeRO-3 weight-loading failures with the same missing-weights symptom." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Bad AutoTokenizer error messaging for Voxtral and inability to load cjvt/sleng-bert are different tokenizer issues." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Gradient NaNs in RLHF and a flash_attention `s_aux=None` crash are distinct runtime problems." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "The two mask-shape IndexErrors are similar in wording but not clearly the same underlying bug without more evidence." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": true, + "reason": "Both point to the same Qwen3/Qwen3.5 video-input regression in v5.3.0; `StopIteration` looks like one manifestation of the broader bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training `weight must be 2-D` and void segmentation-map processing are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache `linear_attention` group-type crash and NemotronH checkpoint loading are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the accepted soft pairs look plausibly mergeable into single bugfix PRs without overstating certainty. The rejected pairs are also phrased conservatively." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 6, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "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:43716", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:45030", + "issue:45325", + "issue:45584", + "issue:45663", + "issue:45672", + "issue:45685", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45902", + "issue:46402", + "issue:46489", + "issue:46515", + "issue:46858", + "issue:46899" + ], + "soft_pairs": [ + "issue:44863|issue:46402", + "issue:43366|issue:43828", + "issue:43596|issue:46515", + "issue:45325|issue:45902", + "issue:43366|issue:43531", + "issue:43638|issue:46515", + "issue:45663|issue:45823", + "issue:44155|issue:45584", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:43950|issue:45834", + "issue:42915|issue:43957", + "issue:43716|issue:44560", + "issue:44910|issue:46858", + "issue:43645|issue:43646", + "issue:44560|issue:45685", + "issue:43550|issue:44910", + "issue:42617|issue:43366", + "issue:44683|issue:46515", + "issue:44560|issue:44918", + "issue:36010|issue:42915", + "issue:45812|issue:46489", + "issue:45823|issue:46515", + "issue:44661|issue:45823", + "issue:44560|issue:44805", + "issue:38175|issue:43994", + "issue:45672|issue:46899", + "issue:44877|issue:45030", + "issue:43632|issue:45834", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:42491|issue:43720", + "issue:43317|issue:44756", + "issue:38175|issue:39692" + ], + "prepared_review_unit_hash": "47252df6e28e31ec3b716433e5b53f54b1d385e5b81f1fdd326ac09614ae0b86", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38366, + "estimated_input_tokens": 9592, + "estimated_eval_tokens": 19440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly distinct bug reports with a few true duplicates: the custom-model init regression, a BertModel/ZeRO3 IndexError, and the Gemma4 4-bit multimodal dtype-cast bug. Most other high-similarity pairs are only loosely related by model family or subsystem.", + "confidence": 0.78, + "canonical_issue_reason": "43646 is the broadest, clearest statement of the custom-model initialization regression; 43645 is just the Jupyter-specific manifestation.", + "canonical_pr_reason": null, + "best_issue_reason": "43646 is the strongest standalone issue report here: concise, general, and clearly scoped to a single v5 regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44863", + "right": "issue:46402", + "accept": false, + "reason": "Different models and failure modes: NemotronH checkpoint loading vs Sam3Model text-encoder weights not loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Unrelated bugs: GGUF gpt-oss support vs Phi-tiny-MoE dtype mismatch under autocast." + }, + { + "left": "issue:43596", + "right": "issue:46515", + "accept": false, + "reason": "Different root cause; one is a ZeRO3/BertModel IndexError, the other is a generic torch 2.4.1 incompatibility report." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Different model families and code paths: Qwen2.5-VL rope indexing vs Qwen3_5Moe rotary embedding materialization." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Same broad family (Qwen3-MoE) but different changes: GGUF gpt-oss support vs sliding_window behavior." + }, + { + "left": "issue:43638", + "right": "issue:46515", + "accept": false, + "reason": "The Bert/ZeRO3 IndexError is specific; the torch 2.4.1 issue is broader and not the same concrete bug." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Both Gemma4-related, but one is an FSDP2 shared_kv_states bug and the other is a device_map forward mismatch." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different models and symptoms: AudioFlamingo3 track leakage vs Whisper empty-transcription handling." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No shared underlying bug; gpt-oss GGUF support is unrelated to the Float8 storage error." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a specific class vs a meta-device loading regression; not the same code path." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Non-persistent buffer corruption and Kosmos2.5 long-input index errors are different bugs." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Qwen3-MoE FP8 loading failure is not the same as the generic meta-device loading regression." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Different model families and failures: Mistral-3 image dtype mismatch vs Qwen3-vl embedding StopIteration." + }, + { + "left": "issue:44910", + "right": "issue:46858", + "accept": false, + "reason": "Both involve attention/cache mechanics, but the concrete failures are different: packed 3D position_ids vs non-CUDA static-cache slice arithmetic." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Same custom-model initialization regression; 43645 is the notebook-specific case of 43646's broader bug." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated issues: Qwen3-vl video StopIteration vs an MPS histogram implementation gap for int tensors." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and code paths: Bamba torch.compile+SDPA vs Qwen3.5 Flash Attention position_ids misinterpretation." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Not the same bug; a 3d_parallel.py runtime issue is unrelated to GGUF gpt-oss support." + }, + { + "left": "issue:44683", + "right": "issue:46515", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is a specific attention/compiler regression, not a general torch 2.4.1 incompatibility." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both Qwen3.5-related but different failures: video StopIteration vs trl SFT embedding unpacking." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Importing GenerationMixin and Qwen3-MoE FP8 failure are unrelated issues." + }, + { + "left": "issue:45812", + "right": "issue:46489", + "accept": false, + "reason": "Both tokenizer-related, but Granite token-ID corruption and DeepSeek-Coder tokenizer output mismatch are different bugs." + }, + { + "left": "issue:45823", + "right": "issue:46515", + "accept": false, + "reason": "Gemma4 device-map forward mismatch is not the same as a generic torch version incompatibility." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Different areas: tokenizer-mapping model registration vs Gemma4 PLE device mismatch." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failure modes and likely different model stacks; video StopIteration is not the same as a mask-shape IndexError." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the reports are too broad/ambiguous to be confident they are the same concrete bug." + }, + { + "left": "issue:45672", + "right": "issue:46899", + "accept": true, + "reason": "Same Gemma4 4-bit multimodal dtype-cast problem; 45672 is the audio-specific manifestation of 46899's broader bug." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Different config-validation failures on different models; not the same underlying issue." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "ZeRO3 BertModel IndexError and add-new-model-like/tokenizer-mapping behavior are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different bugs: BertModel ZeRO3 IndexError vs model-registration logic in add-new-model-like." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping registration failure and mask-shape IndexError are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "LoRA/Qwen3 MoE compatibility on hf5.x is not the same as BitNet packed-weight loading under accelerate." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Device-map/offload loading failure and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related SigLIP2 model area, but one is bad output probabilities and the other is docs-example/model-processor/quantization errors." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Overall grounded and conservative. The accepted duplicate pairs are well supported by the titles, and most rejected pairs are safely distinct at the level of evidence in the packet. The summary is also broadly consistent with the issue set." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 7, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:43257", + "issue:43425", + "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:44863", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45276", + "issue:45292", + "issue:45313", + "issue:45335", + "issue:45357", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45507", + "issue:45588", + "issue:45812", + "issue:46050", + "issue:46459", + "issue:46468", + "issue:46512", + "issue:46846", + "issue:46897", + "issue:46901" + ], + "soft_pairs": [ + "issue:43644|issue:44534", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:42915|issue:44756", + "issue:44451|issue:44488", + "issue:44960|issue:44977", + "issue:44863|issue:46846", + "issue:46459|issue:46512", + "issue:45313|issue:45357", + "issue:45507|issue:46468", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:42491|issue:45292", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:43708|issue:44075", + "issue:43856|issue:44387", + "issue:43854|issue:43931", + "issue:42491|issue:45335", + "issue:44960|issue:46050", + "issue:46897|issue:46901", + "issue:45488|issue:45812", + "issue:45276|issue:45335", + "issue:45362|issue:45406", + "issue:44164|issue:44291", + "issue:44910|issue:45588", + "issue:44402|issue:44488", + "issue:43425|issue:43957", + "issue:39692|issue:44960", + "issue:41720|issue:44155" + ], + "prepared_review_unit_hash": "a0179525bdca418c4c057d3987fe8a3d05863697fb53bfef388bd2032ea05d03", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "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": "Mostly heterogeneous cluster with one well-supported duplicate pair: the Transformers v5 non-persistent-buffer junk regression reported first in 43644 and again in 44534. The remaining soft pairs look like different bugs, models, or code paths.", + "confidence": 0.9, + "canonical_issue_reason": "43644 is the cleanest canonical issue because it is the earlier report of the same Transformers v5 non-persistent-buffer junk regression later repeated in 44534.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the best representative issue since it is the earlier report of the same v5 non-persistent-buffer junk regression seen again in 44534.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer junk regression; 44534 reads like a later duplicate report of 43644." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 failures: auto device mapping cudaErrorAssert vs Qwen3Moe FineGrainedFP8Config." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Both mention Qwen/embedding-related problems, but the underlying bugs are different: LoRA hf4.x/hf5.x compatibility vs resize_token_embeddings behavior." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and mmap OOM on Strix Halo are unrelated problems." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they refer to different checkpoints and no shared concrete cause is evident." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM5 versus Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44863", + "right": "issue:46846", + "accept": false, + "reason": "NemotronH checkpoint loading and Qwen3.5 TP-plan omissions are separate code paths." + }, + { + "left": "issue:46459", + "right": "issue:46512", + "accept": false, + "reason": "Both involve dtype, but one is ignored during composite checkpoint loading while the other leaves config.dtype stale during from_config." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 save/load regressions, but one is ZeRO-3 weight loading and the other is incorrect visual-encoder key saving." + }, + { + "left": "issue:45507", + "right": "issue:46468", + "accept": false, + "reason": "GraniteMoEHybrid invalid method calls and the Nemotron example breakage are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer/loading issues for different models; no concrete same bug is shown." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "One is a buffer-initialization regression; the other is a Jupyter custom-model initialization issue." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "Different resize/compatibility issues: LoRA hf4.x/hf5.x versus output_embeddings not updating." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a docs example mismatch/quantization failure and the other is a nonsensical AutoModel/pipeline output bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE offloading/deepspeed training and GLM-4.7 model loading are different issues." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Training memory inefficiency and offloading-with-quantization behavior are distinct." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer max_steps resume logic and SGD optimizer args not being used are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency is not the same as the general int4 CUDA reserved-memory regression." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading problems: unit-test load failure versus Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:42491", + "right": "issue:45335", + "accept": false, + "reason": "LoRA model incompatibility and t5gemma resize_token_embeddings not updating decoder embeddings are separate bugs." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 and sinq quantization save/load failures do not look like the same underlying bug." + }, + { + "left": "issue:46897", + "right": "issue:46901", + "accept": false, + "reason": "Both are training-loss double-shift reports, but they target different model implementations and no shared concrete code path is evident." + }, + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families and likely different fixes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings complaints, but they affect different model classes and embedding targets." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Qwen3.5 chat crash and Gemma4Processor _tokenizer AttributeError are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate loading bugs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but one is a packed-sequence misinterpretation causing illegal memory access and the other is an AttributeError on s_aux=None." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Token vocab mismatch and a model-loading failure for a different checkpoint are not clearly the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device model loading breakage are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 docs/model issues and GLM5 are unrelated model families and bugs." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping assert and AudioFlamingo3 batched inference token/embedding leakage are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate call on issue:43644 \u2194 issue:44534 is well supported by the titles and chronology, and the overall cluster summary is conservative. However, the best_issue_reason overstates the packet evidence by calling 43644 \"specific\" and \"reproducible\"; those properties are not grounded in the provided packet. Please keep the justification limited to observable evidence (same v5 non-persistent-buffer junk regression, earlier report)." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 8, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:42796", + "issue:42947", + "issue:43335", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43828", + "issue:43854", + "issue:43873", + "issue:43957", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44589", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45859", + "issue:46326", + "issue:46468", + "issue:46829", + "issue:46894", + "issue:46901" + ], + "soft_pairs": [ + "issue:45663|issue:45759", + "issue:43404|issue:43454", + "issue:44291|issue:44756", + "issue:44079|issue:46829", + "issue:42947|issue:45704", + "issue:43873|issue:44387", + "issue:44292|issue:44912", + "issue:36010|issue:39404", + "issue:45663|issue:45859", + "issue:44387|issue:44756", + "issue:42947|issue:43381", + "issue:44155|issue:45823", + "issue:43957|issue:44756", + "issue:43335|issue:45663", + "issue:45276|issue:45292", + "issue:44863|issue:46468", + "issue:44479|issue:44877", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:45684|issue:45698", + "issue:45588|issue:45663", + "issue:42796|issue:46326", + "issue:43854|issue:45216", + "issue:45292|issue:45335", + "issue:46894|issue:46901", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43646|issue:43708", + "issue:43645|issue:44164", + "issue:44589|issue:44756", + "issue:43425|issue:43828" + ], + "prepared_review_unit_hash": "d2c135535814c48156749523cf1db9333bd9690f6aa7b795e6f33cb1a9119c46", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37129, + "estimated_input_tokens": 9283, + "estimated_eval_tokens": 18822 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but it contains one clear duplicate chain around `resize_token_embeddings`/output embedding updates and one plausible duplicate pair around `lm_head` weight tying in multimodal generation models.", + "confidence": 0.74, + "canonical_issue_reason": "`issue:45292` is the broadest, most central formulation of the `resize_token_embeddings` bug and cleanly covers the more specific model reports.", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:45292` is the best cluster anchor because it states the underlying bug generically, while `issue:45276` and `issue:45335` read as model-specific manifestations.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Related Transformer model/config issues, but they describe different failures (`shared_kv_states` rebuild vs `text_config` unwrapping) and do not look like the same bug." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": true, + "reason": "Both report the same underlying `lm_head` weight-tying failure in multimodal generative models, causing bad/garbage generation." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "Different failure modes: unexpected `_is_hf_initialized` argument vs mmap/OOM behavior on Strix Halo." + }, + { + "left": "issue:44079", + "right": "issue:46829", + "accept": false, + "reason": "Both involve output structures, but one is `ModelOutput` key assignment and the other is a video classifier returning the wrong tensor field." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Unrelated bugs: gradient checkpointing with PEFT LoRA vs an apex RMSNorm memory leak in T5." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization/memory, but one is offloading not working and the other is increased reserved memory under int4; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/loading bugs for different models and formats; too broad to be duplicates." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for `GenerationMixin` is unrelated to Whisper pipeline `return_language` regression." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model-specific problems: FSDP2 shared-kv handling vs CPU-offload incompatibility in rotary embedding." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "One is int4 quantization OOM, the other is disabling mmap on Strix Halo; same memory theme but different root causes." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about PEFT LoRA ineffectiveness and the other about eval-mode usage." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "Different model families and different bugs: batched inference embedding leak vs device mismatch in Gemma4 PLE." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device model loading issue is unrelated to Strix Halo mmap OOM." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "`SwitchTransformersConfig` sparse-layer creation and Gemma4 FSDP2 attention state are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "Same `resize_token_embeddings`/output-embedding bug; `45276` is a model-specific instance of the broader `45292` report." + }, + { + "left": "issue:44863", + "right": "issue:46468", + "accept": false, + "reason": "Both are Nemotron-related, but one is a checkpoint-loading failure and the other is a broken official example; not the same concrete bug." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different areas: video-input regression in Qwen VL models vs strict config loading for `granite_speech`." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Gradient-checkpointing eval-mode restriction is unrelated to RLHF NaN/SDPA fallback behavior." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Save/load `extra_state` handling and mmap OOM are distinct problems." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom models and serialization, but one is permissions propagation and the other is loading the wrong custom module." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention `s_aux=None` crash is a different code path from Gemma4 FSDP2 `shared_kv_states` rebuilding." + }, + { + "left": "issue:42796", + "right": "issue:46326", + "accept": false, + "reason": "Both involve tokenizer behavior, but BPE-marker handling and `continue_final_message` are separate issues." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model-load test failure for GLM-4.7 is unrelated to Qwen3.5 checkpoint-save regression." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying `resize_token_embeddings` bug; one report is generic output embeddings, the other is the decoder.embed_tokens manifestation." + }, + { + "left": "issue:46894", + "right": "issue:46901", + "accept": false, + "reason": "Both mention a label-shift problem, but they are model-specific training-loss bugs without enough evidence of a single shared code path." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Dtype mismatch under autocast and meta-device loading failures are different problems." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Different tokenizer/vocab issues for different models; not the same underlying defect." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization breakage in notebooks and `resume_from_checkpoint` max-steps miscalculation are unrelated." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Transformers 5.0 custom model initialization in Jupyter is distinct from save/from_pretrained `extra_state` handling." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage-type lookup error and Strix Halo mmap/OOM are separate runtime issues." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch 2.10 compatibility and autocast dtype mismatch are different compatibility/runtime problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative. The two accepted soft edges are well-supported by the titles/body summaries: the `resize_token_embeddings` trio looks like one bug family, and the `lm_head` weight-tying issues read as a plausible shared defect. The rejected pairs generally have distinct failure modes and the analyst does not overstate those links." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 9, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:43299", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45479", + "issue:45701", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:46050", + "issue:46315", + "issue:46326", + "issue:46491", + "issue:46665", + "issue:46821", + "issue:46869", + "issue:46894", + "issue:46897", + "issue:46899" + ], + "soft_pairs": [ + "issue:46315|issue:46491", + "issue:45812|issue:46315", + "issue:39404|issue:45701", + "issue:44530|issue:45084", + "issue:43611|issue:43645", + "issue:39404|issue:46665", + "issue:44683|issue:45823", + "issue:43425|issue:46869", + "issue:43425|issue:43716", + "issue:43425|issue:45823", + "issue:44589|issue:45084", + "issue:44479|issue:44805", + "issue:43906|issue:44530", + "issue:43901|issue:44509", + "issue:44671|issue:44991", + "issue:43994|issue:44079", + "issue:36032|issue:43452", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:46050|issue:46326", + "issue:44164|issue:45759", + "issue:43906|issue:46326", + "issue:44991|issue:45081", + "issue:43299|issue:43931", + "issue:45823|issue:46899", + "issue:45479|issue:46894", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:45479|issue:46897", + "issue:44164|issue:46821", + "issue:44488|issue:44987", + "issue:44488|issue:45081" + ], + "prepared_review_unit_hash": "1ff7389feaec490cf5574cddfecfc2a6045e8cde51a8ffd93f8158c90648a867", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes several separate Transformers v5 regressions (tokenizers, model loading, multimodal, docs/perf) rather than one duplicate bug. None of the soft-edge pairs look like the same underlying issue; 45812 is only the best anchor because it is the clearest broad tokenizer regression.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45812 is the most concrete and broadly impactful regression here (AutoTokenizer producing wrong IDs across Granite models); the other issues are narrower, model-specific, or unrelated, so there is no better duplicate anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best overall representative because it is user-facing, reproducible, and spans multiple models rather than a single niche failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46315", + "right": "issue:46491", + "accept": false, + "reason": "Performance regression in convert_tokens_to_ids vs encode/decode space-roundtrip behavior; different symptom and root cause." + }, + { + "left": "issue:45812", + "right": "issue:46315", + "accept": false, + "reason": "Wrong token IDs for Granite models is not the same bug as slow conversion for slow tokenizers with many added tokens." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper return_language pipeline regression and docs/tokenization version-change report are different failures." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compile error are unrelated code paths." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading failure and Jupyter custom-model initialization issue are distinct model-loading problems." + }, + { + "left": "issue:39404", + "right": "issue:46665", + "accept": false, + "reason": "Whisper pipeline regression is unrelated to from_pretrained behavior inside Python classes." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "torch>=2.9 flex_attention compilation failure is different from Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:43425", + "right": "issue:46869", + "accept": false, + "reason": "Torch version incompatibility and YOLO multi-GPU device_map issue are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General torch 2.10 incompatibility does not match the Mistral dtype mismatch report." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch compatibility issue and device_map auto mismatch affect different mechanisms." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Missing Float8 storage object and compile/template-node error are unrelated low-level failures." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models is not the same as a mask/tensor shape IndexError." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of issue 38071 and linear_attention cache crash are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they refer to different pipeline/task documentation problems." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and tokenizer load failure for EMBEDDIA/est-roberta are distinct." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 incorrect outputs and ModelOutput key assignment bug are separate code paths." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict and gguf_file from_pretrained breakage are unrelated loading errors." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are not the same as Perceiver interpolation/image-size failure." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper return_language regression and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:46050", + "right": "issue:46326", + "accept": false, + "reason": "Quantized save/from_pretrained breakage and continue_final_message with mistral_common are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load handling and text_config unwrapping for composite configs are distinct model-loading behaviors." + }, + { + "left": "issue:43906", + "right": "issue:46326", + "accept": false, + "reason": "The reproduction of issue 38071 does not match the mistral_common continue_final_message bug." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure and _patch_mistral_regex backend_tokenizer crash are different tokenizer issues." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but one is a MoE/version break and the other is a specific weight-shape mismatch." + }, + { + "left": "issue:45823", + "right": "issue:46899", + "accept": false, + "reason": "Gemma4 device_map auto forward mismatch and Gemma4 4-bit multimodal dtype-cast breakage are separate failures." + }, + { + "left": "issue:45479", + "right": "issue:46894", + "accept": false, + "reason": "Zero-loss classification bug and ASR double-shift training bug are different training losses." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE memory inefficiency and Strix Halo mmap OOM are unrelated performance/memory issues." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "DeepSpeed Zero3/BertModel IndexError and torch>=2.9 flex_attention compilation failure are unrelated." + }, + { + "left": "issue:45479", + "right": "issue:46897", + "accept": false, + "reason": "Single-label classification zero-loss and Florence2 double-shift training bug are different model-specific training issues." + }, + { + "left": "issue:44164", + "right": "issue:46821", + "accept": false, + "reason": "extra_state persistence bug and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Two loading failures, but for different models and likely different root causes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and Mistral regex patch crash are separate tokenizer/model-loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 10, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43746", + "issue:43883", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44462", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44683", + "issue:44737", + "issue:44811", + "issue:44987", + "issue:44991", + "issue:45084", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:46178", + "issue:46285", + "issue:46326", + "issue:46402", + "issue:46489" + ], + "soft_pairs": [ + "issue:44462|issue:46489", + "issue:43611|issue:43644", + "issue:42796|issue:43404", + "issue:36032|issue:42915", + "issue:46285|issue:46402", + "issue:43716|issue:45084", + "issue:32090|issue:39404", + "issue:44661|issue:44683", + "issue:44737|issue:45859", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:40990|issue:43421", + "issue:42915|issue:44530", + "issue:43541|issue:45084", + "issue:43644|issue:43646", + "issue:43582|issue:43632", + "issue:42175|issue:46178", + "issue:34567|issue:40444", + "issue:40444|issue:46326", + "issue:44206|issue:44220", + "issue:43883|issue:44488", + "issue:44811|issue:45584", + "issue:36032|issue:43645", + "issue:43452|issue:43482", + "issue:44987|issue:44991", + "issue:43317|issue:43482", + "issue:45084|issue:45507", + "issue:43262|issue:43377", + "issue:43746|issue:46326" + ], + "prepared_review_unit_hash": "67c0462a66a9d3576ef6e68af830834b8f6dddc4d046c220eeb413043df50a1c", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36422, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are clearly distinct issues from different code paths. I only accept the audio feature-extraction pair as likely the same underlying bug; the rest are too broad or target different failures. No PRs are present.", + "confidence": 0.8, + "canonical_issue_reason": "issue:44206 is the clearest representative of the accepted duplicate pair: it states the concrete regression and failure mode, while issue:44220 is the more generic function-level symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44206 is the strongest issue candidate overall because it is specific, actionable, and names the exact broken path and crash condition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but one is about ignoring tokenizer.json and the other is a specific DeepSeek-Coder v1 output regression; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are Transformers v5 regressions, but they describe different failures: model loading/base_model_prefix vs junk non-persistent buffers." + }, + { + "left": "issue:42796", + "right": "issue:43404", + "accept": false, + "reason": "Tokenizer BPE-marker handling and lm_head weight tying are unrelated bugs in different model components." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "A T5 tokenizer method-name conflict is unrelated to a Qwen3Moe FP8 configuration failure." + }, + { + "left": "issue:46285", + "right": "issue:46402", + "accept": false, + "reason": "Both involve model structure/loading, but CLIP text model inconsistency and Sam3 text-encoder weight loading are different defects." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral-3 image preprocessor dtype mismatch is not the same as a template-compilation error." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline regression are separate code paths and symptoms." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Model registration logic and compiled flex_attention on torch>=2.9 are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "Both are device/offload-related, but one is XLNet CPU tensor creation and the other is Qwen3.5-MoE rotary embedding CPU offload support." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and Qwen3.5 PagedAttentionCache linear_attention crash are different problems." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Two different model-loading regressions; nothing indicates the same underlying failure." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same as runtime post-processor updates in TokenizersBackend." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both mention Qwen models, but the FP8 config failure and the linear_attention cache crash are distinct issues." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm tracing failure and non-template-node compilation failure are different compiler/runtime bugs." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are Transformers v5 breakages, but one is about buffers and the other about custom model initialization." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46178", + "accept": false, + "reason": "Both concern backend availability, but pip extras omitting TensorFlow and a missing tensorflow_text BACKENDS_MAPPING entry are different issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failures are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:46326", + "accept": false, + "reason": "Multi-image fine-tuning failure and mistral_common continue_final_message behavior are different bugs." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same audio feature-extraction failure path; 44206 gives the concrete symptom and 44220 names the underlying helper function." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys in Molmo and failure to load a specific BERT model are unrelated." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens handling and empty-transcription generation after align_special_tokens are different failures." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer special-token attribute conflict is not the same as Jupyter custom-model initialization breakage." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both are GGUF-related, but one is a general gguf_file API break and the other is a specific Qwen2.5-GGUF loading regression; not clearly the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload dequantization loading and Qwen2.5-GGUF loading failures are different code paths." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "A template compilation error and an invalid method call in GraniteMoEHybrid are not the same issue." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask output mismatch are separate bugs." + }, + { + "left": "issue:43746", + "right": "issue:46326", + "accept": false, + "reason": "PEFT adapter loading from local checkpoints and mistral_common continue_final_message behavior are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44987", + "accept": false, + "reason": "Ignoring tokenizer.json and failing to load a specific model are different tokenizer-loading issues with no clear shared root cause." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The judgments are grounded in the packet and stay conservative overall. The only accepted soft pair, issue:44206/issue:44220, is a plausible same-bug audio feature-extraction cluster; the rest are reasonably treated as distinct failure modes. No PR pairs are present." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 11, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:34567", + "issue:36032", + "issue:41720", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44849", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45987", + "issue:46315", + "issue:46821", + "issue:46869", + "issue:46899" + ], + "soft_pairs": [ + "issue:45084|issue:46869", + "issue:43646|issue:44534", + "issue:43792|issue:46869", + "issue:43883|issue:44991", + "issue:44403|issue:45081", + "issue:43645|issue:44534", + "issue:44849|issue:45325", + "issue:43377|issue:43819", + "issue:43404|issue:44466", + "issue:44464|issue:45987", + "issue:44987|issue:45081", + "issue:43994|issue:44610", + "issue:44451|issue:45081", + "issue:42915|issue:44291", + "issue:28530|issue:34567", + "issue:44008|issue:46899", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:44265|issue:44610", + "issue:42915|issue:44589", + "issue:43089|issue:45987", + "issue:43322|issue:43540", + "issue:44479|issue:45325", + "issue:43632|issue:46821", + "issue:36032|issue:41720", + "issue:43531|issue:44877", + "issue:45216|issue:45357", + "issue:44991|issue:46315", + "issue:43425|issue:44403", + "issue:43296|issue:43531" + ], + "prepared_review_unit_hash": "eb13255cc4c0658f56b466cf5dccd2136c40c38f91ad817a8d72634286d492a7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36209, + "estimated_input_tokens": 9053, + "estimated_eval_tokens": 18362 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The packet is mostly a heterogeneous mix of unrelated regression reports. I would only accept the Qwen3.5 save_pretrained pair as a likely duplicate; the Qwen video/rope-index pair is too speculative from titles alone and should be kept separate.", + "confidence": 0.67, + "canonical_issue_reason": "issue:44479 is the broadest representative issue in the set: it is a user-facing Qwen VL regression report spanning multiple variants, making it the best overall issue anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the most representative issue overall because it has the broadest regression framing and the clearest cross-model impact among the issues in this packet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45084", + "right": "issue:46869", + "accept": false, + "reason": "Template compilation failure vs YOLO multi-GPU device-map failure are unrelated bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init breakage and non-persistent buffer serialization are different code paths." + }, + { + "left": "issue:43792", + "right": "issue:46869", + "accept": false, + "reason": "Whisper runtime failure and YOLO auto device-map failure are unrelated model bugs." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Tied-weights attribute error and tokenizer load failure are not the same defect." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Model-loading noise and tokenizer regex crash are different issues." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init breakage and junk buffer behavior are separate regressions." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen3.5 bug surface and different underlying symptom: hidden states vs rope-index scaling." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different multimodal/audio correctness bugs with unrelated failure modes." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Weight tying in a model class and save_pretrained serialization inconsistency are not the same bug." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation inconsistency and StaticCache return-type mismatch are distinct problems." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer load failure and Mistral regex patch crash are unrelated tokenizer bugs." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 inference corruption and OmDet processor size mismatch affect different subsystems." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT load failure and Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both touch compatibility, but FP8 config failure and init_empty_weights argument handling are different bugs." + }, + { + "left": "issue:28530", + "right": "issue:34567", + "accept": false, + "reason": "Early stopping metric selection and num_input_tokens_seen updating are unrelated Trainer issues." + }, + { + "left": "issue:44008", + "right": "issue:46899", + "accept": false, + "reason": "Gemma3n variable collision and Gemma4 quantization dtype cast are different multimodal bugs." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer method conflict and MobileLLM key error are unrelated loading errors." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer loading failure are distinct tokenizer defects." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export support issue and processor image-size mismatch are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Float8/quantization involvement is too broad; config failure and storage deserialization are not the same bug." + }, + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Generation performance overhead and cache length contract mismatch are different issues." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next load crash and Qwen3OmniMoe video ValueError are unrelated multimodal bugs." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Related Qwen area, but titles point to different concrete bugs: a broad video-input regression across several models versus a still-image temporal position_ids scaling issue in Qwen2.5-VL." + }, + { + "left": "issue:43632", + "right": "issue:46821", + "accept": false, + "reason": "Transformers v5 init-flag breakage and TimesFM window_size AttributeError are unrelated compatibility issues." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer conflict and YOLO auto device-map CUDA assert are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and granite_speech config strictness are different model/config problems." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained checkpoint-content regression; the later report is a more specific continuation." + }, + { + "left": "issue:44991", + "right": "issue:46315", + "accept": false, + "reason": "Tokenizer load failure and convert_tokens_to_ids performance regression are different defects." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility and loading noise are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding-window bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly conservative, but one soft-edge acceptance is too speculative for the packet: issue:44479 vs issue:45325 is not clearly the same bug from the titles alone. 44479 is a broader video-input regression across several Qwen models, while 45325 is a still-image temporal position_ids scaling issue in Qwen2.5-VL. They may be related, but the evidence here does not firmly support a duplicate verdict. The Qwen3.5 save_pretrained pair looks more grounded, but the overstatement on the first pair makes the overall output too aggressive for a precision review." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 12, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:43296", + "issue:43317", + "issue:43381", + "issue:43421", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43716", + "issue:43746", + "issue:43792", + "issue:43856", + "issue:44079", + "issue:44220", + "issue:44291", + "issue:44403", + "issue:44462", + "issue:44509", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44991", + "issue:45081", + "issue:45325", + "issue:45538", + "issue:45542", + "issue:45663", + "issue:45812", + "issue:45923", + "issue:46491", + "issue:46710", + "issue:46821", + "issue:46899", + "issue:46909" + ], + "soft_pairs": [ + "issue:44220|issue:44683", + "issue:43611|issue:44534", + "issue:40444|issue:45325", + "issue:43716|issue:46899", + "issue:45812|issue:46491", + "issue:44403|issue:44991", + "issue:43381|issue:45923", + "issue:43632|issue:44756", + "issue:42796|issue:43746", + "issue:43792|issue:44589", + "issue:33666|issue:40444", + "issue:40990|issue:44811", + "issue:44291|issue:44589", + "issue:42796|issue:46710", + "issue:43482|issue:43525", + "issue:35707|issue:40444", + "issue:44079|issue:45663", + "issue:43482|issue:45538", + "issue:41553|issue:43582", + "issue:43421|issue:44568", + "issue:43531|issue:44291", + "issue:43632|issue:44534", + "issue:42175|issue:45542", + "issue:41720|issue:45081", + "issue:44462|issue:45812", + "issue:43317|issue:43856", + "issue:44079|issue:44534", + "issue:44509|issue:46909", + "issue:43296|issue:46821" + ], + "prepared_review_unit_hash": "2add4e729103df5147c008fb44b4d8011d2c20e4bc1c2999e51b68ff86b98507", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35740, + "estimated_input_tokens": 8935, + "estimated_eval_tokens": 18126 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers issues; the proposed soft pairs share only broad topical similarity (often just \"tokenizer\", \"v5\", or a model family) and do not look like the same underlying bug. No soft edge should be merged.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45812 is the strongest representative: it is a concrete, silent, high-impact tokenizer regression with broad model-family impact and inbound references, making it more central than the narrower or more idiosyncratic reports here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the most actionable and broadly relevant issue in the set, with the clearest regression framing and the widest apparent blast radius.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Different failures in different subsystems: feature extraction vs compiled flex_attention on torch 2.9." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 regressions, but one is about loading models with base_model_prefix and the other about non-persistent buffers being filled incorrectly." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Same model family, but different bugs: iterable-dataset multi-image finetuning vs still-image rope/position id scaling." + }, + { + "left": "issue:43716", + "right": "issue:46899", + "accept": false, + "reason": "Both are multimodal dtype issues, but they involve different models and different code paths." + }, + { + "left": "issue:45812", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and different behaviors." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Different problems: noisy loading logs vs tokenizer loading failure for a specific model." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Related to gradient checkpointing, but one is eval-mode behavior and the other is a missing capability flag on a trust_remote_code model." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Completely different issues: an initialization flag regression vs mmap/OOM on Strix Halo." + }, + { + "left": "issue:42796", + "right": "issue:43746", + "accept": false, + "reason": "Tokenizer BPE-marker handling and PEFT checkpoint loading are unrelated bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Different failures: Whisper model runtime failure vs missing Float8 storage type." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both concern VL training, but one is multi-GPU training and the other is multi-image iterable-dataset finetuning." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Unrelated: perplexity regression on a language model vs Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Different v5-related errors in different code paths: init_empty_weights argument mismatch vs Float8 storage lookup." + }, + { + "left": "issue:42796", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer marker handling and an accuracy regression after upgrade are not the same underlying bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Both are model-loading issues, but they affect different models and distinct missing-attribute paths." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Different generation/training failures with no shared code-path evidence." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "One is ModelOutput key assignment, the other is a Gemma4 FSDP2 attention bug." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "One is GGUF model loading, the other is CLIPTokenizer max length configuration." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "No meaningful overlap: tokenizer error messaging vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve special tokens, but one is backend post-processor updates and the other is a model-specific BOS/EOS regression." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Different issues: Qwen3-MoE sliding window logic vs init_empty_weights argument handling." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Separate regressions: _is_hf_initialized flag handling vs non-persistent buffer initialization." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow packaging, but one is missing backend inclusion and the other is undefined backend behavior with tensorboard-only installs." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Different areas entirely: device-mapping CUDA assert vs Mistral tokenizer regex patch crash." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both are AutoTokenizer problems, but one is ignoring tokenizer.json and the other is wrong Granite token IDs; not enough evidence they are the same bug." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Distinct problems: device_map offload loading vs Qwen3 MoE training memory usage." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and buffer initialization regressions are unrelated." + }, + { + "left": "issue:44509", + "right": "issue:46909", + "accept": false, + "reason": "Both are documentation-related only at a very broad level; different docs and different concrete issues." + }, + { + "left": "issue:43296", + "right": "issue:46821", + "accept": false, + "reason": "Different model/loading failures with no shared underlying code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 13, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42796", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43493", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43818", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44829", + "issue:44877", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45701", + "issue:45823", + "issue:45834", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:43377|issue:45491", + "issue:43611|issue:43646", + "issue:43818|issue:46402", + "issue:44829|issue:45479", + "issue:42175|issue:43296", + "issue:43644|issue:44079", + "issue:43818|issue:45357", + "issue:44265|issue:45072", + "issue:43493|issue:43994", + "issue:40444|issue:45381", + "issue:45325|issue:45834", + "issue:45325|issue:45381", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:44291|issue:44877", + "issue:43701|issue:45325", + "issue:43873|issue:45701", + "issue:42796|issue:45381", + "issue:43606|issue:44265", + "issue:40990|issue:45584", + "issue:43262|issue:43746", + "issue:44479|issue:45823", + "issue:43828|issue:46821", + "issue:35707|issue:41720", + "issue:34634|issue:35707", + "issue:43881|issue:44488", + "issue:39692|issue:40444", + "issue:43454|issue:43550", + "issue:43606|issue:43819" + ], + "prepared_review_unit_hash": "0084545d1a6808bb9ebad1ad6ce92e752ff6ceba0fda657e6556b7fb20e02a82", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36579, + "estimated_input_tokens": 9145, + "estimated_eval_tokens": 18546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft edge looks like a true duplicate; the list is a collection of unrelated bugs/regressions across different models and APIs. No PRs are present.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue is a safe canonical anchor: the items span unrelated code paths, and the similar-looking pairs still differ in concrete failure mode or subsystem.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a global duplicate target; the set is too heterogeneous to collapse into one representative bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Different models and different failures: padding-mask batching mismatch vs NaN embeddings in sliding-window attention." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 regressions, but the concrete bugs differ: loading with base_model_prefix vs custom model initialization." + }, + { + "left": "issue:43818", + "right": "issue:46402", + "accept": false, + "reason": "Unrelated models and root causes: Video-LLaVA tower/weights issue vs Sam3Model text encoder weights not loading." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both touch training behavior, but one is flash_attention_3 regression and the other is a single-label classification loss edge case." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Different domains entirely: pip backend dependency packaging vs vLLM loading failure for a specific model." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Different internals: non-persistent buffer serialization junk vs ModelOutput key assignment behavior." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs in different models: Video-LLaVA architecture/weights vs Qwen3.5 save_pretrained visual encoder keys." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "Different code paths: torch.export with torch_compilable_check vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but not clearly the same bug: JAX/HF discrepancy vs nonsensical AutoModel/pipeline results." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve multimodal Qwen models, but one is finetuning with multiple images and the other is video position-id regression." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Different models and symptoms: Qwen2.5-VL rope/position-id scaling vs Kosmos2.5 OCR index error." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Related family, but one is still-image temporal scaling and the other is video vision_position_ids; not the same concrete bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a model config tie bug and the other is device-dependent serialization behavior." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Different loading/runtime failures: FineGrainedFP8Config on Qwen3Moe vs GGUF loading on Qwen2.5." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Different failures: unexpected _is_hf_initialized argument with init_empty_weights vs strict config rejection for granite_speech." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id computation." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantized offloading behavior is unrelated to tokenizer changes across versions." + }, + { + "left": "issue:42796", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer BPE marker handling is unrelated to Qwen2.5-VL video position-id regression." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for Bark-small is unrelated to torch.export failures with torch_compilable_check." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different tasks and failure modes: perplexity on WikiText-2 vs Whisper empty-transcription generation after token alignment." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading for GraniteSpeech." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "Different models and root causes: Qwen video-input regression vs Gemma4 PLE device mismatch in forward." + }, + { + "left": "issue:43828", + "right": "issue:46821", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to TimesFM window_size attribute handling." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device mapping cudaErrorAssert." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "BarkProcessor voice_preset and generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Different model loading problems: glm-4v-9b vs cjvt/sleng-bert." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors are unrelated to Qwen2.5-VL multi-image finetuning failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "AyaVision lm_head weight tying and Bamba SDPA torch.compile failures are different code-path issues." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC.from_latents/forward mismatch 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": 24, + "review_unit_index": 14, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:26413", + "issue:28530", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42796", + "issue:42915", + "issue:42947", + "issue:43065", + "issue:43257", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43572", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44610", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45357", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45823", + "issue:45920", + "issue:45923", + "issue:46050", + "issue:46209", + "issue:46305", + "issue:46315", + "issue:46402", + "issue:46821" + ], + "soft_pairs": [ + "issue:44186|issue:44265", + "issue:41720|issue:45823", + "issue:43377|issue:44610", + "issue:46305|issue:46315", + "issue:43257|issue:45923", + "issue:44568|issue:45920", + "issue:42796|issue:46209", + "issue:43454|issue:45072", + "issue:45823|issue:46821", + "issue:43377|issue:44898", + "issue:40990|issue:42947", + "issue:43454|issue:43720", + "issue:42617|issue:42915", + "issue:43317|issue:43873", + "issue:43572|issue:45759", + "issue:43749|issue:44534", + "issue:43322|issue:46050", + "issue:41720|issue:43322", + "issue:36331|issue:42617", + "issue:43526|issue:43883", + "issue:44387|issue:45704", + "issue:41720|issue:44977", + "issue:43881|issue:44991", + "issue:36331|issue:42915", + "issue:44466|issue:45357", + "issue:43450|issue:45701", + "issue:44877|issue:44991", + "issue:43065|issue:46402", + "issue:40990|issue:45701", + "issue:41720|issue:42617", + "issue:44186|issue:45072", + "issue:26413|issue:28530" + ], + "prepared_review_unit_hash": "35325942fcf57d23909e65a8c14f36af221084b8ab1b7a0ea32ba3f72e260db1", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37352, + "estimated_input_tokens": 9338, + "estimated_eval_tokens": 18932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated model-, tokenizer-, loading-, or quantization-specific bugs that only share Transformers/v5 vocabulary. None of the soft pairs look like the same concrete bug/change, so no merges are justified.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43873 is the closest thing to an umbrella item because it is the broadest open report with multiple references around offloading/quantization, but it still does not actually cover the rest of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best representative by breadth and discussion/activity, though it should not be treated as a true duplicate for most of these reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer NER/padding crash vs torch.export export failure; different components and failure modes." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device_map/placement, but one is a Qwen3 cuda assert and the other is Gemma4 PLE forward device mismatch; not the same bug." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Batched-output masking issue in MIMI encoder vs image processor output-size mismatch; unrelated code paths." + }, + { + "left": "issue:46305", + "right": "issue:46315", + "accept": false, + "reason": "Sliding-window mask off-by-one vs tokenizer performance regression; different behavior entirely." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion under accelerate/deepspeed vs missing gradient_checkpointing flag on trust_remote_code; not the same issue." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Specific BOS/EOS addition bug for one tokenizer vs incorrect token IDs across many tokenizers; too broad and different." + }, + { + "left": "issue:42796", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer BPE marker handling vs FP8 inference failure on B200; unrelated subsystems." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied-weight serialization bug vs dtype mismatch in bfloat16 inference; different code paths." + }, + { + "left": "issue:45823", + "right": "issue:46821", + "accept": false, + "reason": "Device-map forward mismatch vs TimesFM window_size AttributeError; no shared bug." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Batched MIMI padding-mask issue vs Perceiver interpolation failure; different models and causes." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity on one model/data pair vs gradient checkpointing ineffective with LoRA; not same underlying problem." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying/serialization vs packed-weight unpacking during accelerate loading; related theme but different defect." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure vs Qwen3Moe FP8 config failure; unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is dequantized-model loading on gpu+cpu offload and the other is a broader offloading complaint; not one concrete bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs failure to unwrap text_config for composite Qwen configs; both config-related but distinct." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading bug vs non-persistent buffers filled with junk; different regressions." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Llava Next loading segfault vs sinq quantized save/load breakage; unrelated failure modes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different model-load failures: Qwen3 device-map cuda assert vs Llava Next segfault." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected compute_loss keyword vs inability to run 3d_parallel.py; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs missing all_tied_weights_keys attribute on Molmo; different areas." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 quantization OOM vs apex RMSNorm memory leak; both memory-related but different root causes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 device-map cuda assert vs Qwen3.5 flash-attention generation issue; same family name but different code paths and symptoms." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure for glm-4v-9b vs tokenizer loading regression for est-roberta; unrelated." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature break vs Qwen3Moe FP8 config failure; not duplicates." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both are save_pretrained regressions, but one is lm_head weight serialization and the other is incorrect visual encoder keys; not the same underlying change." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Batched video processor shape bug vs tokenization behavior changing across versions; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech vs tokenizer loading regression; different problems." + }, + { + "left": "issue:43065", + "right": "issue:46402", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs missing text encoder weight loading in Sam3Model; same model family but not the same defect." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on a specific model/data setup vs version-dependent tokenization differences; not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Device-map cuda assert vs 3d_parallel.py execution failure; no concrete overlap." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER/batching vs dtype mismatch in bfloat16 inference; different subsystems." + }, + { + "left": "issue:26413", + "right": "issue:28530", + "accept": false, + "reason": "Checkpoint-resume epoch iterator failure vs early stopping missing metric warning; unrelated trainer behaviors." + } + ] + }, + "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": 24, + "review_unit_index": 15, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43404", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43873", + "issue:43881", + "issue:44008", + "issue:44186", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44610", + "issue:44671", + "issue:44734", + "issue:44743", + "issue:44756", + "issue:44898", + "issue:44913", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45685", + "issue:45701", + "issue:45823", + "issue:46291", + "issue:46612", + "issue:46665", + "issue:46821", + "issue:46858", + "issue:46869" + ], + "soft_pairs": [ + "issue:43873|issue:44756", + "issue:43550|issue:43720", + "issue:46612|issue:46858", + "issue:43577|issue:43708", + "issue:43295|issue:45701", + "issue:45685|issue:46821", + "issue:43550|issue:43606", + "issue:44186|issue:44610", + "issue:43646|issue:46665", + "issue:43404|issue:45357", + "issue:42915|issue:43317", + "issue:44610|issue:44898", + "issue:44734|issue:46858", + "issue:36010|issue:42617", + "issue:44423|issue:45406", + "issue:46821|issue:46869", + "issue:44008|issue:45823", + "issue:45632|issue:45684", + "issue:44464|issue:46858", + "issue:41720|issue:45161", + "issue:28530|issue:33666", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:42915|issue:46291", + "issue:36331|issue:41720", + "issue:44186|issue:44361", + "issue:43526|issue:43881", + "issue:43316|issue:44913" + ], + "prepared_review_unit_hash": "4db0c37074c2e644c00637adcf2ab01913b221fbf5843580c8a56ecdbad418a9", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36203, + "estimated_input_tokens": 9051, + "estimated_eval_tokens": 18358 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose semantic cluster of mostly unrelated Transformers bugs across offloading/quantization, cache handling, tokenizers, multimodal processors, and model-specific regressions; the soft pairs share broad subsystem vocabulary but not the same underlying defect.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43873 is the broadest and most connected item in the set (multiple inbound references, active discussion) and best represents the recurring offloading/quantization theme present in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the strongest cluster representative because it is central, active, and general enough to anchor the offloading/device-mapping subset without being overly model-specific.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both involve memory/offloading, but one is quantization-offload behavior and the other is mmap/OOM on Strix Halo; different failure modes and fixes." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both touch compiled/loading paths, but Bamba SDPA compile failure and BitNet packed-weight unpacking are distinct code paths and bugs." + }, + { + "left": "issue:46612", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related generation bugs, but one is missing beam-search reorder hooks for specific models and the other is a static-cache device-tensor arithmetic issue." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "One is a dtype propagation bug in Blip2 loading; the other is incorrect Trainer step calculation when resuming with a changed batch size." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Both mention regressions/behavior changes after version upgrades, but one is processor/tokenizer API breakage and the other is a tokenization output change problem." + }, + { + "left": "issue:45685", + "right": "issue:46821", + "accept": false, + "reason": "These are unrelated: one is an MPS histogram kernel limitation in MoE, the other is a TimesFM configuration attribute error." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both involve device/offload execution, but Bamba torch.compile+SDPA and Bark CPU offload mismatch are separate model/runtime failures." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision/tokenizer preprocessing bugs, but LayoutLMv2 NER/padding crashes and OmDet input-size mismatch are different processors and symptoms." + }, + { + "left": "issue:43646", + "right": "issue:46665", + "accept": false, + "reason": "Both are about model loading/initialization behavior, but one is custom model init broken by v5 and the other is inconsistent from_pretrained behavior inside Python classes." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both involve model-specific save/load semantics, but one is tied lm_head weights and the other is incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both concern loading failures, but Qwen3MoE FineGrainedFP8 failure and dequantized model offload loading are different quantization/loading problems." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision input-shape issues, but OmDet's fixed-size processor/model mismatch is not the same as Perceiver non-default resolution interpolation failure." + }, + { + "left": "issue:44734", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache continuation, but serve KV-cache indexing and _prefill static-cache length arithmetic are separate bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "An import error for GenerationMixin and a failure to run 3d_parallel.py are unrelated issues." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/multimodal processor crashes, but they stem from different missing attributes and code paths." + }, + { + "left": "issue:46821", + "right": "issue:46869", + "accept": false, + "reason": "TimesFM window_size AttributeError and YOLO multi-GPU device_map failure are unrelated model/configuration issues." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Both involve device placement in multimodal models, but Gemma 3n variable-name collision and Gemma4 PLE device mismatch are different forward-pass defects." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "One is a cache-path collision for trust_remote_code, the other is permission propagation in save_pretrained; different filesystem behaviors." + }, + { + "left": "issue:44464", + "right": "issue:46858", + "accept": false, + "reason": "Both mention generation/compiled execution, but chunked generation inconsistencies and static-cache slice arithmetic failures are different issues." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both are model parallelization/device-map issues, but Qwen3 auto device mapping crash and GPT-OSS tensor parallel failure are distinct problems." + }, + { + "left": "issue:28530", + "right": "issue:33666", + "accept": false, + "reason": "Early stopping metric resolution and Qwen2-VL multi-GPU training are unrelated training concerns." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Both are Qwen3-related generation/model bugs, but CamemBERT MLM predictions and recurrent-state reset in modular_qwen3_5 are different models and defects." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window handling in Qwen3-MoE and missing pad_token_idx in StableLmConfig are unrelated model configuration bugs." + }, + { + "left": "issue:42915", + "right": "issue:46291", + "accept": false, + "reason": "Qwen3MoE FP8 failure and import-time kernels version/revision requirement are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer compute_loss signature breakage and Qwen3 device-map CUDA assert are separate API/runtime issues." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Tokenizer crashes in LayoutLMv2 and MLuke are both tokenization-related, but they affect different tokenizers and failure conditions." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b load failure are unrelated." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and GPTNeoX rotary_pct reload issue are different configuration serialization 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": 24, + "review_unit_index": 16, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28530", + "issue:29159", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43644", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:44062", + "issue:44077", + "issue:44387", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44589", + "issue:44625", + "issue:44991", + "issue:45059", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:46402", + "issue:46665", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:43425|issue:46821", + "issue:42915|issue:43322", + "issue:28530|issue:30064", + "issue:33357|issue:35707", + "issue:29159|issue:36032", + "issue:43540|issue:43782", + "issue:43550|issue:43653", + "issue:44387|issue:45701", + "issue:43873|issue:45704", + "issue:30064|issue:34634", + "issue:43606|issue:43720", + "issue:44492|issue:44509", + "issue:44534|issue:46665", + "issue:43531|issue:45759", + "issue:41720|issue:43746", + "issue:42490|issue:43329", + "issue:43388|issue:45059", + "issue:45406|issue:45464", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43531|issue:46821", + "issue:34634|issue:41720", + "issue:43540|issue:46858", + "issue:44451|issue:44991", + "issue:45759|issue:45859", + "issue:45357|issue:46402", + "issue:43531|issue:44589", + "issue:44077|issue:44625", + "issue:43644|issue:46665", + "issue:44062|issue:44451" + ], + "prepared_review_unit_hash": "848822f64d8b753320def3ae6e3294fd5c60dd77c0feb6fec1849a6a8ce701f6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36088, + "estimated_input_tokens": 9022, + "estimated_eval_tokens": 18300 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous; the soft links are mostly title-similarity matches across unrelated bugs rather than true duplicates. No PRs are present.", + "confidence": 0.24, + "canonical_issue_reason": "No issue cleanly represents the whole cluster, but issue:43644 is the closest broad regression-style report and the best umbrella candidate among the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:43644 is the strongest standalone representative because it is a general Transformers 5.x regression report and is closest to the only near-duplicate-style topic in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:46821", + "accept": false, + "reason": "Torch version incompatibility and a TimesFM window_size AttributeError are unrelated failures." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 loading and Llava Next segmentation faults are different code paths and symptoms." + }, + { + "left": "issue:28530", + "right": "issue:30064", + "accept": false, + "reason": "Early stopping metric lookup and void segmentation map processing are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and generation with inputs_embeds/past_key_values are different bugs." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both involve tokenizers, but one is slow/fast behavior inconsistency and the other is a T5 add_special_tokens load conflict." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video input processing in Qwen3OmniMoe and Qwen3VL weight_only loading are distinct failures." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "torch.compile SDPA on Bamba and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:45701", + "accept": false, + "reason": "Int4 quantization memory growth and tokenization changes are not the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization offloading behavior and a T5 apex RMSNorm memory leak are separate issues." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Segmentation map processing and BarkProcessor voice_preset handling are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and unpacking packed weights during accelerate loading are different problems." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and removed pipeline-task docs are not duplicates." + }, + { + "left": "issue:44534", + "right": "issue:46665", + "accept": false, + "reason": "A Transformers 5 buffer-initialization regression and from_pretrained-in-classes behavior differ in scope and cause." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and composite config unwrapping are separate configuration bugs." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping on A800 and GraniteSpeech PEFT local checkpoint loading are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Trailing-slash import warning and undefined video-token code paths are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric gathering truncation and SAM3 text/bounding-box behavior are different domains." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Serve crashing on missing _tokenizer and streaming chat/completions failure are distinct issues." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Same broad area, but offload device mismatch is not the same as tokenizer special-token registration." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token counting and progressive generation with embeds/past KV are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:46821", + "accept": false, + "reason": "Both mention windowing, but Qwen3-MoE sliding_window and TimesFM window_size errors are different code paths." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "Bark voice preset and Qwen3 device mapping failures are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46858", + "accept": false, + "reason": "Video processing in Qwen3OmniMoe and static-cache seq_length tensor arithmetic are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading complaints, but they concern different models and likely different root causes." + }, + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Composite config unwrapping and CPU-offload rotary embedding compatibility are separate fixes." + }, + { + "left": "issue:45357", + "right": "issue:46402", + "accept": false, + "reason": "Incorrect visual encoder save keys and missing text encoder weights are different multimodal serialization/load bugs." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window configuration and missing Float8 storage are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init allowance and Qwen3.5 num_labels propagation are unrelated model-config issues." + }, + { + "left": "issue:43644", + "right": "issue:46665", + "accept": false, + "reason": "They both touch loading/init, but one is a buffer junk regression and the other is inconsistent from_pretrained behavior inside classes." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken special-argument conflict and ScandiBERT tokenizer loading failure are distinct tokenizer bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 17, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43493", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44186", + "issue:44368", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44995", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759", + "issue:45907", + "issue:45923", + "issue:46032", + "issue:46050", + "issue:46463", + "issue:46655", + "issue:46693", + "issue:46858" + ], + "soft_pairs": [ + "issue:44898|issue:45072", + "issue:44987|issue:45042", + "issue:44625|issue:45479", + "issue:43381|issue:43844", + "issue:44368|issue:45357", + "issue:39692|issue:44610", + "issue:46655|issue:46693", + "issue:43421|issue:43927", + "issue:41720|issue:45704", + "issue:43746|issue:46050", + "issue:43381|issue:45704", + "issue:42886|issue:44843", + "issue:45704|issue:45923", + "issue:44918|issue:44936", + "issue:44514|issue:44545", + "issue:45759|issue:45923", + "issue:43421|issue:43653", + "issue:43746|issue:43873", + "issue:43994|issue:44671", + "issue:39692|issue:43493", + "issue:46032|issue:46463", + "issue:43782|issue:45381", + "issue:43421|issue:44186", + "issue:30064|issue:36010", + "issue:44995|issue:46858", + "issue:45081|issue:45356", + "issue:45356|issue:45907", + "issue:43720|issue:43819", + "issue:39692|issue:43873", + "issue:43653|issue:43720" + ], + "prepared_review_unit_hash": "7f43ec35a62d90410576b36a1fc4c8d52bf3e587481404f25a72fabb3b7bd1e5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36659, + "estimated_input_tokens": 9165, + "estimated_eval_tokens": 18586 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformer bugs. Only one soft edge looks like a true duplicate pair: the Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash. Everything else is adjacent by subsystem or model family, but not the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 44545 is the best canonical issue: it is the clearer, later report of the exact Qwen2_5_VLProcessor.apply_chat_template batched-input crash, with the strongest evidence of being the duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44545 is the best representative issue for the only confirmed duplicate pair in the set; its title is precise and it captures the concrete failing code path.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Both are vision/model bugs, but they involve different models and different failure modes (Perceiver position encoding vs dtype mismatch in SwitchTransformers/TimmWrapperModel)." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Both relate to loading/image processing, but one is a model-load regression and the other is an unwanted torchvision dependency in PIL backends; not the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both concern classification config/labels, but one is missing num_labels propagation in Qwen3.5 and the other is degenerate zero loss across many models; different concrete issues." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and ZeRO-3 gradient growth are unrelated problems with different triggers and code paths." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a warning about tied word embeddings during LoRA fine-tuning; the other is a save_pretrained bug in multimodal visual encoder keys." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision model/processor mismatches, but they involve different models and different defects (SigLIP2 docs example vs OmDet-Turbo resolution mismatch)." + }, + { + "left": "issue:46655", + "right": "issue:46693", + "accept": false, + "reason": "One is a video processor padding-calculation bug; the other is a performance regression in long-context generation with FA2." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both touch tokenization/special-token handling, but one is runtime post-processor updates and the other is save/load of custom token IDs; not the same issue." + }, + { + "left": "issue:41720", + "right": "issue:45704", + "accept": false, + "reason": "A CUDA assert during Qwen3 auto device mapping is unrelated to T5 silently using apex.FusedRMSNorm and leaking memory." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Both are load/save related, but they affect different model families and different mechanics (PEFT local checkpoint loading vs sinq quantized model round-trip)." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Eval-mode checkpointing and an apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both mention offline tokenization behavior, but 44843 is a specific unconditional model_info() call in _patch_mistral_regex; 42886 is broader cache-loading failure and not clearly the same code path." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "A T5 Apex memory leak is unrelated to a missing supports_gradient_checkpointing flag on a trust_remote_code model variant." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Unpacking Qwen3.5 input embeddings in TRL SFT and trainer.evaluate() failing after trainer.train() are different trainer/model lifecycle bugs." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same concrete bug: Qwen2_5_VLProcessor.apply_chat_template crashes on batched input when padding=False. The titles describe the same failing path." + }, + { + "left": "issue:45759", + "right": "issue:45923", + "accept": false, + "reason": "Composite Qwen 3.5/3.6 config unwrapping and a missing gradient-checkpointing flag are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates are broader than BigBirdTokenizer mask-token registration; same area, but not the same bug." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local PEFT checkpoint loading and quantization/offloading behavior are different failures." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different symptoms: SigLIP2 nonsensical outputs vs CamemBERT masked-LM prediction regression." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Same model family (SigLIP2) but different concrete problems: docs example/model-processor mismatch and quantization error vs HF/JAX implementation discrepancy." + }, + { + "left": "issue:46032", + "right": "issue:46463", + "accept": false, + "reason": "Mamba2 cache correctness with use_cache is unrelated to a T5 decoder-input error-message bug." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and Qwen2.5-VL video position IDs are different multimodal loading/positioning bugs." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Both concern tokenizers, but one is runtime special-token/post-processor behavior and the other is LayoutLMv2 NER batching/padding crashes." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44995", + "right": "issue:46858", + "accept": false, + "reason": "Both involve cache/state, but one is a stale indexer cache in GlmMoeDsa and the other is a device-tensor seq-length issue in static cache prefill." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention tokenizer/mistral-regex behavior, but one is an AttributeError in fix_mistral_regex and the other is a codec-handling regression with a warning issue; not clearly the same bug." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "A tokenizer regression and a list_repo_files revision-forwarding CI break are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading failure and DAC.from_latents missing STE mismatch are different model internals." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 doc/model mismatch and quantization/offloading behavior are not the same underlying bug." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and BitNet packed-weight unpacking are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The single accepted duplicate pair, issue:44514 / issue:44545, is well-supported by the nearly identical titles and shared failing path. The rest of the soft edges are reasonably rejected as adjacent-but-distinct bugs rather than the same defect." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 18, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43295", + "issue:43335", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43596", + "issue:43611", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43756", + "issue:43819", + "issue:43927", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44361", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44661", + "issue:44671", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45834", + "issue:45987", + "issue:46294", + "issue:46665", + "issue:46693", + "issue:46829", + "issue:46832", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:45987|issue:46829", + "issue:46829|issue:46832", + "issue:43295|issue:45834", + "issue:43550|issue:44361", + "issue:43550|issue:43927", + "issue:44062|issue:44488", + "issue:43596|issue:44220", + "issue:45381|issue:46693", + "issue:43540|issue:46294", + "issue:43531|issue:43643", + "issue:44008|issue:46858", + "issue:43611|issue:46665", + "issue:44220|issue:44661", + "issue:43653|issue:43819", + "issue:44186|issue:44898", + "issue:45987|issue:46932", + "issue:41720|issue:44991", + "issue:30064|issue:36331", + "issue:43618|issue:43697", + "issue:43643|issue:44877", + "issue:43550|issue:43819", + "issue:43335|issue:43756", + "issue:44843|issue:45081", + "issue:44821|issue:45084", + "issue:44186|issue:44442", + "issue:39692|issue:45834", + "issue:44448|issue:44671", + "issue:43540|issue:44008", + "issue:34634|issue:36010" + ], + "prepared_review_unit_hash": "11bd03183ea3f09b4c8f24600cf7a89b54b464c87132bbefb68c693f343d3f71", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 36008, + "estimated_input_tokens": 9002, + "estimated_eval_tokens": 18260 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous: almost all pairs are unrelated despite superficial similarity. I found no strong duplicate PRs, and only a weak shared theme around tokenizer loading/regression issues, but not enough to merge any pair as the same bug. The closest representative issue is the Mistral regex/loading regression report.", + "confidence": 0.61, + "canonical_issue_reason": "Issue #44843 is the closest cluster representative because it names the shared _patch_mistral_regex loading path and is the broadest root-cause style report among the few tokenizer-loading related items.", + "canonical_pr_reason": null, + "best_issue_reason": "#44843 is the most useful single issue to keep as the representative report; it is generic enough to cover the shared tokenizer-regression surface better than the more specific follow-up reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45987", + "right": "issue:46829", + "accept": false, + "reason": "StaticCache.get_seq_length contract bug vs VideoPrism hidden-state/output-field bug; unrelated components and failure modes." + }, + { + "left": "issue:46829", + "right": "issue:46832", + "accept": false, + "reason": "Video classifier output-field mismatch vs RT-DETR forward TypeError; different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Processor/tokenizer regression vs Kosmos2.5 OCR long-input index error; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba vs MLukeTokenizer AttributeError; different subsystems." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba compile bug vs DiaConfig save/load token-ID regression; unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument bug vs tokenizer loading failure for a different model; not the same underlying issue." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO3/BertModel index error vs audio fbank feature extraction issue; different code paths." + }, + { + "left": "issue:45381", + "right": "issue:46693", + "accept": false, + "reason": "Qwen2.5-VL video position IDs bug vs FA2 long-context performance regression; not duplicate." + }, + { + "left": "issue:43540", + "right": "issue:46294", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue vs Qwen3.5 video chat-template token/feature mismatch; different defects." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding-window bug vs AutoConfig trust_remote_code missing-fields regression; unrelated." + }, + { + "left": "issue:44008", + "right": "issue:46858", + "accept": false, + "reason": "Gemma3n variable-name collision vs StaticCache seq-length device-tensor bug; different failure sources." + }, + { + "left": "issue:43611", + "right": "issue:46665", + "accept": false, + "reason": "base_model_prefix loading regression vs inconsistent from_pretrained behavior inside Python classes; similar area, different bug." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "_torch_extract_fbank_features problem vs add-new-model-like/TOKENIZER_MAPPING_NAMES issue; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs DAC.from_latents mismatch; different models and logic." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs Perceiver non-default-resolution failure; not the same bug." + }, + { + "left": "issue:45987", + "right": "issue:46932", + "accept": false, + "reason": "StaticCache seq-length contract bug vs Gemma4 quantized embedder dtype-casting fix; unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto-device-map cuda assert vs tokenizer loading failure for est-roberta; different problems." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Void segmentation-map processing failure vs CustomTrainer compute_loss signature regression; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions assignment regression vs RTDetrV2 output differences; different model/output issues." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields vs strict granite_speech config rejection; both config-related but distinct failures." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba compile/SDPA bug vs DAC latent reconstruction mismatch; unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Smollm3 RoPE-layer selection bug; different models and logic." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is an offline model_info call and the other is a backend_tokenizer attribute crash; related helper, different bugs." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor-from-URL loading issue vs template-node compilation error; unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs FastSpeech2Conformer tokenizer loading failure; different tokenizer paths." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 documentation example errors vs Kosmos2.5 OCR index error; not the same underlying bug." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Pegasus v4/v5 output mismatch vs CamemBERT masked-LM prediction regression; different model behaviors." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3.5 video-template mismatch vs Gemma3n audio-mask variable collision; unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset issue vs GenerationMixin import error; different failures entirely." + } + ] + }, + "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": 24, + "review_unit_index": 19, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43825", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44008", + "issue:44291", + "issue:44479", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45584", + "issue:45685", + "issue:45701", + "issue:45834", + "issue:46032", + "issue:46291", + "issue:46294", + "issue:46463", + "issue:46512", + "issue:46665", + "issue:46846" + ], + "soft_pairs": [ + "issue:43644|issue:43749", + "issue:45584|issue:45834", + "issue:45183|issue:45479", + "issue:43606|issue:45072", + "issue:43322|issue:45685", + "issue:43550|issue:45072", + "issue:43782|issue:44977", + "issue:43388|issue:46032", + "issue:44479|issue:45834", + "issue:43825|issue:43994", + "issue:44991|issue:46291", + "issue:43582|issue:46512", + "issue:43577|issue:43818", + "issue:43421|issue:44811", + "issue:44561|issue:45020", + "issue:43716|issue:44008", + "issue:43931|issue:46846", + "issue:46294|issue:46463", + "issue:28218|issue:29159", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:43540|issue:45381", + "issue:43720|issue:45072", + "issue:43825|issue:43827", + "issue:43749|issue:44291", + "issue:43645|issue:46665", + "issue:44671|issue:45701", + "issue:43577|issue:43582" + ], + "prepared_review_unit_hash": "b3ac402a8f816192d3680f2ac0a5ddb415d1779fb170b7b8fd110fc14fcb8a7b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly separate regressions across tokenization, model loading, dtype/device handling, video inputs, and pipeline removals. The soft links are mostly thematic rather than true duplicates, so I would not merge any of them.", + "confidence": 0.44, + "canonical_issue_reason": "Issue 45020 is the broadest umbrella report here and best represents the recurring 'recent transformers versions break models using remote_code' regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the most central, high-level issue in this set and is the best candidate to anchor discussion of the broader v5 regression class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Different loading failures: junk non-persistent buffers vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription behavior and Kosmos2.5 long-OCR indexing are unrelated bugs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Input validation messaging and single-label classification zero-loss are different code paths." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "CPU offload device mismatch is not the same failure as bfloat16 dtype mismatch." + }, + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segfault and MPS int histogram error are unrelated runtime issues." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "torch.compile/SDPA failure is a different bug than dtype mismatch in inference." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL load-time weight_only error and flash-attention generation failure are distinct." + }, + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Metric batching label truncation is unrelated to Mamba2 use_cache correctness." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Video-input regression and long OCR index error are different model/input problems." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error messaging and SigLIP2 bad outputs do not share the same root cause." + }, + { + "left": "issue:44991", + "right": "issue:46291", + "accept": false, + "reason": "Tokenizer load failure and kernels-version import failure are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:46512", + "accept": false, + "reason": "AppleSilicon warmup TypeError is not the same as stale config dtype after from_config." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Blip2 dtype persistence and Video-LLaVA temporal-attention/weight-sharing bugs are different." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Post-processor refresh at runtime and Whisper batch_decode token skipping are separate issues." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 is one specific remote_code breakage cause; 45020 is a broader umbrella report, not the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image preprocessor dtype mismatch and Gemma3n variable-name collision are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch and missing tp_plan entries are different model-loading defects." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video-template mismatch and T5 decoder validation messaging are unrelated." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Extra-space after added token is a specific tokenizer bug; slow/fast inconsistency is broader and not the same defect." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/tensor shape mismatch is not the same as train-then-evaluate failure." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatch are different issues." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3OmniMoe video processing failure and qwen2.5-vl vision_position_ids regression are distinct." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is unrelated to dtype mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is an error-message problem; the other is docs still referencing removed pipeline APIs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights argument handling are different loading bugs." + }, + { + "left": "issue:43645", + "right": "issue:46665", + "accept": false, + "reason": "Jupyter custom-model initialization and from_pretrained-inside-classes inconsistency are not the same failure." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM regression and version-dependent tokenization changes are related only broadly, not a shared concrete bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype persistence and AppleSilicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:46294", + "right": "issue:46463", + "accept": false, + "reason": "Qwen3.5 video token/template mismatch and T5 decoder-input validation are unrelated." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both mention pipeline removals, but one concerns a runtime error message and the other docs references; 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": 24, + "review_unit_index": 20, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43697", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44060", + "issue:44368", + "issue:44554", + "issue:44589", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45003", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45372", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:46175", + "issue:46209", + "issue:46285", + "issue:46291", + "issue:46326", + "issue:46697", + "issue:46728", + "issue:46932" + ], + "soft_pairs": [ + "issue:42175|issue:45081", + "issue:34634|issue:36331", + "issue:46175|issue:46932", + "issue:45003|issue:46285", + "issue:43653|issue:44912", + "issue:46697|issue:46728", + "issue:43782|issue:45325", + "issue:43262|issue:43819", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:45372|issue:46326", + "issue:44589|issue:45042", + "issue:43550|issue:44912", + "issue:43742|issue:45020", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43452|issue:44991", + "issue:44060|issue:44368", + "issue:43526|issue:43697", + "issue:43257|issue:43329", + "issue:43906|issue:46209", + "issue:43526|issue:44554", + "issue:36010|issue:36331", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43531|issue:45042", + "issue:42175|issue:46291", + "issue:43638|issue:44936", + "issue:42490|issue:43257" + ], + "prepared_review_unit_hash": "2a8cdb0420b7eb9454abccdbc7964a29f2d197da5e6741569667f56b4edbcfff", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36868, + "estimated_input_tokens": 9217, + "estimated_eval_tokens": 18690 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs are mostly broad-similarity false positives across unrelated loading, tokenizer, processor, training, and backend bugs. No pair looks safely mergeable as the same concrete fix.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45020 is the broadest, most upstream-facing regression report in the set and the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best overall representative because it captures a broad class of recent version breakages, unlike the many one-off model-specific reports here.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Different failures: missing TensorFlow in a torch install vs a Mistral tokenizer backend attribute error." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated code paths: BarkProcessor voice_preset vs Trainer.compute_loss kwarg handling." + }, + { + "left": "issue:46175", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4-related, but one is a huge one-hot vision embedding and the other is quantized dtype casting; different bugs." + }, + { + "left": "issue:45003", + "right": "issue:46285", + "accept": false, + "reason": "sys.modules access in modeling_utils is a different issue from the CLIP text model structure inconsistency." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:46697", + "right": "issue:46728", + "accept": false, + "reason": "Both concern image processing, but one is over-padding and the other is patch-count calculation for Aria resolution logic." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Different VL model bugs: weight_only loading error vs rope-index temporal scaling." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default and DAC latent reconstruction mismatch are separate code paths." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Different model classes and failures: Mistral tokenizer backend_tokenizer vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to LwDetrImageLoss AMP crashes on CUDA." + }, + { + "left": "issue:45372", + "right": "issue:46326", + "accept": false, + "reason": "Gemma4 import failure due to ReasoningEffort and mistral_common continue_final_message are different bugs." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is not the same as MXFP4 quantization fallback." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Both are loading-related, but one is a MobileLLM key error and the other is a broad remote_code regression; not the same concrete bug." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined video-branch helpers in multimodal token counting is unrelated to stale auto_mappings references." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation error and CLIPTokenizer max_length bug are different failures." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file from_pretrained breakage is a different loading path than tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Similar warning theme, but the concrete model behavior differs: incorrect layer-wise tie warning vs repeated tie_word_embeddings warning during LoRA fine-tuning." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "reduce_labels truncation and RTDetrV2 output drift are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to multimodal video token counting." + }, + { + "left": "issue:43906", + "right": "issue:46209", + "accept": false, + "reason": "A reproduction of an older issue is unrelated to an FP8 inference failure on B200." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and MPS attention correctness are different subsystems and bugs." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import error and custom trainer loss signature mismatch do not share a code path." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC latent mismatch and DiaConfig token-ID persistence are separate model/config issues." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is not the same as notebook-based custom model initialization breakage." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and PIL/torchvision dependency handling are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:46291", + "accept": false, + "reason": "Missing TensorFlow extra and kernels v0.15 version/revision requirement are different packaging/import problems." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed zero3 index error with Bert initialization is not the same as evaluate() failing after train()." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "Trailing-slash local model import warning and Qwen3 MoE weight conversion 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": 24, + "review_unit_index": 21, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:29159", + "issue:29870", + "issue:34567", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43525", + "issue:43540", + "issue:43606", + "issue:43643", + "issue:43650", + "issue:43696", + "issue:43720", + "issue:43742", + "issue:43746", + "issue:43749", + "issue:43854", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44387", + "issue:44479", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44756", + "issue:44811", + "issue:44821", + "issue:44912", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45459", + "issue:45759", + "issue:45803", + "issue:45859", + "issue:46291", + "issue:46421", + "issue:46424", + "issue:46701" + ], + "soft_pairs": [ + "issue:43720|issue:44610", + "issue:39692|issue:44912", + "issue:43854|issue:44977", + "issue:43746|issue:44811", + "issue:43643|issue:45759", + "issue:43257|issue:43696", + "issue:38175|issue:44610", + "issue:43262|issue:44811", + "issue:44387|issue:44617", + "issue:43257|issue:43931", + "issue:45459|issue:45803", + "issue:43329|issue:43450", + "issue:46421|issue:46424", + "issue:42915|issue:43742", + "issue:43329|issue:44479", + "issue:34567|issue:40990", + "issue:44291|issue:45042", + "issue:43650|issue:43906", + "issue:43749|issue:44756", + "issue:42915|issue:44821", + "issue:29159|issue:34567", + "issue:43606|issue:45859", + "issue:43927|issue:44912", + "issue:28282|issue:29870", + "issue:43540|issue:46701", + "issue:43525|issue:46291", + "issue:44568|issue:45356" + ], + "prepared_review_unit_hash": "1e1af46286dc716501d66a8dc063fe39651bc4e5ad806d6e4c811830570e96e6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35419, + "estimated_input_tokens": 8855, + "estimated_eval_tokens": 17966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These candidates are mostly unrelated issues that only share broad themes like loading, quantization, video, or tokenizer behavior. I found no strong duplicate pair worth merging; all soft edges should be rejected. For a representative issue, I\u2019d pick the broad FSDP loading bug as the most central/infrastructure-like item in the set.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43749 is the most broadly relevant infrastructure bug here (FSDP / RAM-efficient loading), with substantial discussion and inbound references, so it is the best representative issue in this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the strongest single issue to anchor the cluster because it is central, high-impact, and more likely than the others to summarize a reusable bug pattern across loading/runtime paths.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different subsystems and failure modes: accelerate loading of packed BitNet weights vs image processor input-size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "One is a documentation/example problem; the other is a model quantization/loading regression. No shared bug path." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different runtime behavior: unit-test model loading vs flash-attention generation regression." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT/local checkpoint loading bug vs Whisper batch_decode token-skipping behavior; unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config/model construction, but the concrete bugs differ: missing fields from AutoConfig vs unwrapping text_config in AutoModelForCausalLM.from_config." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading bug is unrelated to a GPT-oss CUDA OOM." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both mention vision models and 224px, but one is zero probabilities and the other is a processor/model input-size mismatch." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to Whisper batch_decode special-token handling." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both are OOM reports, but the causes are different: int4 quantization reserved-memory regression vs a model-specific video OOM." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different Qwen model-loading failures: missing MOE weight conversion vs weight-shape mismatch in Qwen3-VL." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve exception handling, but they are different functions and different bugs; not the same underlying issue." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined helper variables in multimodal token counting vs incorrect batched video processor output shape are distinct bugs." + }, + { + "left": "issue:46421", + "right": "issue:46424", + "accept": false, + "reason": "Both cache-related, but one is spurious recompilation from lazy init and the other is max_cache_length being ignored except for quantized cache." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and different loading/quantization failures." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related to video inputs, but one is undefined variables in token counting and the other is a broader video-input regression; not the same concrete bug." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token accounting vs GPT-oss perplexity are unrelated issues." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different areas: init_empty_weights argument incompatibility vs PIL image processors needing torchvision." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No real bug overlap; one is a low-signal issue title and the other is an isolated reproduction of a different issue." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory pressure, but one is FSDP loading and the other is mmap on Strix Halo; different root causes." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "A model quantization/load failure is unrelated to AutoImageProcessor-from-URL loading." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer behavior inconsistency vs TrainerState token counter not updating; different components and symptoms." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both touch CPU offload, but they affect different models and different code paths." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss is unrelated to GPT-oss MXFP4 fallback behavior." + }, + { + "left": "issue:28282", + "right": "issue:29870", + "accept": false, + "reason": "PyTorch missing ImportError vs Bart generate() decoder_attention_mask initialization bug are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal pipelines and different failure modes: Qwen3OmniMoe video input ValueError vs DiffusionGemma image-text-to-text pipeline failure." + }, + { + "left": "issue:43525", + "right": "issue:46291", + "accept": false, + "reason": "Llama4 config missing pad_token_id is unrelated to pipelines import failing on kernels version/revision requirements." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Two separate tokenizer regressions affecting different models and different mechanics (special-token insertion vs codec handling/warning behavior)." + } + ] + }, + "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": 24, + "review_unit_index": 22, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:27957", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43454", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43824", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44792", + "issue:44849", + "issue:44857", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45127", + "issue:45137", + "issue:45357", + "issue:45405", + "issue:45488", + "issue:45538", + "issue:45701", + "issue:45907", + "issue:46291", + "issue:46512", + "issue:46693", + "issue:46821", + "issue:46832", + "issue:46869" + ], + "soft_pairs": [ + "issue:44987|issue:45538", + "issue:43454|issue:43577", + "issue:28282|issue:34689", + "issue:45538|issue:46869", + "issue:44857|issue:46832", + "issue:43425|issue:46291", + "issue:43697|issue:45357", + "issue:33357|issue:34567", + "issue:43404|issue:45127", + "issue:42915|issue:45538", + "issue:45137|issue:45405", + "issue:42175|issue:43824", + "issue:28282|issue:29127", + "issue:44062|issue:44991", + "issue:44479|issue:46693", + "issue:43742|issue:44291", + "issue:44936|issue:46821", + "issue:43577|issue:46512", + "issue:42915|issue:43749", + "issue:44849|issue:45701", + "issue:43452|issue:43582", + "issue:27957|issue:28282", + "issue:24643|issue:29159", + "issue:44987|issue:45907", + "issue:41720|issue:43540", + "issue:42175|issue:44488", + "issue:44568|issue:45488", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "5081faae3b861fb498f7a8892a575ac45ae8c727f3785c16d73a40f04987e539", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36026, + "estimated_input_tokens": 9007, + "estimated_eval_tokens": 18270 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are largely unrelated; the soft-similarity pairs do not look like true duplicates or the same concrete bug/change, so I would not merge any of them.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:45488 is the strongest standalone representative here: it has the most discussion, inbound references, and a clear, concrete regression affecting tokenizer behavior in a widely used model family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different failures in different subsystems: model loading for one specific repo vs CLIPTokenizer max-length handling." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "One is about untied lm_head weights in Mistral3; the other is a dtype-loading problem in Blip2. Different bugs and code paths." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic AutoModel PyTorch import error vs a specific Llama 3.2 Vision loading regression; not the same issue." + }, + { + "left": "issue:45538", + "right": "issue:46869", + "accept": false, + "reason": "CLIPTokenizer max_length misconfiguration is unrelated to YOLO multi-GPU device_map auto failures." + }, + { + "left": "issue:44857", + "right": "issue:46832", + "accept": false, + "reason": "Both are detection-model crashes, but one is an AMP/float16 loss crash and the other is a forward-shape mismatch; different underlying bugs." + }, + { + "left": "issue:43425", + "right": "issue:46291", + "accept": false, + "reason": "Torch version incompatibility and kernels' version/revision requirement are separate dependency problems." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RT-DETR output drift in v5 vs incorrect save_pretrained visual encoder keys for Qwen3.5 are different code paths." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error on CLIP model loading is unrelated to TrainerState token-count tracking." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both mention weight tying, but one is a missing tie in Mistral3 generation and the other is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 failure and CLIPTokenizer max-length are unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and a PEFT version bump are not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "TensorFlow missing from a torch extra install is unrelated to a missing Qwen2.5-VL symbol import error." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import detection failure and a LayoutLMv3 box-content error are distinct problems." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken special-arg TypeError is not clearly the same as a model-specific tokenizer load failure; too little evidence to merge." + }, + { + "left": "issue:44479", + "right": "issue:46693", + "accept": false, + "reason": "Video-input regression in several Qwen models vs FA2 long-context performance regression are different failures." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key loading error and init_empty_weights unexpected argument are separate loading-path bugs." + }, + { + "left": "issue:44936", + "right": "issue:46821", + "accept": false, + "reason": "Trainer evaluate-after-train failure is unrelated to TimesFM window_size AttributeError." + }, + { + "left": "issue:43577", + "right": "issue:46512", + "accept": false, + "reason": "One is weights staying float32 in Blip2; the other is stale config.dtype after from_config. Similar theme, different bug." + }, + { + "left": "issue:42915", + "right": "issue:43749", + "accept": false, + "reason": "Qwen3Moe FP8Config failure and FSDP CPU RAM efficient loading are different features and failures." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug is unrelated to a version-dependent tokenization change." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF loading breakage and Apple Silicon caching_allocator_warmup TypeError are not the same issue." + }, + { + "left": "issue:27957", + "right": "issue:28282", + "accept": false, + "reason": "XLMRoberta Flash Attention 2 support and AutoModel PyTorch import errors are unrelated." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed weight-dimension runtime error is unrelated to tokenizer slow/fast inconsistency." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading regression and list_repo_files not forwarding revision are different API issues." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and Qwen3OmniMoe video-processing ValueError are different runtime paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "TensorFlow backend packaging issue is unrelated to a specific model loading failure." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but one is add_special_tokens not adding BOS/EOS and the other is LlamaTokenizer overriding ByteLevel with Metaspace; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal models and different failure modes; no evidence they share the same underlying defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 23, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:24643", + "issue:29870", + "issue:34567", + "issue:36331", + "issue:38175", + "issue:43257", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43697", + "issue:43716", + "issue:43742", + "issue:43756", + "issue:43906", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44737", + "issue:44821", + "issue:44877", + "issue:44898", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45405", + "issue:45600", + "issue:45663", + "issue:45672", + "issue:45674", + "issue:45823", + "issue:46399", + "issue:46463", + "issue:46468", + "issue:46491", + "issue:46693", + "issue:46701", + "issue:46821", + "issue:46829", + "issue:46846" + ], + "soft_pairs": [ + "issue:43540|issue:44560", + "issue:44291|issue:44821", + "issue:44479|issue:45381", + "issue:38175|issue:44898", + "issue:43540|issue:44479", + "issue:34567|issue:36331", + "issue:43257|issue:43756", + "issue:44062|issue:45081", + "issue:45042|issue:45081", + "issue:43742|issue:44589", + "issue:43582|issue:46821", + "issue:43756|issue:46399", + "issue:43756|issue:45325", + "issue:44568|issue:46491", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:45672|issue:45674", + "issue:43716|issue:46701", + "issue:43577|issue:45072", + "issue:43906|issue:46468", + "issue:24643|issue:29870", + "issue:44737|issue:46463", + "issue:43906|issue:46693", + "issue:45823|issue:46463", + "issue:43452|issue:44488", + "issue:44625|issue:44877", + "issue:43697|issue:46829", + "issue:43540|issue:46693", + "issue:45663|issue:46846" + ], + "prepared_review_unit_hash": "3a9b83811481ae97741d0252c9bfb9b6190be9d8c600e3494ed809971add1f34", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36780, + "estimated_input_tokens": 9195, + "estimated_eval_tokens": 18646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly noisy: the soft pairs share broad themes like model loading, tokenizers, vision/video regressions, or dtype issues, but they do not describe the same concrete bug/change. I found no true duplicate pair to accept.", + "confidence": 0.89, + "canonical_issue_reason": "No actual duplicate subcluster stands out; issue 44479 is the broadest representative because it describes a clear, multi-model Qwen video regression and overlaps most with the other Qwen video-related items.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44479 is the most representative/central issue in this set: it has the clearest user-facing regression, spans multiple related Qwen models, and is the closest match to the few video-input soft-similarity candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-input failures, but they affect different model families and report different exceptions/code paths." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "One is about init_empty_weights and an unexpected argument; the other is about loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": false, + "reason": "Related Qwen video regressions, but 44479 is a broader multi-model v5.3.0 regression while 45381 is a specific vision_position_ids bug for Qwen2.5-VL." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and different failure modes; one is SigLIP2 zero probabilities, the other is Perceiver resolution/interpolation handling." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve Qwen video inputs, but they target different model lines and symptoms, so they are not clearly the same bug." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Trainer API-related, but one is token counting state not updating and the other is a compute_loss signature incompatibility." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and different issues: MoE weight conversion vs RoPE layer dropping." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading problems, but they are unrelated bugs with different tokenizers and exceptions." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency regression versus a Mistral tokenizer patch crash; no shared code-path bug." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "Both fail on load, but one is a config/key error and the other is a storage-type lookup problem during quantized loading." + }, + { + "left": "issue:43582", + "right": "issue:46821", + "accept": false, + "reason": "Completely different domains: Apple Silicon warmup helper vs TimesFM window_size attribute handling." + }, + { + "left": "issue:43756", + "right": "issue:46399", + "accept": false, + "reason": "Both mention rotary-related code, but they are different models and different failure mechanisms." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different Qwen-related models and different rotary/position-id logic bugs." + }, + { + "left": "issue:44568", + "right": "issue:46491", + "accept": false, + "reason": "Tokenizer regressions, but one drops BOS/EOS on add_special_tokens and the other strips a leading space on round-trip." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "A dependency-version bump problem and a stale auto_mappings CI break are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE has nothing to do with AutoImageProcessor URL loading." + }, + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Both are 4-bit/BitsAndBytes-adjacent, but they are distinct bugs in different validation/quantization paths." + }, + { + "left": "issue:43716", + "right": "issue:46701", + "accept": false, + "reason": "Different multimodal models and different problems: dtype mismatch versus pipeline wiring/output handling." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both are dtype mismatches, but they occur in different architectures and likely different conversion paths." + }, + { + "left": "issue:43906", + "right": "issue:46468", + "accept": false, + "reason": "An isolated reproduction of one issue is not the same as a broken official example for a different model." + }, + { + "left": "issue:24643", + "right": "issue:29870", + "accept": false, + "reason": "Completely different training-time errors: DeepSpeed weight shape vs Bart generate decoder_attention_mask initialization." + }, + { + "left": "issue:44737", + "right": "issue:46463", + "accept": false, + "reason": "XLNet CPU device placement bug versus a T5 decoder-input validation error; unrelated code paths." + }, + { + "left": "issue:43906", + "right": "issue:46693", + "accept": false, + "reason": "One is a reproduction of a specific bug; the other is a generation performance regression." + }, + { + "left": "issue:45823", + "right": "issue:46463", + "accept": false, + "reason": "Different model families and different failure types: Gemma4 device mismatch vs T5 error messaging." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are load failures, but one is about gguf_file handling in auto classes and the other is a specific model load regression." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config propagation/strictness, but they are separate model-specific loading bugs." + }, + { + "left": "issue:43697", + "right": "issue:46829", + "accept": false, + "reason": "Different models and different symptoms: output drift in RTDetrV2 vs wrong hidden_states field in VideoPrism." + }, + { + "left": "issue:43540", + "right": "issue:46693", + "accept": false, + "reason": "Both mention performance or video/generation contexts only at a high level; they are unrelated bugs." + }, + { + "left": "issue:45663", + "right": "issue:46846", + "accept": false, + "reason": "Both are Gemma/Qwen-related training issues, but one is a shared_kv_states FSDP2 KeyError and the other is missing TP plan entries." + } + ] + }, + "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": 24, + "review_unit_index": 24, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:38175", + "issue:41762", + "issue:43295", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43819", + "issue:43994", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44493", + "issue:44737", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44913", + "issue:44936", + "issue:45005", + "issue:45200", + "issue:45216", + "issue:45356", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45479", + "issue:45542", + "issue:45588", + "issue:45920", + "issue:46050", + "issue:46121", + "issue:46170", + "issue:46178", + "issue:46463", + "issue:46701", + "issue:46829", + "issue:46832", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:44913|issue:46121", + "issue:45357|issue:45920", + "issue:44737|issue:45588", + "issue:28282|issue:32090", + "issue:46463|issue:46899", + "issue:43697|issue:45216", + "issue:43526|issue:45479", + "issue:43720|issue:44898", + "issue:43643|issue:45375", + "issue:45200|issue:46463", + "issue:44466|issue:45005", + "issue:43761|issue:46829", + "issue:44361|issue:44442", + "issue:44493|issue:46050", + "issue:43653|issue:44361", + "issue:41762|issue:44936", + "issue:43452|issue:44843", + "issue:38175|issue:43295", + "issue:43688|issue:43749", + "issue:43819|issue:44811", + "issue:43994|issue:44898", + "issue:43525|issue:46701", + "issue:46832|issue:46932", + "issue:45372|issue:46170", + "issue:45542|issue:46178", + "issue:43295|issue:45356" + ], + "prepared_review_unit_hash": "c3210018bdf04ae55241dc8d4ed39341365d0abfe6db5dfc0ee7c4edb1a1e72b", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 36226, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs are false duplicates: they share some surface similarity, but each issue points to a different model, backend, or code path. No PRs are present in this cluster.", + "confidence": 0.82, + "canonical_issue_reason": "issue:45920 is the strongest representative issue here because it describes a concrete, broad regression with clear user impact across multiple models and is the most actionable tokenizer-related report in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45920 is the best standalone issue to anchor the cluster: it has the widest scope, a clear symptom, and the most general regression framing among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44913", + "right": "issue:46121", + "accept": false, + "reason": "Different bugs: one is GPTNeoX config reload losing rotary_pct, the other is rope-validation type handling for JSON-loaded lists." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "Both involve Qwen/AutoTokenizer save/load behavior, but one is about incorrect visual encoder keys in save_pretrained while the other is a broader wrong-token-ID regression across many models." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: XLNet CPU device placement in relative positional encoding vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated failures: missing PyTorch ImportError for AutoModel vs Trainer GPU broadcast TypeError on NoneType." + }, + { + "left": "issue:46463", + "right": "issue:46899", + "accept": false, + "reason": "T5 decoder input validation error message vs Gemma4 quantized multimodal embedder dtype-cast failure." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Distinct regressions: RTDetrV2 output differences in v5 vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to sequence-classification zero-loss behavior across multiple models." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking during accelerate loading is not the same as Perceiver non-default-resolution interpolation failure." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields is a config-serialization problem; Qwen3_5MoeVisionConfig missing deepstack_visual_indexes is a different model schema omission." + }, + { + "left": "issue:45200", + "right": "issue:46463", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaulting vs T5 decoder-input error-message issue; different models and different behaviors." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights/serialization, but one is model-device-dependent lm_head.weight serialization while the other is translation-model tied-weight issues in v5; not the same bug." + }, + { + "left": "issue:43761", + "right": "issue:46829", + "accept": false, + "reason": "Different outputs/fields: CLIPVisionModel hidden_states=None regression vs VideoPrism returning last_hidden_state in hidden_states." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "MLukeTokenizer task-time AttributeError and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are separate tokenizer-loading failures." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Position-id key warnings and sinq quantized model save/load corruption are different serialization/quantization issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is unrelated to MLukeTokenizer task AttributeError." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading IndexError and trainer.evaluate() failing after train are different training/loading paths." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve AutoTokenizer, but one is gguf_file breaking tokenizer/model loading and the other is an offline-mode break caused by an unconditional model_info() call in _patch_mistral_regex." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero-probabilities is a model output bug; processor.tokenizer/image passthrough regression is a processor API compatibility issue." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization in OLMoE/GPT Oss is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING being broken." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC.from_latents mismatch with missing STE is a generation/codec bug, not the Whisper batch_decode skip_special_tokens issue." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs via AutoModel/pipeline are not the same as Perceiver interpolation failure at non-default resolution." + }, + { + "left": "issue:43525", + "right": "issue:46701", + "accept": false, + "reason": "Llama4Config missing pad_token_id is a config attribute bug; DiffusionGemmaGenerationOutput pipeline failure is a pipeline/integration issue." + }, + { + "left": "issue:46832", + "right": "issue:46932", + "accept": false, + "reason": "RT-DETR feature-level mismatch TypeError is not the same as Gemma4 quantized embedders dtype casting; different models and failures." + }, + { + "left": "issue:45372", + "right": "issue:46170", + "accept": false, + "reason": "Gemma4 processor ImportError from mistral_common is unrelated to Windows ROCm/PyTorch torch.distributed dependency issues." + }, + { + "left": "issue:45542", + "right": "issue:46178", + "accept": false, + "reason": "TensorBoard without TensorFlow causing backend errors is a different backend-detection problem from an undefined BACKENDS_MAPPING tensorflow_text error." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are regressions around processor/tokenizer behavior, but one is processor.tokenizer/image handling in v4.57.5 and the other is Kimi-K2.5 tokenizer codec + warning behavior; not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 25, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29159", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:41720", + "issue:42898", + "issue:43452", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43927", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44484", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44625", + "issue:44704", + "issue:44734", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44977", + "issue:44991", + "issue:45440", + "issue:45491", + "issue:45701", + "issue:45704", + "issue:46002", + "issue:46050", + "issue:46402", + "issue:46491", + "issue:46612", + "issue:46693", + "issue:46821" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:29159|issue:33357", + "issue:42898|issue:46491", + "issue:43653|issue:44568", + "issue:43646|issue:43749", + "issue:43756|issue:46402", + "issue:44843|issue:44991", + "issue:43688|issue:45704", + "issue:43653|issue:43927", + "issue:43452|issue:43577", + "issue:44464|issue:44743", + "issue:44484|issue:44704", + "issue:43688|issue:45701", + "issue:45491|issue:46002", + "issue:44479|issue:44625", + "issue:44821|issue:46821", + "issue:43688|issue:45440", + "issue:33666|issue:36010", + "issue:32090|issue:33666", + "issue:44466|issue:46050", + "issue:44734|issue:46612", + "issue:44977|issue:46693", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:44464|issue:44977", + "issue:41720|issue:44464", + "issue:43643|issue:44561", + "issue:43577|issue:44554", + "issue:43720|issue:43927" + ], + "prepared_review_unit_hash": "e66ae832e617c56edf9afb30d61cec655754c394707ddf7612adbaac095594b3", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35843, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is over-broad: the items span unrelated tokenizer, model-loading, generation, and device/runtime regressions. None of the soft edges look like the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Different model families and failure modes: Qwen3-MoE sliding-window behavior vs a key error loading MobileLLM." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs MacOS bus error in a CLIP model; no shared code-path bug." + }, + { + "left": "issue:42898", + "right": "issue:46491", + "accept": false, + "reason": "Both are tokenizer regressions, but one is general cleanup-space behavior and the other is CodeLlama leading-space round-trip loss." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but BigBird mask-token registration and mDeBERTa BOS/EOS insertion are distinct bugs." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Remote-code config field loss vs FSDP CPU RAM efficient loading; unrelated failure paths." + }, + { + "left": "issue:43756", + "right": "issue:46402", + "accept": false, + "reason": "Different loading issues for different models: Smollm3 RoPE-layer metadata vs Sam3 text encoder weights not loaded." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both hit tokenizer loading, but offline model_info() access and EMBEDDIA tokenizer regression are separate causes." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization bug in MoE models vs T5 apex RMSNorm memory leak; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Special-token handling differs: BigBird mask token registration vs DiaConfig custom token IDs being dropped on save/load." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "GGUF loading breakage vs BLIP2 dtype propagation bug; different subsystems." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation state, but compiled-forward chunked generation and Qwen3.5 recurrent-state reset are different defects." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size question vs AutoProcessor kwargs forwarding bug; not the same issue." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Both mention transformers behavior changes, but auxiliary-loss normalization and tokenization changes are unrelated." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both involve NaNs, but one is Gemma3 sliding-window GPU embeddings and the other is classification head init/checkout." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs num_labels propagation in Qwen3.5; different code paths." + }, + { + "left": "issue:44821", + "right": "issue:46821", + "accept": false, + "reason": "AutoImageProcessor URL loading and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "MoE auxiliary-loss bug vs DeepseekV3MoE divergence from remote implementation; not the same concrete defect." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training issue vs GenerationMixin import error; no overlap in bug mechanism." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is different from Qwen2-VL multi-GPU training behavior." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both affect save/load, but tied-weight serialization and sinq quantization restore are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:46612", + "accept": false, + "reason": "KV-cache continuation indexing in serve vs beam-search cache reorder omission across model classes; not mergeable into one fix." + }, + { + "left": "issue:44977", + "right": "issue:46693", + "accept": false, + "reason": "Qwen3.5 flash-attention correctness bug vs FA2 long-context performance regression; different symptoms and fixes." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Beit legacy-field loading failure vs BitNet packed-weight unpacking during accelerate loading; unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit preset loading bug vs Bamba torch.compile/SDPA failure; different model/runtime paths." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Compiled chunked generation inconsistency vs Qwen3.5 flash-attention generation failure; not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "A800 auto device mapping cudaErrorAssert is unrelated to compiled-forward chunked generation output mismatch." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both involve trust_remote_code/v5 breakage, but missing config fields and removed is_torch_fx_available are distinct failure causes." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype loading bug vs MPS attention correctness issue; no shared fix." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight loading bug and DiaConfig custom-token-ID loss are different loading regressions." + } + ] + }, + "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": 24, + "review_unit_index": 26, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:42796", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43611", + "issue:43646", + "issue:43688", + "issue:43701", + "issue:43720", + "issue:43782", + "issue:43825", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44361", + "issue:44451", + "issue:44466", + "issue:44514", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44625", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45290", + "issue:45405", + "issue:45584", + "issue:45823", + "issue:46050", + "issue:46192", + "issue:46209", + "issue:46365", + "issue:46489", + "issue:46693", + "issue:46710", + "issue:46846" + ], + "soft_pairs": [ + "issue:43611|issue:46846", + "issue:33666|issue:36331", + "issue:43606|issue:43927", + "issue:43504|issue:44610", + "issue:43278|issue:43688", + "issue:43782|issue:46693", + "issue:43262|issue:43295", + "issue:43720|issue:44361", + "issue:44514|issue:45290", + "issue:44964|issue:45405", + "issue:43493|issue:43825", + "issue:43525|issue:43572", + "issue:44977|issue:46209", + "issue:44554|issue:46365", + "issue:44625|issue:45584", + "issue:43452|issue:44451", + "issue:28218|issue:33357", + "issue:45823|issue:46050", + "issue:42796|issue:44977", + "issue:43994|issue:46192", + "issue:43493|issue:43844", + "issue:39692|issue:43295", + "issue:43278|issue:43844", + "issue:43646|issue:44466", + "issue:46209|issue:46710", + "issue:44849|issue:46209", + "issue:33357|issue:33666", + "issue:43278|issue:43701", + "issue:44568|issue:46489" + ], + "prepared_review_unit_hash": "f2d3dc61849554faed68a55faa1844a299188802800985746eeafce21f596af7", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36498, + "estimated_input_tokens": 9125, + "estimated_eval_tokens": 18506 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated regressions, model-specific bugs, or docs/config issues. None of the soft pairs look like true duplicates, so there is no strong canonical artifact here.", + "confidence": 0.98, + "canonical_issue_reason": "No single canonical issue stands out; the set spans unrelated tokenizer, loading, config, training, and performance problems, so the cluster appears noisy rather than duplicate-heavy.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is the broadest user-facing regression in the set because it breaks core `from_pretrained` loading for both tokenizers and causal LMs, making it the closest thing to a cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43611", + "right": "issue:46846", + "accept": false, + "reason": "Different bugs: one is a `base_model_prefix` loading regression, the other is a Qwen3.5 TP-plan omission causing OOM/shape errors." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Unrelated: multi-GPU training on Qwen2-VL vs a `compute_loss` signature mismatch in a custom trainer." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "Different failure modes and models: CPU offload device mismatch vs lost custom token IDs after save/load." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Unrelated model-loading legacy-field bug vs processor output size mismatch." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Different regressions: dtype drift in eval vs auxiliary-loss normalization error." + }, + { + "left": "issue:43782", + "right": "issue:46693", + "accept": false, + "reason": "One is a `from_pretrained` weight-only load error; the other is a long-context FA2 performance regression." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "Different processor/chat-template bugs: wrong default sampling rate vs regression accessing `processor.tokenizer` and image inputs." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems: packed-weight loading in BitNet vs tokenizer attribute error in MLuke." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but the triggers differ: batched padding=False crash vs tool-call assistant message with no content." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Different issues: model loading failure vs an unreleased `MIN_PEFT_VERSION` bump." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "Unrelated: SigLIP2 implementation discrepancy vs pipeline error-message wording for translation tasks." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Similar shape, but not the same bug: missing `pad_token_id` in Llama4 vs missing `pad_token_idx` in StableLm." + }, + { + "left": "issue:44977", + "right": "issue:46209", + "accept": false, + "reason": "Different problems: flash-attention generation bug vs FP8 inference failure on B200." + }, + { + "left": "issue:44554", + "right": "issue:46365", + "accept": false, + "reason": "Completely unrelated: MPS attention correctness issue vs Trainer import conflict with `datasets`." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Different model behaviors: Qwen3.5 `num_labels` propagation vs Whisper empty-transcription failure after token alignment." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Broad loading regressions, but not the same bug: `gguf_file` breaks core APIs while ScandiBERT load failure is model-specific." + }, + { + "left": "issue:28218", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated: tokenizer spacing after added token vs a MacOS bus error in CLIP loading." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Different device/load paths: Gemma4 PLE device mismatch vs quantized-model save/load breakage." + }, + { + "left": "issue:42796", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43994", + "right": "issue:46192", + "accept": false, + "reason": "Different concerns: SigLIP2 output quality bug vs `return_tensors` being ignored when `text_kwargs` is passed." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different classes of bug: model discrepancy vs DeepSpeed ZeRO-3 gradient growth regression." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are not the same as a processor API regression in custom multimodal code." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different training regressions: eval dtype change vs gradient explosion under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Different issues: custom model init regression vs device-dependent `lm_head.weight` serialization inconsistency." + }, + { + "left": "issue:46209", + "right": "issue:46710", + "accept": false, + "reason": "Both are version regressions, but one is FP8 inference on B200 and the other is accuracy drift in DeepSeek-R1-Distill-Llama-8B." + }, + { + "left": "issue:44849", + "right": "issue:46209", + "accept": false, + "reason": "Unrelated: Qwen3.5 hidden-state bug vs FP8/B200 inference failure." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Completely unrelated issues: MacOS CLIP bus error vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different regressions: eval dtype mismatch vs resume-from-checkpoint key mismatch." + }, + { + "left": "issue:44568", + "right": "issue:46489", + "accept": false, + "reason": "Both are tokenizer regressions in v5+, but they affect different models and symptoms; 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": 24, + "review_unit_index": 27, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29942", + "issue:30333", + "issue:43257", + "issue:43299", + "issue:43334", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43937", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44464", + "issue:44488", + "issue:44493", + "issue:44568", + "issue:44589", + "issue:44792", + "issue:44843", + "issue:44849", + "issue:44869", + "issue:44964", + "issue:45072", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45759", + "issue:45812", + "issue:46050", + "issue:46285", + "issue:46399", + "issue:46424", + "issue:46701", + "issue:46710", + "issue:46752", + "issue:46821", + "issue:46832", + "issue:46846" + ], + "soft_pairs": [ + "issue:44488|issue:44843", + "issue:43927|issue:44361", + "issue:44792|issue:45405", + "issue:44568|issue:45812", + "issue:43824|issue:44589", + "issue:43575|issue:45405", + "issue:44849|issue:45357", + "issue:43504|issue:43606", + "issue:43257|issue:43299", + "issue:43334|issue:43572", + "issue:44589|issue:45520", + "issue:45245|issue:46710", + "issue:46821|issue:46832", + "issue:43334|issue:45759", + "issue:43606|issue:44112", + "issue:44493|issue:46285", + "issue:46399|issue:46846", + "issue:43572|issue:44291", + "issue:43504|issue:43653", + "issue:45072|issue:46832", + "issue:44464|issue:46424", + "issue:43937|issue:46701", + "issue:43844|issue:44964", + "issue:43873|issue:46050", + "issue:29942|issue:30333", + "issue:45200|issue:45229", + "issue:44869|issue:46752", + "issue:43994|issue:44493" + ], + "prepared_review_unit_hash": "ec0015bb900241ff3903c9a084430762ddeb5321780f32bb2e2b19d63b7fc68e", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "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 noisy and largely heterogeneous: the items span unrelated model-loading, tokenizer/config, quantization/offload, and CI failures. No soft duplicate edges look safe to merge.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the cluster does not share one underlying bug, so any single issue would be a misleading representative.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good global representative because the paired artifacts describe different code paths and different models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both involve tokenizer/model loading, but one is a specific model load failure while the other is an offline-mode hub lookup bug; different underlying causes." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Both are runtime errors, but they affect different tokenizers/configs and different failure points; not the same bug." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A Janus test failure and a PEFT version pin problem are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both mention token IDs, but one is mDeBERTa add_special_tokens behavior and the other is a Granite tokenizer regression; different model-specific issues." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "An import error for Qwen2.5-VL and a Float8 storage lookup error are distinct failures." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Qwen2 tensor-parallel OOM and a dependency version bump are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Hidden-states output behavior and incorrect visual encoder save keys are different Qwen3.5 bugs." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Beit legacy-field loading and Bark CPU offload device mismatch are unrelated code paths." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen MOE loading regressions, but they hit different model variants and different load paths; not close enough to merge." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Different models and different missing config fields (`pad_token_id` vs `pad_token_idx`)." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup and flash_attn import key errors are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:46710", + "accept": false, + "reason": "Category-count runtime limits and an accuracy regression after upgrade are not the same problem." + }, + { + "left": "issue:46821", + "right": "issue:46832", + "accept": false, + "reason": "TimesFM window_size handling and RT-DETR feature-level forwarding are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both touch multimodal/composite configs, but one is a missing `pad_token_id` attribute and the other is `text_config` unwrapping; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "A CPU offload device mismatch and a stale CI test in GraniteSpeech are different issues." + }, + { + "left": "issue:44493", + "right": "issue:46285", + "accept": false, + "reason": "Unexpected position-id keys across many models is not the same as CLIP text model structure divergence." + }, + { + "left": "issue:46399", + "right": "issue:46846", + "accept": false, + "reason": "Qwen3.5 kernel registration failure and missing TP-plan entries are different Qwen3.5 code paths." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "A missing config field in StableLm and an unexpected `_is_hf_initialized` argument during empty-weight init are different regressions." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit pretrained-load legacy-field handling and BigBirdTokenizer special-token registration are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:46832", + "accept": false, + "reason": "bfloat16 dtype mismatches and RT-DETR feature-level handling are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:46424", + "accept": false, + "reason": "Chunked-generation inconsistency with compiled forward is not the same as cache-length behavior for quantized cache." + }, + { + "left": "issue:43937", + "right": "issue:46701", + "accept": false, + "reason": "GLM-5 generation config validation and DiffusionGemma pipeline failure are different problems." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth and Phi-4 multimodal load failure are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offload behavior and broken quantized save/load are adjacent themes but distinct bugs and code paths." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 test failures and MLflow reporting after a failed job are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting `mm_token_type_ids` and multi-GPU CUDA OOM are different Gemma 4 issues." + }, + { + "left": "issue:44869", + "right": "issue:46752", + "accept": false, + "reason": "Whisper timestamp decoding and empty chat-template input handling are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Siglip2 incorrect outputs and unexpected position-id keys are different model/loading regressions." + } + ] + }, + "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": 24, + "review_unit_index": 28, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:34567", + "issue:37428", + "issue:38175", + "issue:41720", + "issue:42490", + "issue:43065", + "issue:43295", + "issue:43450", + "issue:43493", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43696", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:44186", + "issue:44423", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45229", + "issue:45406", + "issue:45446", + "issue:45520", + "issue:45588", + "issue:45759", + "issue:45823", + "issue:46050", + "issue:46121", + "issue:46178", + "issue:46192", + "issue:46369", + "issue:46701", + "issue:46710", + "issue:46821" + ], + "soft_pairs": [ + "issue:45229|issue:45823", + "issue:45588|issue:46050", + "issue:42490|issue:43696", + "issue:29159|issue:32090", + "issue:44977|issue:46701", + "issue:28218|issue:34567", + "issue:45084|issue:45520", + "issue:43065|issue:46369", + "issue:44554|issue:45446", + "issue:15354|issue:38175", + "issue:44423|issue:44734", + "issue:43493|issue:43701", + "issue:41720|issue:46710", + "issue:45406|issue:46121", + "issue:44977|issue:46710", + "issue:45072|issue:45198", + "issue:43295|issue:43450", + "issue:37428|issue:43957", + "issue:45588|issue:45759", + "issue:43540|issue:45200", + "issue:43295|issue:43873", + "issue:44186|issue:46192", + "issue:43572|issue:46821", + "issue:43295|issue:44610", + "issue:45823|issue:46192", + "issue:29870|issue:29942", + "issue:43550|issue:43844", + "issue:45520|issue:46178" + ], + "prepared_review_unit_hash": "a1bfb3f3dbd255cfe753cdc4c90a6afaefc3b5d670be9289920943da80e2a0bd", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36165, + "estimated_input_tokens": 9042, + "estimated_eval_tokens": 18340 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These are mostly unrelated issue reports that only look superficially similar by keywords or subsystem; none of the soft pairs describe the same underlying bug/change closely enough to merge as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is a multi-GPU CUDA OOM and the other is a device-mapping/forward mismatch; different failure modes and likely different fixes." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Flash-attention None-handling crash vs. quantization save/load breakage are unrelated code paths and bugs." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss CUDA OOM are clearly unrelated." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and Trainer _gpu_broadcast_one NoneType error involve different subsystems and symptoms." + }, + { + "left": "issue:44977", + "right": "issue:46701", + "accept": false, + "reason": "Both mention generation, but one is a flash-attention bug for Qwen3.5 and the other is an image-text pipeline issue for DiffusionGemma; not the same code path." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer spacing after added tokens and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile/template-node error and flash_attn import KeyError are different import/compile failures with no shared underlying fix." + }, + { + "left": "issue:43065", + "right": "issue:46369", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs. SAM3 litetext memory overflow are different model-specific issues." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness with mismatched head dims and a PyTorch version check for flex_attention import are not the same bug." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but one is a multimodal continuous-batching attribute error and the other is KV-cache tensor indexing; different code paths." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:46710", + "accept": false, + "reason": "Qwen3 auto device-map CUDA assert and DeepSeek accuracy regression after upgrade are not the same defect." + }, + { + "left": "issue:45406", + "right": "issue:46121", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve and rope-parameter JSON list handling are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:46710", + "accept": false, + "reason": "Flash-attention generation failure and model accuracy regression are distinct issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch inference failures and Wav2Vec2 save_pretrained/tokenization failure are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and video batch shape bug are different multimodal processing problems." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention helper import error and meta-device model loading breakage are different initialization issues." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Sink-less flash_attention crash and missing text_config unwrapping are separate issues." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Video-input processing error in Qwen3OmniMoe and Gemma4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression and quantization offloading issue do not share the same root cause." + }, + { + "left": "issue:44186", + "right": "issue:46192", + "accept": false, + "reason": "LayoutLMv2Tokenizer NER/padding crash and return_tensors being ignored are both tokenizer bugs, but they affect different APIs and failure modes." + }, + { + "left": "issue:43572", + "right": "issue:46821", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and TimesFM window_size AttributeError are unrelated config bugs." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor.tokenizer regression and OmDet-Turbo image-size mismatch are different model/processor issues." + }, + { + "left": "issue:45823", + "right": "issue:46192", + "accept": false, + "reason": "Gemma4 device mismatch during forward and return_tensors being ignored are unrelated." + }, + { + "left": "issue:29870", + "right": "issue:29942", + "accept": false, + "reason": "Bart decoder_attention_mask generate error and Flash Attention 2 test failures are not the same underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and gradient growth with ZeRO-3 are unrelated training/runtime issues." + }, + { + "left": "issue:45520", + "right": "issue:46178", + "accept": false, + "reason": "flash_attn import KeyError on Python 3.13 and BACKENDS_MAPPING error for tensorflow_text are different backend-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": 24, + "review_unit_index": 29, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28218", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43572", + "issue:43575", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43856", + "issue:43950", + "issue:43975", + "issue:44112", + "issue:44442", + "issue:44466", + "issue:44521", + "issue:44554", + "issue:44737", + "issue:44792", + "issue:44849", + "issue:44987", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45356", + "issue:45381", + "issue:45563", + "issue:45823", + "issue:46192", + "issue:46209", + "issue:46285", + "issue:46512", + "issue:46894", + "issue:46899", + "issue:46932" + ], + "soft_pairs": [ + "issue:43450|issue:43575", + "issue:45200|issue:45823", + "issue:43572|issue:44987", + "issue:44554|issue:45356", + "issue:37428|issue:43824", + "issue:42490|issue:43493", + "issue:43232|issue:44849", + "issue:43295|issue:43493", + "issue:44466|issue:45127", + "issue:39692|issue:46192", + "issue:44521|issue:45290", + "issue:43653|issue:44112", + "issue:45381|issue:46209", + "issue:28218|issue:35141", + "issue:43278|issue:43856", + "issue:44737|issue:46894", + "issue:42915|issue:43824", + "issue:43824|issue:43975", + "issue:43950|issue:46285", + "issue:43452|issue:46512", + "issue:43334|issue:43525", + "issue:43262|issue:43450", + "issue:44442|issue:45198", + "issue:45200|issue:46932", + "issue:44792|issue:45563", + "issue:45200|issue:46899", + "issue:43819|issue:44112" + ], + "prepared_review_unit_hash": "1f4b239159cb4061508dd94b9ce729c22d9cc9becfa3c41eb9bb1632115f63a1", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35590, + "estimated_input_tokens": 8898, + "estimated_eval_tokens": 18052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All candidate soft pairs are near-theme matches at best, but none appear to describe the same underlying bug or change closely enough to merge as duplicates. The set is mostly a collection of distinct model, tokenizer, processor, and import regressions.", + "confidence": 0.92, + "canonical_issue_reason": "Issue #46932 is the strongest standalone canonical candidate: it is open, narrowly scoped to a concrete Gemma4 quantized-embedder dtype bug, and explicitly references a related prior report, making it the clearest representative issue in this set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46932 is the best issue for triage because it is specific, actionable, and already framed as part of the same bug family as a prior report, whereas most others here are unrelated one-off regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Different subsystems and failure modes: batched video processor output shape vs OOM when loading a large Qwen2-57B model with tensor parallelism." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is about mm_token_type_ids defaulting for text-only fine-tuning and the other is a device-mismatch forward pass bug." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Unrelated bugs: a missing pad_token_idx in StableLmConfig versus a transformers version load failure for a physical-intelligence model." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Different code paths: MPS attention correctness with mismatched head dims vs tokenizer codec handling and warning behavior in Kimi-K2.5." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different modules; they do not indicate the same underlying breakage." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "A local-path trailing-slash import warning is unrelated to a SigLIP2 implementation discrepancy against JAX." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs syncing after sync_gpus is a different bug from Qwen3.5 output_hidden_states handling." + }, + { + "left": "issue:43295", + "right": "issue:43493", + "accept": false, + "reason": "Custom processor.tokenizer access regression is unrelated to the SigLIP2 model-vs-JAX discrepancy." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "They both mention tied weights, but one is serialization inconsistency by device and the other is LoRA merge collapse with extended vocab; too different to treat as the same bug." + }, + { + "left": "issue:39692", + "right": "issue:46192", + "accept": false, + "reason": "A broken SigLIP2 docs example is unrelated to return_tensors being ignored when text_kwargs is explicitly passed." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal inputs and the other is a crash on tool-call assistant messages with no content." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBird tokenizer special-token registration bug and a stale CI test in GraniteSpeech are unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46209", + "accept": false, + "reason": "Qwen2.5-VL video vision_position_ids bug is unrelated to FP8 inference failure on B200." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens and embedding reinitialization during resize are different tokenizer/model weight issues." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift between train/eval is not the same as Qwen3 MoE memory inefficiency." + }, + { + "left": "issue:44737", + "right": "issue:46894", + "accept": false, + "reason": "XLNet CPU allocation bug and CohereASR training-loss double-shift bug are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 failure and a Qwen2_5_VL import error are different failures in different components." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "An import error for Qwen2_5_VLForConditionalGeneration is unrelated to DeepSeek tokenizer detokenization regression." + }, + { + "left": "issue:43950", + "right": "issue:46285", + "accept": false, + "reason": "Silent corruption of non-persistent buffers during from_pretrained is a different bug from CLIP text model structural inconsistency." + }, + { + "left": "issue:43452", + "right": "issue:46512", + "accept": false, + "reason": "GGUF loading failures in from_pretrained are unrelated to from_config(dtype=...) leaving config.dtype stale." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Both are pad_token_id attribute errors, but they affect different model configs and likely different missing-config paths; not enough evidence of one shared bug." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape errors are different processor bugs." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "AutoTokenizer loading failure for FastSpeech2Conformer is unrelated to Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:45200", + "right": "issue:46932", + "accept": false, + "reason": "Both are Gemma4 multimodal issues, but one is a missing zeros default for mm_token_type_ids and the other is unsafe dtype casting in quantized embedders." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failed janus image-generation test and a stale paged-generate warning are not the same underlying bug." + }, + { + "left": "issue:45200", + "right": "issue:46899", + "accept": false, + "reason": "These both touch Gemma4 multimodal processing, but one concerns token type defaults for fine-tuning while the other is a 4-bit quantization dtype-cast bug." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent reconstruction mismatch and a GraniteSpeech CI device-override test failure 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": 24, + "review_unit_index": 30, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "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:44448", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44855", + "issue:44857", + "issue:44898", + "issue:45083", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45520", + "issue:45584", + "issue:45593", + "issue:45759", + "issue:46170", + "issue:46192", + "issue:46209", + "issue:46234", + "issue:46285", + "issue:46424", + "issue:46512", + "issue:46821", + "issue:46858" + ], + "soft_pairs": [ + "issue:44898|issue:45412", + "issue:43526|issue:46192", + "issue:45200|issue:45325", + "issue:43827|issue:43901", + "issue:41720|issue:46209", + "issue:43335|issue:43550", + "issue:44561|issue:46234", + "issue:43388|issue:43526", + "issue:43819|issue:45083", + "issue:44857|issue:45593", + "issue:44610|issue:44857", + "issue:46424|issue:46858", + "issue:45759|issue:46285", + "issue:45520|issue:46170", + "issue:46512|issue:46821", + "issue:43606|issue:45083", + "issue:44206|issue:45584", + "issue:38175|issue:45412", + "issue:43335|issue:43653", + "issue:37428|issue:43425", + "issue:29942|issue:32090", + "issue:43550|issue:44112", + "issue:28282|issue:33357", + "issue:43611|issue:43931", + "issue:43335|issue:43504", + "issue:44855|issue:45083", + "issue:44448|issue:44743", + "issue:43278|issue:43825" + ], + "prepared_review_unit_hash": "8097215f3680fd54850a80440d9c8c616267c0e9980554dacb978fd6b5af23fa", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36445, + "estimated_input_tokens": 9112, + "estimated_eval_tokens": 18480 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These look like a noisy mix of unrelated Transformers issues, not a duplicate cluster. The soft pairs mostly share broad themes like v5 regressions, model loading, or model-specific failures, but not the same underlying bug or mergeable fix.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44561 is the best representative because it is a concrete, broadly impactful v5 compatibility regression tied to a specific removed utility and affects trust_remote_code models; among the set, it is one of the most central API-breakage reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44561 is the most broadly representative and actionable issue in the set, with a clear runtime regression and wider compatibility impact than the narrower model- or docs-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different model families and failure modes: Perceiver resolution handling vs RT-DETR memory cleanup." + }, + { + "left": "issue:43526", + "right": "issue:46192", + "accept": false, + "reason": "Unrelated bugs in different code paths: BEiT label reduction vs processor argument handling." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different multimodal config bugs: defaulting mm_token_type_ids vs rope index scaling for video/image positions." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but they target different pages and different API changes; not the same bug/change." + }, + { + "left": "issue:41720", + "right": "issue:46209", + "accept": false, + "reason": "Different hardware/runtime failures: cudaErrorAssert on A800 vs FP8 inference failure on B200." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Separate model-specific defects: SwitchTransformers config construction vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:44561", + "right": "issue:46234", + "accept": false, + "reason": "Both concern missing utilities in import_utils, but they are distinct symbols and distinct breakages." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different utilities and symptoms: gather_for_metrics batch truncation vs BEiT image processor label reduction." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Both involve helper functions, but they affect different models and different logic paths." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Different detection-model losses and different root causes; not the same underlying bug." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Input-size mismatch in OmDet-Turbo vs AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:46424", + "right": "issue:46858", + "accept": false, + "reason": "Both are cache-related, but one is a config option bug and the other is a device-tensor length arithmetic bug." + }, + { + "left": "issue:45759", + "right": "issue:46285", + "accept": false, + "reason": "Different composite-model loading issues: unwrapping text_config vs CLIP text model structure inconsistency." + }, + { + "left": "issue:45520", + "right": "issue:46170", + "accept": false, + "reason": "Both are import/dependency problems, but on different platforms and with different causes: flash_attn key vs torch.distributed on Windows ROCm." + }, + { + "left": "issue:46512", + "right": "issue:46821", + "accept": false, + "reason": "Different configuration/state bugs: stale dtype after from_config vs missing window_size support." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Different regressions: feature extractor center argument crash vs Whisper empty transcription after special-token alignment." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "Separate symptoms and subsystems: zero probabilities in SigLIP2 vs RT-DETR memory release." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs in different components: SwitchTransformers sparse layer creation vs BigBirdTokenizer special-token registration." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Both mention version incompatibility, but one is a missing private helper import and the other is a broader torch 2.10 incompatibility report." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Different failures in unrelated areas: Flash Attention 2 tests vs Trainer GPU broadcast NoneType error." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "One is a runtime model/compile bug, the other is a CI test flake from stale device override; not the same issue." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch missing import error on setup vs MacOS bus error with CLIP; no shared underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are model-loading problems, but they stem from different model architectures and incompatible checkpoints, not one shared defect." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different BEiT/SwitchTransformers bugs with different legacy fields and config behavior." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 decorator parsing issue vs qwen3_omni_moe helper behavior; unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different model behavior regressions: Pegasus output drift across versions vs Qwen3_5 recurrent-state reset." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype mismatch during eval vs pipeline error-message wording; different layers and different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 31, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:26413", + "issue:28218", + "issue:29127", + "issue:31501", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43335", + "issue:43526", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43819", + "issue:43854", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44617", + "issue:44779", + "issue:44857", + "issue:45072", + "issue:45083", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45459", + "issue:45478", + "issue:45588", + "issue:45593", + "issue:45823", + "issue:45859", + "issue:46234", + "issue:46326", + "issue:46431", + "issue:46566", + "issue:46697" + ], + "soft_pairs": [ + "issue:37428|issue:44351", + "issue:43335|issue:45083", + "issue:29127|issue:32090", + "issue:43335|issue:44112", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:44514|issue:44521", + "issue:45290|issue:46326", + "issue:34689|issue:35141", + "issue:45588|issue:45859", + "issue:42490|issue:43854", + "issue:46431|issue:46566", + "issue:45127|issue:45245", + "issue:45310|issue:45478", + "issue:44448|issue:44779", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:43606|issue:44857", + "issue:26413|issue:31501", + "issue:28218|issue:32090", + "issue:45459|issue:46234", + "issue:44617|issue:46697", + "issue:43701|issue:45083", + "issue:39692|issue:44493", + "issue:44206|issue:45823", + "issue:32090|issue:33357", + "issue:42490|issue:43575", + "issue:44857|issue:45072", + "issue:44360|issue:44561" + ], + "prepared_review_unit_hash": "4a39681ea45ef9157c38c9ef46cc48940a212c59f12a0f4f5dc8d8bd6fd3d250", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36457, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most pairs are only superficially similar (same subsystem or keyword overlap) but describe different bugs. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression (45310/45478).", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the clearest canonical because issue:45478 has the same title and appears to be the same Qwen3.5 MoE from_pretrained failure report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative of the only true duplicate pair; the rest of the cluster is unrelated noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related breakages, but they are different missing symbols in different modules and do not look like the same fix." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Different model bugs: sparse-layer construction in SwitchTransformers vs a helper-lengths behavior issue in qwen3_omni_moe." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Unrelated problems: LayoutLMv3 error-message clarity vs a Trainer GPU broadcast NoneType crash." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "Same broad area of model/runtime bugs, but the concrete failures and code paths are different." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Different model-specific logic bugs with no clear shared underlying defect." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "BitNet packed-weight loading vs a GraniteSpeech CI device override issue are separate failures." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is a batched padding=False crash and the other is zero assistant masks; not clearly the same bug." + }, + { + "left": "issue:45290", + "right": "issue:46326", + "accept": false, + "reason": "Both touch chat templating, but one is a tool-call/no-content crash and the other is continue_final_message behavior for mistral_common tokenizers." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model-loading breakage and embedding reinitialization are distinct issues." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "Different components and failure modes: flash_attention sink handling vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "A trailing-slash import warning is not the same as failing to load GLM-4.7-Flash in tests." + }, + { + "left": "issue:46431", + "right": "issue:46566", + "accept": false, + "reason": "Missing chat template vs weights staying on meta with device_map=auto are unrelated loader problems." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "Extended-vocabulary LoRA collapse and category-count overflow are unrelated bugs." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate reports of the same Qwen3.5 MoE from_pretrained error; same title and same failure mode." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer/model output regressions for different models and symptoms." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent/STE mismatch and unexpected position-id keys are separate issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch vs float16 AMP crash in LwDetrImageLoss are different code paths." + }, + { + "left": "issue:26413", + "right": "issue:31501", + "accept": false, + "reason": "Resume-from-checkpoint epoch-iterator failure is not the same as FineWeb SLM training not starting." + }, + { + "left": "issue:28218", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer extra-space behavior and Trainer GPU broadcast NoneType crash are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:46234", + "accept": false, + "reason": "Tokenizer protobuf error handling and a missing import_utils availability helper are different issues." + }, + { + "left": "issue:44617", + "right": "issue:46697", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Swin2SR over-padding are unrelated." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Resume-from-checkpoint key mismatch and qwen3_omni_moe feature-length behavior are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 documentation issues and unexpected position-id keys do not share the same underlying defect." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "A NoneType GPU broadcast error is unrelated to the MacOS bus error on CLIP model loading." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path import warning and Qwen2-57B-A14B-Instruct tp OOM are different failures." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP crash in a loss module and dtype mismatches in inference are not the same concrete bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer activation discussion and trust_remote_code breakage from removed helper are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: the only accepted soft pair is the exact-title duplicate 45310/45478, and the remaining verdicts stay conservative by distinguishing clearly different failure modes despite superficial keyword overlap. No unsupported mergeability claims or overstatements stand out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 32, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:25251", + "issue:27957", + "issue:29870", + "issue:29942", + "issue:32090", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:42175", + "issue:42490", + "issue:43278", + "issue:43329", + "issue:43381", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:44448", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45083", + "issue:45229", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45698", + "issue:45920", + "issue:46192", + "issue:46399", + "issue:46421", + "issue:46655", + "issue:46858" + ], + "soft_pairs": [ + "issue:43550|issue:45083", + "issue:27957|issue:34689", + "issue:29942|issue:35141", + "issue:38175|issue:44493", + "issue:29870|issue:32090", + "issue:43278|issue:43329", + "issue:44448|issue:44977", + "issue:45920|issue:46192", + "issue:45290|issue:45381", + "issue:10000|issue:15354", + "issue:44977|issue:45229", + "issue:29870|issue:33290", + "issue:43278|issue:43381", + "issue:44855|issue:46399", + "issue:43927|issue:45698", + "issue:45290|issue:46655", + "issue:40444|issue:43526", + "issue:37428|issue:42175", + "issue:44857|issue:45588", + "issue:32090|issue:33290", + "issue:46421|issue:46858", + "issue:44561|issue:44779", + "issue:44448|issue:44466", + "issue:43873|issue:45229", + "issue:25251|issue:32090", + "issue:43976|issue:45440", + "issue:42490|issue:43873", + "issue:44568|issue:45491", + "issue:43278|issue:43575", + "issue:44871|issue:44977" + ], + "prepared_review_unit_hash": "fa7dd04e8e8ee740388812340f3e97272bde4e5ff5b80c17ad90d0342faa52e6", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37078, + "estimated_input_tokens": 9270, + "estimated_eval_tokens": 18796 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the candidate edges link unrelated bugs across models, tokenizers, flash-attention, caching, save/load, and training. I would not merge any of the soft pairs as duplicates. If a single issue must represent the cluster, issue 43873 is the most active/open thread, but the set does not form a coherent duplicate group.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the most active open issue with inbound references, so it is the best single representative if one must be chosen; however, it is not a true canonical duplicate for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Different subsystems: torch.compile/SDPA vs a qwen3_omni_moe helper bug." + }, + { + "left": "issue:27957", + "right": "issue:34689", + "accept": false, + "reason": "Unrelated problems: Flash Attention 2 support for XLMRoberta vs a Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as post_init reinitializing embeddings after resize." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero probabilities in SigLIP2 is unrelated to unexpected position-id keys in model configs." + }, + { + "left": "issue:29870", + "right": "issue:32090", + "accept": false, + "reason": "BART generate() decoder_attention_mask bug is distinct from Trainer GPU broadcast NoneType handling." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Mixed precision dtype drift during eval is unrelated to undefined video-token helper variables." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is a different bug from Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:45920", + "right": "issue:46192", + "accept": false, + "reason": "Tokenizer ID regression across multiple models is not the same as return_tensors being ignored with text_kwargs." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat template tool-call crash is unrelated to Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "DistilBert German model issue and torch.jit GeneratorExp export failure are different code paths." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to Gemma4 multi-GPU CUDA OOM." + }, + { + "left": "issue:29870", + "right": "issue:33290", + "accept": false, + "reason": "Generation mask bug does not match deepspeed Adafactor OOM behavior." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval dtype mismatch is unrelated to gradient checkpointing being disallowed in eval mode." + }, + { + "left": "issue:44855", + "right": "issue:46399", + "accept": false, + "reason": "Python 3.13 decorator parsing/import error is not the same as a missing decorator in Qwen3.5 registration." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load behavior, but one is config token IDs and the other is custom module resolution; different bugs." + }, + { + "left": "issue:45290", + "right": "issue:46655", + "accept": false, + "reason": "Assistant tool-call chat-template crash is unrelated to SmolVLM video padding calculation." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Qwen2.5-VL iterable-dataset finetuning failure is unrelated to BeitImageProcessorFast label reduction." + }, + { + "left": "issue:37428", + "right": "issue:42175", + "accept": false, + "reason": "Flash-attention import breakage is unrelated to missing tensorflow in the torch extra install." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "LwDetr AMP crash and flash_attention.py s_aux=None crash are different failure modes." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer broadcast NoneType error is not the same underlying issue as deepspeed Adafactor OOM." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Both touch cache/compile, but one is spurious recompilation and the other is device-tensor slice arithmetic in _prefill." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of is_torch_fx_available and DeepSeek tokenizer regression are different v5 breakages." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output mismatch and lm_head.weight serialization differ in symptom and code path." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading problems are not the same as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting behavior is unrelated to Trainer broadcast NoneType errors." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue is unrelated to DeepseekV3MoE divergence from remote code." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id inconsistency is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:43526", + "right": "issue:43575", + "accept": false, + "reason": "BeitImageProcessorFast label handling is unrelated to Qwen2-57B-A14B TP load OOM." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Different bug classes: eos_token_id config mismatch vs flash-attention generation failure." + }, + { + "left": "issue:46421", + "right": "issue:46858", + "accept": false, + "reason": "Related area but not duplicate: cache initialization recompilation vs cache seq-length tensor arithmetic." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Different affected components: remote-code helper removal vs tokenizer regression." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Training/eval dtype change is unrelated to TP load OOM on a large Qwen model." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer/config eos_token mismatch is not the same as flash-attention generation failure." + } + ] + }, + "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": 24, + "review_unit_index": 33, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29127", + "issue:29870", + "issue:29942", + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43381", + "issue:43412", + "issue:43575", + "issue:43611", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44442", + "issue:44462", + "issue:44479", + "issue:44743", + "issue:44977", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712", + "issue:45803", + "issue:45823", + "issue:46121", + "issue:46693" + ], + "soft_pairs": [ + "issue:43381|issue:43701", + "issue:33357|issue:39692", + "issue:41720|issue:45229", + "issue:45588|issue:45823", + "issue:29127|issue:34567", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:44361|issue:45198", + "issue:44186|issue:45198", + "issue:43653|issue:44743", + "issue:43611|issue:46121", + "issue:29870|issue:34689", + "issue:45372|issue:45588", + "issue:42915|issue:42994", + "issue:43756|issue:45440", + "issue:43653|issue:44442", + "issue:29942|issue:30064", + "issue:44206|issue:44479", + "issue:43412|issue:45588", + "issue:45459|issue:45712", + "issue:45372|issue:45406", + "issue:45491|issue:46693", + "issue:44265|issue:45198", + "issue:29127|issue:33357", + "issue:43065|issue:43994", + "issue:43065|issue:45412", + "issue:45245|issue:45563", + "issue:43575|issue:43701", + "issue:43066|issue:44462", + "issue:45440|issue:45593", + "issue:42490|issue:43381" + ], + "prepared_review_unit_hash": "516e587abf1b6f8dd4c01af481b89c0e0cd3d460d6f6c6def614f6f1a13e8468", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36992, + "estimated_input_tokens": 9248, + "estimated_eval_tokens": 18752 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicate pairs are convincing enough to accept; the set is highly heterogeneous and the overlaps are mostly broad subsystem similarity rather than the same concrete bug. I picked one broadly scoped loading/tokenizer regression as the issue representative.", + "confidence": 0.62, + "canonical_issue_reason": "issue:44462 is a clear, user-facing core library regression with a concrete failure mode in the tokenizer loading path, making it a reasonable representative for this otherwise mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44462 is the strongest stand-in here because it describes a precise, broadly relevant loading bug rather than a model-specific or highly incidental failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior and resume-from-checkpoint key mismatch are unrelated bugs with different code paths and symptoms." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error with a community CLIP model is unrelated to SigLIP2 documentation/example errors and quantization failure." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert and Gemma4 multi-GPU OOM are different failure modes, likely different root causes." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention s_aux=None crash and Gemma4 PLE device mismatch are separate runtime issues in different paths." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updates are unrelated concerns." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and a stale paged-generate warning are not the same bug." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure and a bare-except bug in Fuyu tensor conversion are different issues despite both touching tokenization code." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLuke tokenizer AttributeError and Wav2Vec2 save/tokenization failure are distinct tokenizer/model-specific problems." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crashes do not match the Wav2Vec2 save/tokenization bug." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird tokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated model behaviors." + }, + { + "left": "issue:43611", + "right": "issue:46121", + "accept": false, + "reason": "Base-model-prefix loading breakage and rope-validation list handling are separate configuration/loading bugs." + }, + { + "left": "issue:29870", + "right": "issue:34689", + "accept": false, + "reason": "BART generate decoder_attention_mask initialization and Llama 3.2 model loading regression are different code paths and failures." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "ReasoningEffort import failure during Gemma 4 processor loading is unrelated to the flash-attention s_aux=None crash." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and quantized model saving failure are both quantization-related but not the same concrete bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE layer misconfiguration and DeepseekV3MoE divergence from remote implementation are different model correctness issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBird special-token registration and AutoTokenizer loading FastSpeech2ConformerTokenizer are unrelated tokenizer problems." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing are different image/model pipeline bugs." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen video-input regression are unrelated regressions." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Gemma3n export guard/erfinv support and flash-attention s_aux crash are distinct failures." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer error masking when protobuf is absent and leftover dummy classes are unrelated maintenance issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma 4 processor loading import error and Gemma4Processor missing _tokenizer in serve are different bugs in different call paths." + }, + { + "left": "issue:45491", + "right": "issue:46693", + "accept": false, + "reason": "Gemma3 NaN embeddings on mixed-length batches and long-context FA2 performance regression are related to attention, but not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failures with torch_compilable_check are unrelated to Wav2Vec2 save/tokenization breakage." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and CLIP MacOS bus error are completely different issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel/pipeline results do not share the same underlying bug." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A placeholder Conv2d in Sam3PixelDecoder is unrelated to RT-DETR memory not being released on deletion." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count overflow and a stale paged-generate warning are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Qwen2-57B-A14B-Instruct tensor-parallel OOM and resume_from_checkpoint key mismatch are different failure modes." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and AutoTokenizer ignoring tokenizer.json are both tokenizer-related, but they are different loading/configuration bugs." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model-specific correctness issues." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Import warning for local paths ending with a slash and gradient-checkpointing eval-mode behavior 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": 24, + "review_unit_index": 34, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:29127", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:42915", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43646", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44186", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44977", + "issue:45072", + "issue:45245", + "issue:45250", + "issue:45372", + "issue:45381", + "issue:45412", + "issue:45459", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45834", + "issue:45859", + "issue:46121", + "issue:46369", + "issue:46399", + "issue:46640", + "issue:46693" + ], + "soft_pairs": [ + "issue:29127|issue:35141", + "issue:45372|issue:45459", + "issue:43421|issue:45491", + "issue:43994|issue:45412", + "issue:45412|issue:46369", + "issue:43575|issue:44387", + "issue:44442|issue:45072", + "issue:44464|issue:45584", + "issue:43526|issue:45834", + "issue:42915|issue:43931", + "issue:43824|issue:44279", + "issue:43526|issue:46693", + "issue:27957|issue:29127", + "issue:27957|issue:33290", + "issue:45250|issue:46640", + "issue:43994|issue:46369", + "issue:33290|issue:34689", + "issue:33290|issue:35141", + "issue:43526|issue:44186", + "issue:43334|issue:43531", + "issue:46121|issue:46399", + "issue:45588|issue:45600", + "issue:43381|issue:43873", + "issue:44514|issue:45381", + "issue:43646|issue:44077", + "issue:43761|issue:45859", + "issue:44977|issue:45245", + "issue:44743|issue:44811", + "issue:44442|issue:44898" + ], + "prepared_review_unit_hash": "719781c5352da14dc2f93ac412c821fecb41a4c8617ff913d473b1c518a695c1", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35729, + "estimated_input_tokens": 8933, + "estimated_eval_tokens": 18122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous; several items mention Flash Attention 2, but the paired issues describe different concrete failures. No soft edge looks like a true duplicate.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 46693 is the clearest and most specific representative of the recurring Flash Attention 2 theme; the rest of the cluster is too mixed to justify a stronger canonical choice.", + "canonical_pr_reason": null, + "best_issue_reason": "46693 is the best issue to anchor the cluster because it describes a concrete FA2 regression with a clear failure mode and version boundary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different bugs: unclear LayoutLMv3 error messaging vs token-embedding resize reinitialization." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Both involve loading/tokenizer errors, but the root causes are unrelated imports vs protobuf exception masking." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer post-processor update behavior is unrelated to Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and symptoms: SigLIP2 inference quality vs RT-DETR memory release." + }, + { + "left": "issue:45412", + "right": "issue:46369", + "accept": false, + "reason": "Both mention memory, but they are different models and different failure mechanisms." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "OOM in tensor-parallel loading is not the same as int4 quantization reserved-memory regression." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to dtype mismatch during bfloat16 inference." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Different generation bugs: compiled-forward inconsistency vs empty-transcription handling in Whisper." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to Kosmos2.5 long OCR index errors." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8 config failure and Qwen3-VL weight-shape mismatch are different loading issues." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific missing export is not the same as a broad dependency issue." + }, + { + "left": "issue:43526", + "right": "issue:46693", + "accept": false, + "reason": "Image processor label handling is unrelated to FA2 long-context performance regression." + }, + { + "left": "issue:27957", + "right": "issue:29127", + "accept": false, + "reason": "Flash Attention 2 support question and LayoutLMv3 error-message clarity are unrelated." + }, + { + "left": "issue:27957", + "right": "issue:33290", + "accept": false, + "reason": "XLMRoberta+FA2 and Adafactor+DeepSpeed OOM are different failures." + }, + { + "left": "issue:45250", + "right": "issue:46640", + "accept": false, + "reason": "Both are generic FA2 titles, but there is no evidence they describe the same concrete bug or change." + }, + { + "left": "issue:43994", + "right": "issue:46369", + "accept": false, + "reason": "Different model-specific memory/behavior problems with no shared code path." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Optimizer OOM and model-loading breakage are distinct issues." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM during training is unrelated to embedding reinitialization after resizing." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Image label reduction and LayoutLMv2 tokenizer crashes are different bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Qwen3-VL is unrelated to sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:46121", + "right": "issue:46399", + "accept": false, + "reason": "Both are rope-related, but one is a type conversion bug and the other is a kernel registration/decorator failure." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention runtime crash and stale auto-mapping references are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading behavior are different issues." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template padding crash is not the same as wrong video vision_position_ids." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Framework-level custom model init regression and a specific model's post_init restriction are not duplicates." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIP hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "FA2 generation issue and category-cardinality RuntimeError have no shared bug." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen recurrent-state reset and Whisper batch_decode token skipping are different code paths." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure is unrelated to Perceiver interpolation behavior." + } + ] + }, + "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": 24, + "review_unit_index": 35, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:29870", + "issue:42175", + "issue:42490", + "issue:42907", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44206", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44743", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:44987", + "issue:45003", + "issue:45137", + "issue:45216", + "issue:45325", + "issue:45440", + "issue:45698", + "issue:45759", + "issue:45803", + "issue:45907", + "issue:46178", + "issue:46234", + "issue:46506", + "issue:46697", + "issue:46829", + "issue:46932" + ], + "soft_pairs": [ + "issue:43262|issue:44206", + "issue:42490|issue:44743", + "issue:45003|issue:45440", + "issue:43720|issue:44442", + "issue:42175|issue:46234", + "issue:27957|issue:29870", + "issue:43316|issue:43525", + "issue:43493|issue:43827", + "issue:44062|issue:45907", + "issue:44077|issue:44479", + "issue:45325|issue:46697", + "issue:43873|issue:44871", + "issue:44855|issue:45137", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:43316|issue:45759", + "issue:46829|issue:46932", + "issue:44190|issue:44496", + "issue:44987|issue:46178", + "issue:43761|issue:44188", + "issue:44442|issue:45803", + "issue:43761|issue:44079", + "issue:43931|issue:45216", + "issue:43232|issue:43388", + "issue:43701|issue:46506", + "issue:42907|issue:45698" + ], + "prepared_review_unit_hash": "db36ae5feb084e106b2712641857d4fe2b5cbd09a3dc9f90ce3ea1df50ab1775", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35809, + "estimated_input_tokens": 8953, + "estimated_eval_tokens": 18162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated bug reports spanning different models, loaders, processors, and utilities. None of the soft-similarity pairs look like the same underlying issue or a mergeable duplicate PR.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45698 is the strongest representative: it has the most discussion/inbound references and describes a broad, clearly actionable save/load regression affecting custom modules.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the best global issue choice because it is active, well-scoped, and broadly relevant to model loading behavior rather than a narrowly model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Different failure modes in different audio/image preprocessing paths; no shared bug mechanism." + }, + { + "left": "issue:42490", + "right": "issue:44743", + "accept": false, + "reason": "Local-path import warning is unrelated to recurrent-state reset in modular Qwen code." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access is not the same as DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading and tokenizer loading failure are separate code paths." + }, + { + "left": "issue:42175", + "right": "issue:46234", + "accept": false, + "reason": "Backend packaging omission and missing import_utils symbol are unrelated packaging/import issues." + }, + { + "left": "issue:27957", + "right": "issue:29870", + "accept": false, + "reason": "Flash Attention support for XLM-Roberta is unrelated to BART generation mask initialization." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-related, but they concern different models and different missing fields." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Model implementation parity issue vs documentation reference cleanup; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "Token conversion bug and hub API forwarding bug are different utilities with different fixes." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "PatchTSMixer post_init policy and video-input regression are unrelated model-specific problems." + }, + { + "left": "issue:45325", + "right": "issue:46697", + "accept": false, + "reason": "RoPE temporal \u0564\u056b\u0580 handling in Qwen VL is unrelated to Swin2SR over-padding." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are distinct issues." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing error and DeepSpeed ZeRO3 deque underflow are unrelated runtime failures." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code config field loss and GPTNeoX rotary_pct reload regression affect different config machinery." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are separate loading problems." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and Qwen composite-config unwrap bug are not the same behavior." + }, + { + "left": "issue:46829", + "right": "issue:46932", + "accept": false, + "reason": "VideoPrism output-field bug and Gemma4 quantized embedder dtype casting are unrelated model changes." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading failure and unrecognized model config error do not share a concrete cause." + }, + { + "left": "issue:44987", + "right": "issue:46178", + "accept": false, + "reason": "Model loading failure for one repo and backend mapping error for tensorflow_text are different root causes." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIP hidden_states regression and attention-kernel divergence under torch.compile are separate code paths." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer class loading failure is unrelated to Fuyu's broad except swallowing errors." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Missing hidden_states output and ModelOutput key assignment bug are different output-handling defects." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Shape mismatch while loading a model and incorrect save_pretrained checkpoint serialization are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs update bug and metrics label truncation are separate trainer/generation behaviors." + }, + { + "left": "issue:43701", + "right": "issue:46506", + "accept": false, + "reason": "Checkpoint key mismatch and CPU/CUDA output divergence are unrelated training/runtime issues." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module are different save/load regressions." + } + ] + }, + "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": 24, + "review_unit_index": 36, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:27957", + "issue:28282", + "issue:32090", + "issue:42175", + "issue:42617", + "issue:43295", + "issue:43316", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44464", + "issue:44496", + "issue:44534", + "issue:44610", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:45542", + "issue:45584", + "issue:45632", + "issue:45803", + "issue:46050", + "issue:46170", + "issue:46202", + "issue:46234", + "issue:46291", + "issue:46365", + "issue:46369", + "issue:46421", + "issue:46424", + "issue:46894", + "issue:46932" + ], + "soft_pairs": [ + "issue:42617|issue:43575", + "issue:27957|issue:32090", + "issue:43575|issue:43742", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:25251|issue:28282", + "issue:46234|issue:46291", + "issue:43295|issue:43825", + "issue:16998|issue:22355", + "issue:43295|issue:44871", + "issue:44871|issue:45584", + "issue:44464|issue:46421", + "issue:43316|issue:43716", + "issue:42175|issue:43316", + "issue:44077|issue:44534", + "issue:44871|issue:46050", + "issue:43646|issue:44913", + "issue:45803|issue:46365", + "issue:44162|issue:44792", + "issue:43452|issue:44496", + "issue:44242|issue:46894", + "issue:43404|issue:43441", + "issue:45632|issue:46424", + "issue:45803|issue:46170", + "issue:43650|issue:46202", + "issue:44610|issue:46369", + "issue:43761|issue:46932", + "issue:45542|issue:46234" + ], + "prepared_review_unit_hash": "0b87a04bc1c8d038a1e0549fe2d18d08cc762a764d6e36baaa3b92b2ea47c864", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35841, + "estimated_input_tokens": 8961, + "estimated_eval_tokens": 18178 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous; the soft pairs describe different bugs or feature requests across unrelated code paths, so no duplicate edges should be accepted.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43825 is the clearest self-contained, user-facing bug with the strongest discussion/reference signal, so it is the best representative issue in this mixed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43825 is the most actionable and well-scoped issue here, with a concrete failure mode and external references, making it the strongest issue candidate overall.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Different problems: a 3D parallel script failure vs model loading OOM on a specific Qwen checkpoint." + }, + { + "left": "issue:27957", + "right": "issue:32090", + "accept": false, + "reason": "FlashAttention support for XLM-R is unrelated to a Trainer broadcast NoneType error." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "One is a load/OOM report; the other is a key error while loading MobileLLM." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and checkpoint key mismatch are different code paths." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to a missing PyTorch import error." + }, + { + "left": "issue:46234", + "right": "issue:46291", + "accept": false, + "reason": "Missing import_utils symbol and kernels dependency/version validation are distinct import issues." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Custom processor/tokenizer regression is unrelated to an incorrect pipeline translation error message." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma eos_token configuration are separate bugs." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token mismatch is unrelated to Whisper empty-transcription handling." + }, + { + "left": "issue:44464", + "right": "issue:46421", + "accept": false, + "reason": "Both mention chunked generation/caching, but they target different failures: incorrect outputs vs spurious recompilation." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 dtype mismatch in image preprocessing." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Packaging/backend extras issue is unrelated to a config API discrepancy." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement and non-persistent buffer corruption are different model initialization bugs." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos_token configuration does not match the sinq save/load quantization regression." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload behavior are unrelated." + }, + { + "left": "issue:45803", + "right": "issue:46365", + "accept": false, + "reason": "Bare except swallowing errors in Fuyu is unrelated to importing Trainer after uninstalling datasets." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure are unrelated model-specific issues." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading failures are different from an unrecognized model/config.json error." + }, + { + "left": "issue:44242", + "right": "issue:46894", + "accept": false, + "reason": "Load balancing loss omission in MoE is unrelated to a training-loss double-shift bug in CohereASR." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3ForConditionalGeneration is separate from a FlashAttention failure in Ministral-3." + }, + { + "left": "issue:45632", + "right": "issue:46424", + "accept": false, + "reason": "Cache path collision for remote code and max_cache_length handling are unrelated cache issues." + }, + { + "left": "issue:45803", + "right": "issue:46170", + "accept": false, + "reason": "Bare except in Fuyu and Windows/ROCm import dependency problems are not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:46202", + "accept": false, + "reason": "Placeholder issue with no substantive bug is unrelated to Gemma pipeline roundtrip failure." + }, + { + "left": "issue:44610", + "right": "issue:46369", + "accept": false, + "reason": "OmDet-Turbo input size mismatch and sam3-litetext memory overflow are different failures." + }, + { + "left": "issue:43761", + "right": "issue:46932", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Gemma4 quantized embedder dtype casting." + }, + { + "left": "issue:45542", + "right": "issue:46234", + "accept": false, + "reason": "TensorFlow backend packaging problem is unrelated to a missing utility function in import_utils." + } + ] + }, + "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": 24, + "review_unit_index": 37, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:35141", + "issue:41950", + "issue:42490", + "issue:43065", + "issue:43352", + "issue:43388", + "issue:43475", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43572", + "issue:43673", + "issue:43688", + "issue:43827", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44869", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45406", + "issue:45588", + "issue:45600", + "issue:45632", + "issue:45698", + "issue:46082", + "issue:46178", + "issue:46421", + "issue:46617", + "issue:46640", + "issue:46697", + "issue:46832", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:43504|issue:45698", + "issue:43540|issue:44514", + "issue:43572|issue:46178", + "issue:43352|issue:46640", + "issue:43065|issue:44617", + "issue:44792|issue:45600", + "issue:44792|issue:44977", + "issue:43388|issue:43688", + "issue:45127|issue:45200", + "issue:43673|issue:44743", + "issue:41950|issue:43475", + "issue:44190|issue:44964", + "issue:43525|issue:43531", + "issue:35141|issue:42490", + "issue:44534|issue:44913", + "issue:44734|issue:45406", + "issue:46082|issue:46697", + "issue:45632|issue:46617", + "issue:45072|issue:46932", + "issue:44855|issue:45588", + "issue:45245|issue:46858", + "issue:44869|issue:46832", + "issue:43827|issue:43994", + "issue:43673|issue:46421", + "issue:43931|issue:44060" + ], + "prepared_review_unit_hash": "be148a14e57863e634be03d4b9cbcebe265eb355457e241699b7d93d7a2573ad", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35396, + "estimated_input_tokens": 8849, + "estimated_eval_tokens": 17954 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports across different subsystems; I found no convincing duplicate pairs among the suggested soft edges. The strongest single issue to anchor on is the broad, high-impact custom-module loading regression.", + "confidence": 0.83, + "canonical_issue_reason": "issue:45698 has the broadest user impact and the richest discussion/inbound-references among the set, so it is the best representative issue to anchor the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45698 is the most salient issue here: it is active, user-facing, and describes a clear loading regression with wide applicability.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Different bugs: Beit preset legacy-field loading vs wrong custom module resolution after save/load." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video input validation vs batched chat-template padding behavior in Qwen2.5-VL." + }, + { + "left": "issue:43572", + "right": "issue:46178", + "accept": false, + "reason": "Unrelated: StableLm config field rename vs missing backend registration for tensorflow_text." + }, + { + "left": "issue:43352", + "right": "issue:46640", + "accept": false, + "reason": "Too broad to merge: one is Nemotron-specific FA2 unsupported error, the other is a generic flash-attention issue." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Sam3 pixel decoder dummy conv vs Sam3Video OOM are different failures and fixes." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Different regressions: janus image-generation test failure vs removed auto_mappings config references." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Different model/problem: janus test failure vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Different training/eval bugs: metric gathering drops labels vs auxiliary-loss normalization." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "Different issues: LoRA merge with extended vocab on tied embeddings vs missing mm_token_type_ids default." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both cache-related, but one is missing GenerationMixin cache in chunked prefill and the other resets recurrent states for a specific modular model." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Different subsystems: video-classification pipeline processor lookup vs SAM3 video encoder output attribute error." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Different loading failures: local dataset handling in a training script vs multimodal model loading." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Unrelated config bugs: missing pad_token_id in Llama4Config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different bugs: embedding resize reinitialization vs trailing-slash local model path warning." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Different persistence issues: junk-filled non-persistent buffers vs GPTNeoX rotary_pct not round-tripping." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different failures: KV-cache continuation indexing in serve vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:46082", + "right": "issue:46697", + "accept": false, + "reason": "Unrelated: LlamaConfig head_dim validation vs Swin2SR image over-padding." + }, + { + "left": "issue:45632", + "right": "issue:46617", + "accept": false, + "reason": "Both involve trust_remote_code cache behavior, but one is a leaf-directory cache collision and the other is a FileNotFoundError from cache loading; not the same concrete bug." + }, + { + "left": "issue:45072", + "right": "issue:46932", + "accept": false, + "reason": "Different dtype problems in different models/components; not a single mergeable fix." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: Python 3.13 import parsing issue in DebertaV2Model vs flash_attention crash on s_aux=None." + }, + { + "left": "issue:45245", + "right": "issue:46858", + "accept": false, + "reason": "Different errors: category-count limit vs cache seq-length tensor arithmetic on non-CUDA backends." + }, + { + "left": "issue:44869", + "right": "issue:46832", + "accept": false, + "reason": "Different models and failure modes: Whisper timestamp decode crash vs RT-DETR feature-level mismatch." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs referencing removed pipeline API vs wrong/nonsensical SigLIP2 inference results are not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Different loading/weight-shape mismatch vs tied-weights warning bug in Qwen3-Next." + } + ] + }, + "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": 24, + "review_unit_index": 38, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:35141", + "issue:39692", + "issue:41720", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43526", + "issue:43550", + "issue:43644", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44779", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45127", + "issue:45245", + "issue:45276", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45907", + "issue:46369", + "issue:46489", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46897" + ], + "soft_pairs": [ + "issue:44242|issue:46897", + "issue:29870|issue:35141", + "issue:44617|issue:45584", + "issue:43644|issue:44913", + "issue:44933|issue:45362", + "issue:25251|issue:27957", + "issue:43976|issue:44855", + "issue:45563|issue:45584", + "issue:43550|issue:44190", + "issue:44077|issue:44877", + "issue:45381|issue:46369", + "issue:41720|issue:45245", + "issue:44479|issue:44734", + "issue:43335|issue:44190", + "issue:43065|issue:44610", + "issue:44464|issue:45563", + "issue:39692|issue:44190", + "issue:45127|issue:45357", + "issue:45381|issue:46655", + "issue:44112|issue:45600", + "issue:44617|issue:46369", + "issue:44779|issue:46489", + "issue:43295|issue:45276", + "issue:44462|issue:45907", + "issue:45290|issue:46752", + "issue:43526|issue:46697", + "issue:45276|issue:45584", + "issue:44938|issue:45542" + ], + "prepared_review_unit_hash": "28953c0020b4a3d4f446094d86c8fbed95d71956e8b90f0a1ae05b0ef1a8b576", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35534, + "estimated_input_tokens": 8884, + "estimated_eval_tokens": 18024 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated single issues. The only plausible duplicate pair is the DeepSeek tokenizer regression reports (#44779 and #46489), which appear to describe the same v5 tokenizer breakage from different angles.", + "confidence": 0.89, + "canonical_issue_reason": "#44779 is the broader, cleaner root report: it describes the tokenizer regression generically across DeepSeek models and is easier to use as the umbrella issue.", + "canonical_pr_reason": null, + "best_issue_reason": "#44779 best represents the cluster because it states the underlying regression most generally and can absorb the more specific DeepSeek-Coder v1 follow-up.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:46897", + "accept": false, + "reason": "Both are loss-related bugs, but they affect different models and different failure modes; not the same underlying change." + }, + { + "left": "issue:29870", + "right": "issue:35141", + "accept": false, + "reason": "BART generate() decoder mask error and embedding reinitialization on resize are unrelated code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "One is a SAM3Video OOM issue; the other is a Whisper empty-transcription crash." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Both concern model/config persistence, but one is junk non-persistent buffers and the other is rotary_pct not round-tripping." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing import from image_utils is unrelated to a Qwen3.5 chat crash." + }, + { + "left": "issue:25251", + "right": "issue:27957", + "accept": false, + "reason": "Pipeline top_k nesting and XLMRoberta Flash Attention 2 are unrelated issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python-version-related, but one is a package compatibility problem and the other is a JIT parsing/IndentationError bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale generation warning and an empty-transcription crash are different defects." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure and local dataset loading are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config handling, but the specific validation problems are different." + }, + { + "left": "issue:45381", + "right": "issue:46369", + "accept": false, + "reason": "Qwen video vision-position bug and Sam3-LiteText memory overflow are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to the 2^24 category limit error." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression and KV-cache continuation crash are different generation/serving bugs." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and dataset loading are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet processor size mismatch are different model bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled chunked generation inconsistency and a stale warning are not the same issue." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "SigLIP2 docs/quantization example issues are unrelated to image classification dataset loading." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge/extended vocab collapse and incorrect visual encoder save keys are different serialization/training bugs." + }, + { + "left": "issue:45381", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-related, but they point to different processors and different bugs." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both are CI failures in adjacent areas, but the root causes differ." + }, + { + "left": "issue:44617", + "right": "issue:46369", + "accept": false, + "reason": "Same family name, but OOM in Sam3Video and memory overflow in Sam3-LiteText are not the same bug." + }, + { + "left": "issue:44779", + "right": "issue:46489", + "accept": true, + "reason": "Both report the same DeepSeek tokenizer regression in transformers v5+, with #46489 explicitly described as a gap in the fix from PR #44801." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor.tokenizer regression and resize_token_embeddings not updating outputs are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "AutoTokenizer ignoring tokenizer.json and list_repo_files not forwarding revision are different repository-access bugs." + }, + { + "left": "issue:45290", + "right": "issue:46752", + "accept": false, + "reason": "Chat-template tool-call crash and empty-list IndexError are different input-shape failures." + }, + { + "left": "issue:43526", + "right": "issue:46697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and Swin2SR over-padding are unrelated processor bugs." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding-resize propagation and Whisper alignment crash are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import failure and missing TensorFlow backend due to tensorboard-only install are unrelated compatibility issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet, and the only accepted pair (#44779/#46489) is conservatively justified by the issue titles and the explicit reference to a gap in the prior fix. The other soft-edge verdicts stay appropriately cautious and do not overstate duplication evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 39, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:25251", + "issue:27957", + "issue:29870", + "issue:32090", + "issue:35141", + "issue:36246", + "issue:38617", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42796", + "issue:43295", + "issue:43404", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43643", + "issue:43650", + "issue:43673", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44112", + "issue:44220", + "issue:44246", + "issue:44279", + "issue:44295", + "issue:44496", + "issue:44521", + "issue:44734", + "issue:44737", + "issue:44964", + "issue:44987", + "issue:45003", + "issue:45083", + "issue:45216", + "issue:45335", + "issue:45381", + "issue:45600", + "issue:45632", + "issue:45803", + "issue:46082", + "issue:46121", + "issue:46234", + "issue:46424", + "issue:46506", + "issue:46858", + "issue:46932" + ], + "soft_pairs": [ + "issue:44737|issue:45803", + "issue:43540|issue:44734", + "issue:25251|issue:29870", + "issue:44521|issue:45381", + "issue:43673|issue:46858", + "issue:43854|issue:44964", + "issue:44246|issue:45003", + "issue:45632|issue:46234", + "issue:44964|issue:45600", + "issue:43643|issue:44496", + "issue:44112|issue:44964", + "issue:27957|issue:35141", + "issue:42175|issue:44279", + "issue:46082|issue:46121", + "issue:36246|issue:41628", + "issue:42796|issue:44521", + "issue:36246|issue:38617", + "issue:32090|issue:35141", + "issue:43404|issue:45216", + "issue:44295|issue:46506", + "issue:41950|issue:44016", + "issue:43531|issue:45600", + "issue:43650|issue:44220", + "issue:43673|issue:46424", + "issue:43582|issue:46932", + "issue:43976|issue:44987", + "issue:43295|issue:45335", + "issue:44016|issue:44220", + "issue:45083|issue:46506" + ], + "prepared_review_unit_hash": "f7f8ae2f4b641187e812df00aeba3e3e515ab9bd4f25fdfe4bc5dc0470f162ef", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36584, + "estimated_input_tokens": 9146, + "estimated_eval_tokens": 18548 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft links mostly reflect broad topical similarity (model loading, cache handling, multimodal processing, import errors) rather than true duplicate reports. I did not find any soft edge that safely looks like the same underlying bug or change.", + "confidence": 0.61, + "canonical_issue_reason": "issue:44964 is the most connected and representative artifact here: a concrete, user-facing model-loading failure with multiple nearby soft links to other loading/config issues.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the best single representative of the set because it is specific, actionable, and has the strongest connectivity among otherwise loosely related issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "Different bugs: XLNet device placement in relative positional encoding vs FuyuBatchFeature exception handling." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different code paths: Qwen3OmniMoe video-input validation vs serve KV-cache continuation indexing." + }, + { + "left": "issue:25251", + "right": "issue:29870", + "accept": false, + "reason": "Unrelated failures: pipeline top_k nesting change vs BART generate() decoder_attention_mask assignment error." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "Both are multimodal-related, but one is assistant_masks generation and the other is vision_position_ids; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46858", + "accept": false, + "reason": "Both concern cache handling, but one is missing cache in chunked_prefill and the other is a device-tensor seq_length arithmetic bug." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model-loading failures affecting different checkpoints and error modes." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "One is import-time slowness; the other is unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:45632", + "right": "issue:46234", + "accept": false, + "reason": "Different import/trust_remote_code issues: cache-path collision vs missing import_utils symbol." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Both are model/config related, but one is a Phi-4 multimodal load failure and the other is a broken auto_mappings reference." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Different config-loading bugs: missing fields from trusted remote config vs unrecognized model missing model_type." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test flake in GraniteSpeech is not the same as a runtime model-loading failure." + }, + { + "left": "issue:27957", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated: FlashAttention2 support vs embedding reinitialization after resize_token_embeddings." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Packaging dependency issue from pip extras is not the same as a generic transformers dependency problem." + }, + { + "left": "issue:46082", + "right": "issue:46121", + "accept": false, + "reason": "Different validation paths: LlamaConfig head_dim checks vs rope-param dict conversion from JSON-loaded lists." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:42796", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer BPE-marker handling is unrelated to multimodal assistant_masks being all zeros." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import errors, but they are for different names and unrelated code paths." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer broadcast NoneType and embedding reinitialization are unrelated bugs." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Different model-specific regressions: untied lm_head weights vs incorrect save_pretrained checkpoint output." + }, + { + "left": "issue:44295", + "right": "issue:46506", + "accept": false, + "reason": "A position_ids buffer access error is not the same as CPU/CUDA result divergence in PPDocLayoutV3." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline image-processor lookup bug and notebook syntax error are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to stale auto_mappings references." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The first report is too vague to match the specific _torch_extract_fbank_features() bug." + }, + { + "left": "issue:43673", + "right": "issue:46424", + "accept": false, + "reason": "Both mention cache config, but one is chunked_prefill cache availability and the other is max_cache_length honoring for quantized cache only." + }, + { + "left": "issue:43582", + "right": "issue:46932", + "accept": false, + "reason": "AppleSilicon allocator warmup failure and Gemma4 quantized embedder casting are different issues." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python version compatibility and a specific model-loading regression are not the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Processor/tokenizer regression and t5gemma decoder embedding resize behavior are different code paths." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to the fbank feature extraction bug." + }, + { + "left": "issue:45083", + "right": "issue:46506", + "accept": false, + "reason": "Different problems: qwen3_omni_moe feature-length helper behavior vs device-dependent output mismatch in PPDocLayoutV3." + } + ] + }, + "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": 24, + "review_unit_index": 40, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:39692", + "issue:42796", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43526", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44279", + "issue:44327", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45042", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45375", + "issue:45405", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45759", + "issue:46082", + "issue:46123", + "issue:46369", + "issue:46399", + "issue:46424", + "issue:46515", + "issue:46693", + "issue:46752" + ], + "soft_pairs": [ + "issue:42907|issue:43441", + "issue:44683|issue:45446", + "issue:43526|issue:43901", + "issue:43976|issue:44279", + "issue:43381|issue:45593", + "issue:43479|issue:45375", + "issue:44496|issue:45042", + "issue:43673|issue:44336", + "issue:43901|issue:44496", + "issue:44792|issue:46424", + "issue:44016|issue:44062", + "issue:44496|issue:45759", + "issue:43824|issue:44933", + "issue:43441|issue:45588", + "issue:46123|issue:46369", + "issue:44327|issue:46752", + "issue:44521|issue:46693", + "issue:44279|issue:46515", + "issue:45335|issue:45584", + "issue:43299|issue:45216", + "issue:44279|issue:45405", + "issue:46082|issue:46399", + "issue:43295|issue:44779", + "issue:44075|issue:44368", + "issue:39692|issue:43901", + "issue:43976|issue:45405", + "issue:43577|issue:45216", + "issue:44351|issue:45278", + "issue:42796|issue:43650" + ], + "prepared_review_unit_hash": "37282c31f369fd32cb1757a358eee7367b6085203566859ed9cdca80d89c2f66", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "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 set is mostly heterogeneous: the soft pairs share broad themes like model loading, config, or flash attention, but not the same concrete bug/change. I would reject every soft edge and treat these as separate issues.", + "confidence": 0.71, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest standalone representative because it is open, has the most inbound references, and describes a clearly scoped multimodal chat-template bug; however, it is not a duplicate anchor for the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but one is about saving dequantized models and the other is a FlashAttention runtime failure; different code paths and symptoms." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both are flex_attention-related, but one is a torch>=2.9 compiled-kernel failure and the other is a version-check bug for AuxRequest import; not the same fix." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Unrelated areas: BeitImageProcessorFast label reduction vs TextClassificationPipeline docs/behavior wording." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "One is a specific Python version incompatibility, the other is a vague dependency issue; no shared underlying bug is evident." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are separate training/runtime issues." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are config bugs, but they affect different multimodal model families and different fields/defaults." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "A model-type registration/import problem is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache handling and ANSI output formatting are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs drift for text classification is not the same bug as unrecognized model loading for OLMo." + }, + { + "left": "issue:44792", + "right": "issue:46424", + "accept": false, + "reason": "A failing janus image-generation test and cache length semantics are different issues." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword-argument conflict are unrelated failures." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both concern model/config loading, but one is a missing model_type recognition and the other is AutoModelForCausalLM unwrap logic for composite Qwen configs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules with no shared root cause." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention/Ministral-adjacent code, but the concrete failures differ: a model-specific FA crash vs a sink-less-model AttributeError on s_aux=None." + }, + { + "left": "issue:46123", + "right": "issue:46369", + "accept": false, + "reason": "Partial-batch result dropping and sam3-litetext memory overflow are different pipeline/runtime problems." + }, + { + "left": "issue:44327", + "right": "issue:46752", + "accept": false, + "reason": "QA decode_spans top-k bounds error and empty apply_chat_template list crash are distinct edge cases." + }, + { + "left": "issue:44521", + "right": "issue:46693", + "accept": false, + "reason": "One is multimodal chat-template assistant-mask generation; the other is a long-context FA2 performance regression." + }, + { + "left": "issue:44279", + "right": "issue:46515", + "accept": false, + "reason": "A generic transformers dependency issue and a torch-version incompatibility are not the same bug." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "resize_token_embeddings behavior in t5gemma is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both are regressions, but one is Qwen3VL loading and the other is save_pretrained checkpoint correctness; different code paths." + }, + { + "left": "issue:46082", + "right": "issue:46399", + "accept": false, + "reason": "LlamaConfig validation and Qwen3.5 kernel registration failure are unrelated." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "The broad import-errors report may include many symptoms, but it is not the same specific missing HybridCache export." + }, + { + "left": "issue:42796", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer BPE marker handling and a placeholder 'ADD THE DATA' issue 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": 24, + "review_unit_index": 41, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:33290", + "issue:41950", + "issue:42175", + "issue:42994", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43650", + "issue:43653", + "issue:43854", + "issue:43976", + "issue:44016", + "issue:44242", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44623", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:45020", + "issue:45081", + "issue:45103", + "issue:45200", + "issue:45276", + "issue:45357", + "issue:45372", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:45823", + "issue:45834", + "issue:45859", + "issue:45907", + "issue:46082", + "issue:46209", + "issue:46512", + "issue:46851" + ], + "soft_pairs": [ + "issue:46082|issue:46512", + "issue:44779|issue:45812", + "issue:41950|issue:45020", + "issue:43299|issue:45357", + "issue:44466|issue:45276", + "issue:43299|issue:43854", + "issue:43653|issue:45593", + "issue:41950|issue:45823", + "issue:44242|issue:45200", + "issue:43650|issue:46209", + "issue:44297|issue:44462", + "issue:44683|issue:45542", + "issue:43479|issue:43525", + "issue:44016|issue:44291", + "issue:44361|issue:45593", + "issue:45081|issue:45907", + "issue:33290|issue:45656", + "issue:43441|issue:45834", + "issue:42994|issue:43317", + "issue:44623|issue:44749", + "issue:44336|issue:46851", + "issue:44261|issue:44263", + "issue:45103|issue:45372", + "issue:45600|issue:45712", + "issue:45859|issue:46851", + "issue:42175|issue:43976" + ], + "prepared_review_unit_hash": "398f3109952cbe80b7f854583785eb205781feaa709f5850dd4dd13e59186d16", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35651, + "estimated_input_tokens": 8913, + "estimated_eval_tokens": 18082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a duplicate cluster: the issues span unrelated topics (tokenizers, model loading, configs, quantization, DeepSpeed, docs, CI, and runtime compatibility). The soft pairs only share broad subsystem vocabulary, not the same underlying bug or change, so none should be merged.", + "confidence": 0.99, + "canonical_issue_reason": "No real duplicate center emerges; if a representative is needed, issue 44261 is the most concrete and discussion-rich, but it does not match the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44261 is the strongest standalone report by specificity and discussion activity, but it is still not a good canonical for this heterogeneous cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46082", + "right": "issue:46512", + "accept": false, + "reason": "Different bugs: LlamaConfig head_dim validation vs stale config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different model families and likely different code paths." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup vs remote_code model loading breakage are unrelated problems." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "One is Qwen3VL MoE loading; the other is Qwen3.5 visual key serialization. Same family, different bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both involve model weights, but one is save/serialization inconsistency and the other is resize_token_embeddings not propagating." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failures: Qwen3VL load breakage vs GLM-4.7-Flash unit-test loading issue." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer special-token registration vs D-FINE auxiliary-loss behavior; no shared underlying bug." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Pipeline processor selection and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Both are MoE/multimodal training issues, but they concern different architectures and different missing-loss/input-handling bugs." + }, + { + "left": "issue:43650", + "right": "issue:46209", + "accept": false, + "reason": "Placeholder data request vs FP8 inference failure on B200 are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs AutoTokenizer ignoring tokenizer.json are adjacent but distinct save/load bugs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 vs missing TensorFlow backend error from tensorboard install are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different config classes and failures: default sub-config init vs missing pad_token_id." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error is unrelated to init_empty_weights unexpected-argument loading failure." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss omission are unrelated." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex crash vs repository file listing not forwarding revision; completely different code paths." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both mention DeepSpeed/optimizer behavior, but OOM with Adafactor and double optimizer.step are different bugs." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 vs OCR index error in Kosmos2.5; no shared underlying defect." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Saving quantized models and loading dequantized models with device_map=auto are different save/load problems." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor.save_pretrained missing files vs performance regression after upgrade are unrelated." + }, + { + "left": "issue:44336", + "right": "issue:46851", + "accept": false, + "reason": "ANSI color output in loading_report vs variable-length position_ids bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Precision mismatch from missing rms_norm_eps vs torch.split return handling in GlmMoeDsaIndexer are different issues." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring annotation handling vs mistral_common import failure in Gemma 4 loading are unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are CI/maintenance issues, but one is stale mappings and the other is leftover dummy classes." + }, + { + "left": "issue:45859", + "right": "issue:46851", + "accept": false, + "reason": "Qwen3.5 CPU-offload rotary embedding issue vs variable-length position_ids bug are different failures." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Backend dependency packaging and Python-version compatibility 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": 24, + "review_unit_index": 42, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:41628", + "issue:42796", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43540", + "issue:43643", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44373", + "issue:44496", + "issue:44589", + "issue:44623", + "issue:44671", + "issue:44779", + "issue:45003", + "issue:45072", + "issue:45083", + "issue:45103", + "issue:45325", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45800", + "issue:45823", + "issue:46291", + "issue:46399", + "issue:46614", + "issue:46655", + "issue:46665", + "issue:46726", + "issue:46752", + "issue:46829", + "issue:46851" + ], + "soft_pairs": [ + "issue:44623|issue:45397", + "issue:44671|issue:44779", + "issue:43723|issue:44162", + "issue:43901|issue:44246", + "issue:43673|issue:43761", + "issue:45542|issue:45800", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:42796|issue:43441", + "issue:46291|issue:46399", + "issue:44188|issue:44336", + "issue:44016|issue:45823", + "issue:44336|issue:44373", + "issue:44589|issue:45362", + "issue:43525|issue:43643", + "issue:46655|issue:46726", + "issue:45325|issue:46851", + "issue:41628|issue:43976", + "issue:44297|issue:45397", + "issue:43784|issue:45542", + "issue:45083|issue:46851", + "issue:44246|issue:44496", + "issue:46399|issue:46851", + "issue:45561|issue:45563", + "issue:45103|issue:46399", + "issue:43526|issue:45003", + "issue:43540|issue:46752", + "issue:45072|issue:46829", + "issue:46614|issue:46665" + ], + "prepared_review_unit_hash": "6be5f49776d79cd6e92b6b23337a3530763b6bc72b9c34f11bdf0892668ec859", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36377, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is largely heterogeneous: most items are distinct loading, tokenizer, model, or docs issues rather than true duplicates. I would not merge any of the soft pairs.", + "confidence": 0.66, + "canonical_issue_reason": "issue:43824 has the strongest activity/references and a clear, user-visible import failure, so it is the best representative anchor among this mixed set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43824 is the most central/high-traffic issue in the group, but the surrounding items do not look like the same underlying bug class.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Different failure modes: missing processor save files vs Zero3/from_pretrained loading on Gemma4." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different models and bugs: CamemBERT MLM predictions vs Deepseek tokenizer output." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Generic tokenizer-loading regression vs model-specific ESM2 breakage; not the same underlying issue." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores vs intermittent import latency; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Chunked prefill cache regression vs CLIPVision hidden_states regression; different code paths." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard/TensorFlow backend misdetection vs torch-transformers version incompatibility." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for a model class vs Python version compatibility problem; not duplicates." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-specific config/loading errors: missing pad_token_id vs GLM-4V load failure." + }, + { + "left": "issue:42796", + "right": "issue:43441", + "accept": false, + "reason": "Tokenizer BPE-marker handling vs FlashAttention failure in a related model family, but not the same bug." + }, + { + "left": "issue:46291", + "right": "issue:46399", + "accept": false, + "reason": "Kernels dependency import issue vs Qwen3.5 kernel registration crash; distinct causes." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs ANSI codes in loading report; unrelated." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error vs Gemma4 device_map mismatch; no shared root cause." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape output issue vs docstring correction; different artifact types." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup error vs Qwen3.5 chat crash; different symptoms and paths." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both are config/loading-related, but one is a missing attribute and the other is missing fields with trust_remote_code; too different." + }, + { + "left": "issue:46655", + "right": "issue:46726", + "accept": false, + "reason": "Video padding calculation bug vs missing-vision-backend processor error; not the same issue." + }, + { + "left": "issue:45325", + "right": "issue:46851", + "accept": false, + "reason": "Both involve position_ids, but they affect different Qwen models and different logic." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Importing AutoImageProcessor vs Python version support; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config serialization bug vs Gemma4 loading bug; distinct." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Importing sentence-transformers failure vs TensorBoard backend issue; no overlap." + }, + { + "left": "issue:45083", + "right": "issue:46851", + "accept": false, + "reason": "Different Qwen variants and different helper/positioning bugs; not mergeable as one PR." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Performance of importing transformers vs unrecognized model config; unrelated." + }, + { + "left": "issue:46399", + "right": "issue:46851", + "accept": false, + "reason": "Kernel registration crash vs variable-length position_ids bug; different root causes." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Parallel test race on captured_info.txt vs stale warning in generate(); unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46399", + "accept": false, + "reason": "Docstring/annotation parsing crash vs Qwen3.5 kernel decorator issue; different subsystems." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BEiT label reduction bug vs unsafe sys.modules access; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46752", + "accept": false, + "reason": "Video-input ValueError in Qwen3OmniMoe vs empty-chat-list IndexError; different bugs." + }, + { + "left": "issue:45072", + "right": "issue:46829", + "accept": false, + "reason": "dtype mismatch inference issue vs output field mix-up; different code paths." + }, + { + "left": "issue:46614", + "right": "issue:46665", + "accept": false, + "reason": "Stale phonemizer language state vs inconsistent from_pretrained behavior in Python classes; 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": 24, + "review_unit_index": 43, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36246", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:42886", + "issue:43257", + "issue:43262", + "issue:43299", + "issue:43475", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43901", + "issue:44162", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44451", + "issue:44479", + "issue:44485", + "issue:44496", + "issue:44749", + "issue:44779", + "issue:44871", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45292", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45561", + "issue:45588", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45859", + "issue:46132", + "issue:46369", + "issue:46399", + "issue:46506", + "issue:46655", + "issue:46752", + "issue:46821", + "issue:46851" + ], + "soft_pairs": [ + "issue:44295|issue:45397", + "issue:43531|issue:45362", + "issue:42491|issue:43299", + "issue:44246|issue:44871", + "issue:44242|issue:45593", + "issue:44336|issue:44485", + "issue:45588|issue:46851", + "issue:45003|issue:46821", + "issue:42886|issue:46132", + "issue:44451|issue:46752", + "issue:43550|issue:46506", + "issue:44779|issue:45292", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:41950|issue:44220", + "issue:43901|issue:45003", + "issue:43257|issue:45137", + "issue:45003|issue:45561", + "issue:44496|issue:45003", + "issue:43540|issue:46655", + "issue:44162|issue:45200", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:44295|issue:44749", + "issue:44479|issue:46655", + "issue:43475|issue:46369", + "issue:45859|issue:46399", + "issue:45137|issue:45600" + ], + "prepared_review_unit_hash": "8c4e416b0a4b5f37238b1f3a90993ff63ad54bfa984b45e19cd46647487f758d", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35985, + "estimated_input_tokens": 8997, + "estimated_eval_tokens": 18250 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a mix of unrelated model-specific regressions and import/config bugs. I did not find any pair that clearly represents the same underlying defect, so I rejected all soft edges.", + "confidence": 0.79, + "canonical_issue_reason": "issue:44479 is the most representative issue in the set: a concrete v5.3.0 video-input regression affecting multiple Qwen video model families with a shared failure mode.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 has the broadest impact and clearest code-path signal among the issues, making it the best single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Both mention model loading/runtime errors, but one is about reading position_ids after buffer registration and the other is a Gemma-4 ZeRO3 from_pretrained failure; different bugs and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are different symptoms with different triggers." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE variants, but one is LoRA compatibility across HF versions while the other is a model-loading breakage in v5.0.0.dev0; not the same defect." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "One is a performance/logic issue in import initialization; the other is a Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing auxiliary losses, but they are in different models and different conditions (router logits vs denoising); too different to merge." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI escape output in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:46851", + "accept": false, + "reason": "Flash-attention sink-less-model crash and Qwen3.5 variable-length position_ids failure are different code paths." + }, + { + "left": "issue:45003", + "right": "issue:46821", + "accept": false, + "reason": "sys.modules access safety and TimesFM window_size AttributeError are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:46132", + "accept": false, + "reason": "Offline cache loading and AttentionInterface.register behavior are different features with different failures." + }, + { + "left": "issue:44451", + "right": "issue:46752", + "accept": false, + "reason": "Model loading for ScandiBERT and apply_chat_template on an empty list are unrelated bugs." + }, + { + "left": "issue:43550", + "right": "issue:46506", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and PPDocLayoutV3 CPU/CUDA divergence are distinct issues." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Tokenizer correctness regression and resize_token_embeddings not updating output embeddings are separate bugs." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor export and missing is_offline_mode export are both import errors, but for different symbols and different modules." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but Qwen2_5_VLImageProcessor vs HybridCache are unrelated exports." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline using image processors and a torch_extract_fbank_features issue are different pipeline bugs." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "TextClassificationPipeline docs mismatch and sys.modules access safety are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate+deepspeed and ZeRO3 deque underflow are different failures." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unsafe sys.modules access and a pytest-xdist captured_info.txt race are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized OLMo-Hybrid model loading and sys.modules access are different root causes." + }, + { + "left": "issue:43540", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and SmolVLM video padding calculation are both video-related but model-specific and not clearly the same bug." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 broken and Gemma 4 mm_token_type_ids defaults are unrelated model issues." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing deepstack_visual_indexes in config and from_config not unwrapping text_config are both Qwen multimodal config problems, but they are distinct code paths and symptoms." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and load balancing loss omission are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer access and slow filtering after upgrade are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:46655", + "accept": false, + "reason": "Both are video-input regressions, but 44479 is a broad Qwen family regression while 46655 is a SmolVLM padding bug; not enough evidence of one underlying defect." + }, + { + "left": "issue:43475", + "right": "issue:46369", + "accept": false, + "reason": "SAM 3 vision encoder attribute error and SAM3 LiteText memory overflow are different SAM issues." + }, + { + "left": "issue:45859", + "right": "issue:46399", + "accept": false, + "reason": "CPU-offload incompatibility in Qwen3.5-MoE rotary embedding and a missing decorator for apply_rotary_pos_emb registration are different implementation bugs." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow and stale auto_mappings references to removed Sam3LiteText configs 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": 24, + "review_unit_index": 44, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:36246", + "issue:42199", + "issue:42886", + "issue:43065", + "issue:43295", + "issue:43352", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43723", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44368", + "issue:44466", + "issue:44479", + "issue:44623", + "issue:44857", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:45229", + "issue:45250", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45412", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45656", + "issue:46123", + "issue:46170", + "issue:46506", + "issue:46710", + "issue:46726", + "issue:46832", + "issue:46851", + "issue:46894", + "issue:46897" + ], + "soft_pairs": [ + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:43295|issue:45292", + "issue:45292|issue:45584", + "issue:44466|issue:45335", + "issue:44623|issue:46726", + "issue:44242|issue:44857", + "issue:43526|issue:46897", + "issue:44038|issue:46506", + "issue:44987|issue:45459", + "issue:29870|issue:30333", + "issue:43352|issue:45250", + "issue:42199|issue:46851", + "issue:43526|issue:46894", + "issue:44060|issue:44077", + "issue:44368|issue:44977", + "issue:43653|issue:44162", + "issue:45412|issue:46123", + "issue:44479|issue:46170", + "issue:42886|issue:45229", + "issue:45397|issue:45656", + "issue:43065|issue:43408", + "issue:43475|issue:43540", + "issue:44877|issue:46170", + "issue:46170|issue:46832", + "issue:43723|issue:46710", + "issue:44368|issue:45563" + ], + "prepared_review_unit_hash": "710ff950146fc9a0ba60993319d910c2f13aa59ab7e067666b0dbf0aede3f3b8", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35923, + "estimated_input_tokens": 8981, + "estimated_eval_tokens": 18218 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the soft pairs span unrelated bugs across tokenizers, vision models, config loading, generation, deepspeed, and memory/runtime issues. I reject all soft edges; none look like the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "No true canonical issue stands out because the cluster is mixed, but issue 46897 is the most representative single item if forced: it is concrete, recent, and has the strongest inbound attention among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different failures in different code paths: Qwen2.5-VL image processor import vs BertModel init under ZeRO-3." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config, but one is a loading failure and the other is a field being silently dropped in a different model config." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize behavior for embeddings and Whisper empty-transcription generation are distinct bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Device-dependent tied-weight serialization is not the same as decoder.embed_tokens not changing after resize_token_embeddings." + }, + { + "left": "issue:44623", + "right": "issue:46726", + "accept": false, + "reason": "Missing files in save_pretrained and missing-vision-backend AutoProcessor errors are different symptoms and causes." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss logic and an AMP/CUDA crash in LwDetrImageLoss do not match." + }, + { + "left": "issue:43526", + "right": "issue:46897", + "accept": false, + "reason": "BEiT reduce_labels returning one label is unrelated to a training-loss double-shift bug in Florence2." + }, + { + "left": "issue:44038", + "right": "issue:46506", + "accept": false, + "reason": "Qwen3-VL-Moe version compatibility and PPDocLayoutV3 CPU/CUDA divergence are different problems." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Tokenizer loading under v5.1 and protobuf-error masking are separate tokenizer issues with different failure points." + }, + { + "left": "issue:29870", + "right": "issue:30333", + "accept": false, + "reason": "Bart generate() UnboundLocalError and MLFlow run-state reporting after training failure are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Unsupported Flash Attention warning for Nemotron is not the same as the generic Flash Attention 2.0 issue." + }, + { + "left": "issue:42199", + "right": "issue:46851", + "accept": false, + "reason": "DETR cardinality background-class handling and Qwen3.5 variable-length position_ids are different model-specific bugs." + }, + { + "left": "issue:43526", + "right": "issue:46894", + "accept": false, + "reason": "The BEiT label-reduction bug is unrelated to the CohereASR training-loss double-shift bug." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning and patchtsmixer post_init policy are not the same underlying change." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tied-embeddings warning in fine-tuning is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token decode behavior and ESM2 being broken are distinct tokenizer/model issues." + }, + { + "left": "issue:45412", + "right": "issue:46123", + "accept": false, + "reason": "RT-DETR memory release on deletion and MaskGenerationPipeline final-batch dropping are unrelated runtime bugs." + }, + { + "left": "issue:44479", + "right": "issue:46170", + "accept": false, + "reason": "A video-input regression in Qwen models is unrelated to the Windows ROCm torch.distributed import issue." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are completely different failure modes." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "ZeRO-3 from_pretrained problems and deepspeed optimizer stepping twice are not the same bug." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as the wrong-model-type warning." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM3 video output and Qwen3OmniMoe video ValueError are unrelated." + }, + { + "left": "issue:46170", + "right": "issue:46832", + "accept": false, + "reason": "Windows/ROCm dependency import errors do not match RTDetrModel forward shape/feature-level errors." + }, + { + "left": "issue:43723", + "right": "issue:46710", + "accept": false, + "reason": "AutoTokenizer loading in v5 and an accuracy regression in DeepSeek are different classes of problems." + }, + { + "left": "issue:46506", + "right": "issue:46851", + "accept": false, + "reason": "CPU/CUDA result divergence for PPDocLayoutV3 and Qwen3.5 variable-length position_ids are not the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 45, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42994", + "issue:43065", + "issue:43232", + "issue:43441", + "issue:43475", + "issue:43482", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44483", + "issue:44623", + "issue:44749", + "issue:44871", + "issue:44933", + "issue:44995", + "issue:45103", + "issue:45200", + "issue:45230", + "issue:45375", + "issue:45397", + "issue:45478", + "issue:45588", + "issue:45656", + "issue:45685", + "issue:45987", + "issue:46082", + "issue:46123", + "issue:46132", + "issue:46202", + "issue:46421", + "issue:46431", + "issue:46726", + "issue:46752", + "issue:46851", + "issue:46858" + ], + "soft_pairs": [ + "issue:44995|issue:45200", + "issue:43931|issue:44368", + "issue:44188|issue:46202", + "issue:44483|issue:46202", + "issue:43906|issue:46202", + "issue:45987|issue:46082", + "issue:44995|issue:45588", + "issue:44188|issue:46421", + "issue:45685|issue:46431", + "issue:45103|issue:46858", + "issue:44297|issue:44623", + "issue:43065|issue:46123", + "issue:44361|issue:44749", + "issue:43994|issue:46726", + "issue:44749|issue:45656", + "issue:43701|issue:44749", + "issue:44871|issue:46132", + "issue:44623|issue:45656", + "issue:43646|issue:44162", + "issue:43441|issue:46752", + "issue:45375|issue:45478", + "issue:42994|issue:43482", + "issue:43475|issue:43643", + "issue:43232|issue:43673", + "issue:44188|issue:46851", + "issue:28282|issue:30990", + "issue:41628|issue:44933", + "issue:45230|issue:45397" + ], + "prepared_review_unit_hash": "a70c540094aa6ce69df566f0e441080d2cc131800a028aec2b2a37ecb68dbca0", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35476, + "estimated_input_tokens": 8869, + "estimated_eval_tokens": 17994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers regressions, not a single duplicate family. Only a couple of pairs look like true same-bug matches; most are broader \u201csame subsystem\u201d but different concrete failures and should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43646 is the best umbrella-style issue here because it is the broadest, most central v5 regression report and could naturally subsume closely related model-initialization breakages. The rest are more specialized and not true duplicates of one another.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the most useful canonical issue for triage: it describes a clear, user-facing Transformers v5 breakage with broad scope, unlike the more narrow model-specific or API-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Different bugs: stale indexer cache on second forward pass vs Gemma 4 multimodal token-type handling." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Unrelated failures: Qwen3-VL weight-shape mismatch vs a warning about tie_word_embeddings during LoRA fine-tuning." + }, + { + "left": "issue:44188", + "right": "issue:46202", + "accept": false, + "reason": "Different code paths: torch.compile attention-kernel divergence vs Gemma pipeline roundtrip behavior." + }, + { + "left": "issue:44483", + "right": "issue:46202", + "accept": false, + "reason": "API endpoint rejection and tokenizer/pipeline roundtrip are not the same underlying bug." + }, + { + "left": "issue:43906", + "right": "issue:46202", + "accept": false, + "reason": "Isolated reproduction of another issue is not the same as a Gemma pipeline roundtrip failure." + }, + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Cache length contract bug vs LlamaConfig validation; unrelated symptoms and fixes." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Second-forward stale cache/indexer bug is unrelated to flash_attention s_aux=None handling." + }, + { + "left": "issue:44188", + "right": "issue:46421", + "accept": false, + "reason": "Both mention cache/compile concerns, but the concrete failures differ: kernel branching vs spurious recompilation from lazy cache init." + }, + { + "left": "issue:45685", + "right": "issue:46431", + "accept": false, + "reason": "MPS histogram error and missing chat template are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:46858", + "accept": false, + "reason": "Docstring annotation crash is unrelated to cache.get_seq_length() returning a device tensor." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but tokenizer config mismatch and processor file omission are different bugs." + }, + { + "left": "issue:43065", + "right": "issue:46123", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and partial-batch MaskGenerationPipeline behavior are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Tokenizer AttributeError vs a severe throughput regression after upgrade; not the same issue." + }, + { + "left": "issue:43994", + "right": "issue:46726", + "accept": false, + "reason": "Siglip2 wrong outputs and AutoProcessor backend-missing import error are different problems." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Performance slowdown after upgrade is not the same as deepspeed double optimizer steps." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint key mismatch and runtime slowdown are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:46132", + "accept": false, + "reason": "Gemma eos_token_id config inconsistency has nothing to do with AttentionInterface.register behavior changes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file emission bug is unrelated to deepspeed optimizer stepping twice." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Broad v5 custom-init regression and ESM2-specific breakage are too different to merge." + }, + { + "left": "issue:43441", + "right": "issue:46752", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and empty-chat-template IndexError are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": true, + "reason": "These look like the same Qwen3.5-MoE config-loading regression: one report says a field is dropped by strict config handling, the other surfaces as from_pretrained failure on v5.4.0." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure and GGUF loading failure are different stages and different code paths." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM3 video output attribute error is unrelated to trust_remote_code returning incomplete AutoConfig fields." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both concern generation/cache internals, but one is sync_gpus _update_model_kwargs behavior and the other is chunked_prefill cache absence." + }, + { + "left": "issue:44188", + "right": "issue:46851", + "accept": false, + "reason": "torch.compile attention-kernel branching is unrelated to Qwen3.5 variable-length position_ids handling." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch ImportError is not the same as Sentence Transformers hanging during load." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": true, + "reason": "Both point to the same missing/nonexistent image-processor import/export problem: one reports the top-level import error, the other identifies the bad image_utils import." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A vague bug report and Gemma-4 ZeRO-3 from_pretrained failure are not concrete duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet: it treats the set as mostly unrelated regressions and does not over-merge broad subsystem similarities into duplicates. The two accepted soft-edge pairs are plausible same-bug matches from their titles/body framing, and the rejected pairs are reasoned at a conservative level without overstating evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 46, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36010", + "issue:39692", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43475", + "issue:43525", + "issue:43704", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43873", + "issue:43986", + "issue:44038", + "issue:44222", + "issue:44351", + "issue:44373", + "issue:44623", + "issue:44792", + "issue:44857", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45406", + "issue:45593", + "issue:45753", + "issue:46202", + "issue:46326", + "issue:46399", + "issue:46463", + "issue:46701", + "issue:46726", + "issue:46821", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:44964|issue:45137", + "issue:45310|issue:45375", + "issue:43475|issue:46821", + "issue:43986|issue:46726", + "issue:44869|issue:45356", + "issue:44038|issue:44623", + "issue:39692|issue:46726", + "issue:44373|issue:46851", + "issue:46463|issue:46877", + "issue:42994|issue:43525", + "issue:42371|issue:45092", + "issue:43723|issue:46326", + "issue:43873|issue:44945", + "issue:45406|issue:46202", + "issue:43784|issue:46399", + "issue:41628|issue:44351", + "issue:44945|issue:45753", + "issue:44857|issue:46877", + "issue:45593|issue:46877", + "issue:42673|issue:43704", + "issue:44038|issue:45310", + "issue:44222|issue:45310", + "issue:36010|issue:41628", + "issue:43278|issue:45137", + "issue:42994|issue:43824", + "issue:46202|issue:46701", + "issue:45081|issue:45103", + "issue:42831|issue:44222", + "issue:43232|issue:44792", + "issue:42175|issue:44933" + ], + "prepared_review_unit_hash": "183eb71b8ad1fedf665b360ad0fbbc34cae31bc502e4d03c4df82fc36f3432ef", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36480, + "estimated_input_tokens": 9120, + "estimated_eval_tokens": 18496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One genuine duplicate pair appears here (the Qwen3ForCausalLM VRAM leak); the rest are false positives spanning unrelated import/API, tokenizer, quantization, and model-specific regressions.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 42673 is the earliest, more complete report of the exact same Qwen3ForCausalLM VRAM leak; 43704 repeats the identical title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "42673 is the best issue representative because it is the clearest true duplicate anchor in this cluster and has the fuller original bug report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Different bugs: one is a model loading regression, the other is a DeepSpeed ZeRO3 deque underflow." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Same model family, but not the same concrete failure; one is a from_pretrained error, the other is a missing vision config field." + }, + { + "left": "issue:43475", + "right": "issue:46821", + "accept": false, + "reason": "Unrelated models and code paths; SAM 3 vision output attribute error is not the TimesFM window_size attribute bug." + }, + { + "left": "issue:43986", + "right": "issue:46726", + "accept": false, + "reason": "Both involve optional vision backend handling, but the concrete failures differ and do not look like one underlying bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Separate tokenizer/codec regressions in different models; no evidence they are the same code-path bug." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Quantized-install/backend packaging and processor.save_pretrained file emission are different issues." + }, + { + "left": "issue:39692", + "right": "issue:46726", + "accept": false, + "reason": "Docs/example errors are not the same as AutoProcessor's missing-vision-backend runtime behavior." + }, + { + "left": "issue:44373", + "right": "issue:46851", + "accept": false, + "reason": "One is a docstring problem, the other is a runtime position_ids bug." + }, + { + "left": "issue:46463", + "right": "issue:46877", + "accept": false, + "reason": "Incorrect error message and doc-lint stdout noise are unrelated issues." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure is unrelated to the Llama4Config pad_token_id attribute error." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API guidance and InternVL2 v5 meta-init incompatibility are different problems." + }, + { + "left": "issue:43723", + "right": "issue:46326", + "accept": false, + "reason": "Tokenizer loading in v5 and mistral_common continue_final_message behavior are different code paths." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Offloading with quantization and incorrect pipeline-parallel output are unrelated bugs." + }, + { + "left": "issue:45406", + "right": "issue:46202", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer and Gemma pipeline roundtrip on \u2581 are different issues." + }, + { + "left": "issue:43784", + "right": "issue:46399", + "accept": false, + "reason": "Sentence-transformers import NameError is unrelated to Qwen3.5 kernel registration." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption is unrelated to the Qwen3.5 infinite-loop-on-image report." + }, + { + "left": "issue:44857", + "right": "issue:46877", + "accept": false, + "reason": "AMP crash in LwDetrImageLoss is unrelated to docstring lint diagnostics on import." + }, + { + "left": "issue:45593", + "right": "issue:46877", + "accept": false, + "reason": "D-FINE auxiliary-loss behavior is unrelated to auto_docstring stdout diagnostics." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Identical title and same VRAM leak symptom in Qwen3ForCausalLM; 43704 is a later duplicate of 42673." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe loading failure is not the same as the Qwen3.5-Moe from_pretrained/config issue." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both mention FP8/Moe models, but the actual failures are different and not one mergeable fix." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different exported symbols and different breakages." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "BF16-to-FP32 dtype drift during evaluate is unrelated to the ZeRO3 deque crash." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "Quantized save_pretrained failure and Qwen2_5_VL import failure are unrelated." + }, + { + "left": "issue:46202", + "right": "issue:46701", + "accept": false, + "reason": "Gemma tokenizer roundtrip failure and DiffusionGemmaGenerationOutput pipeline failure are different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex crash and auto_docstring annotation handling are separate subsystems." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue and FP8 save_pretrained mo e are different FP8-related problems, not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwarg sync bug and janus image-generation test failure are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend installation packaging issue and missing image_utils import are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 42673/43704 have identical titles and clearly describe the same Qwen3ForCausalLM VRAM leak, and the rest of the pair verdicts stay conservative based on distinct titles/symptoms. No overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 47, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:30333", + "issue:30990", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42175", + "issue:42222", + "issue:42673", + "issue:42898", + "issue:43295", + "issue:43479", + "issue:43504", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44016", + "issue:44079", + "issue:44295", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44625", + "issue:44734", + "issue:44779", + "issue:44869", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46077", + "issue:46123", + "issue:46231", + "issue:46693", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:43504|issue:45561", + "issue:45561|issue:45600", + "issue:43976|issue:44933", + "issue:44496|issue:45561", + "issue:30333|issue:33290", + "issue:45405|issue:46877", + "issue:30990|issue:35141", + "issue:42898|issue:44568", + "issue:42175|issue:45712", + "issue:43479|issue:46829", + "issue:46077|issue:46123", + "issue:44623|issue:45310", + "issue:42673|issue:46693", + "issue:43479|issue:44869", + "issue:43723|issue:44568", + "issue:42898|issue:45812", + "issue:44016|issue:46231", + "issue:44625|issue:46877", + "issue:42898|issue:44779", + "issue:39692|issue:46909", + "issue:43479|issue:44079", + "issue:43874|issue:45092", + "issue:43784|issue:43824", + "issue:27957|issue:30333", + "issue:44734|issue:45103", + "issue:30333|issue:34689", + "issue:42222|issue:45200", + "issue:42898|issue:43295", + "issue:42898|issue:45356", + "issue:44295|issue:45656" + ], + "prepared_review_unit_hash": "b857e673299bb2b42a87bbef8650ac7bd0c139055875cc39ea3aa925463486bb", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36949, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated bug reports spanning model loading, tokenization, docs, training, and infra issues. I found no safe duplicate/merge candidates among the soft pairs; the closest cluster center is the v5 tokenization-regression issue, but even that is not a true duplicate umbrella.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 42898 is the best cluster representative only in a loose sense: it is a broadly stated v5 tokenization-behavior regression, which is the closest thematic center among the otherwise heterogeneous issues. It is not a true canonical for the whole set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 42898 is the strongest single issue to anchor this cluster because it describes a general transformers v5 tokenization regression and is more central than the highly model-specific or environment-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Different bugs: pretrained preset loading with a legacy field vs an xdist race writing captured_info.txt." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "One is a pytest-xdist file race; the other is stale auto_mappings references causing CI failures. Different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Unrelated failures: Python version support regression vs a missing/nonexistent image_utils import." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config error vs test-utility file race; no shared underlying bug." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLFlow reporting on failed jobs is unrelated to DeepSpeed adafactor OOM behavior." + }, + { + "left": "issue:45405", + "right": "issue:46877", + "accept": false, + "reason": "Released-version dependency pinning problem vs auto_docstring stdout noise at import time." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang is unrelated to embedding reinitialization in post_init." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different APIs and behaviors; not the same bug." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Backend dependency omission vs leftover dummy class cleanup; different maintenance issues." + }, + { + "left": "issue:43479", + "right": "issue:46829", + "accept": false, + "reason": "Multimodal config default initialization bug vs wrong hidden_states mapping in a classifier output." + }, + { + "left": "issue:46077", + "right": "issue:46123", + "accept": false, + "reason": "Attention-mask construction bug vs partial-batch pipeline bookkeeping bug; no common code-path." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42673", + "right": "issue:46693", + "accept": false, + "reason": "VRAM leak with multiple dataloader threads vs FA2 long-context generation performance regression." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Default config initialization issue vs Whisper timestamp decode crash; different subsystems." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "AutoTokenizer loading failure in v5 is distinct from add_special_tokens not adding BOS/EOS for a specific tokenizer." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "General clean_up_tokenization_spaces behavior change vs wrong Granite token IDs from AutoTokenizer; separate regressions." + }, + { + "left": "issue:44016", + "right": "issue:46231", + "accept": false, + "reason": "Notebook syntax error vs documentation parameter-name mismatch; not duplicates." + }, + { + "left": "issue:44625", + "right": "issue:46877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation bug is unrelated to auto_docstring import-time diagnostics." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but Deepseek codec handling is a different failure mode than clean_up_tokenization_spaces behavior." + }, + { + "left": "issue:39692", + "right": "issue:46909", + "accept": false, + "reason": "Both are broken docs examples, but they concern different models and different failure causes." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults vs ModelOutput key assignment bug; unrelated implementations." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image patch counting method and remote-code meta-init incompatibility are different model-loading issues." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import error in sentence-transformers vs missing Qwen2.5-VL export; different symbols and packages." + }, + { + "left": "issue:27957", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention 2 support for XLM-Roberta is unrelated to MLFlow reporting after failed training jobs." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache continuation crash vs auto_docstring crash under future annotations; different layers and code paths." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-job MLFlow reporting is unrelated to Llama 3.2 Vision model loading regression." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose model breakage and Gemma 4 mm_token_type_ids handling are different multimodal issues." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs processor/tokenizer access regression; different breakages." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Kimi-K2.5 codec/warning regression is not the same as the generic clean_up_tokenization_spaces change." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "Position_ids buffer reading error is unrelated to DeepSpeed double optimizer-step behavior." + } + ] + }, + "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": 24, + "review_unit_index": 48, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:35141", + "issue:41628", + "issue:42757", + "issue:42796", + "issue:42831", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:44060", + "issue:44075", + "issue:44190", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44448", + "issue:44484", + "issue:44485", + "issue:44623", + "issue:44933", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45245", + "issue:45310", + "issue:45405", + "issue:45656", + "issue:45712", + "issue:45834", + "issue:46082", + "issue:46132", + "issue:46209", + "issue:46231", + "issue:46424", + "issue:46431", + "issue:46614", + "issue:46710", + "issue:46762", + "issue:46932" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:30333|issue:35141", + "issue:44222|issue:44297", + "issue:45405|issue:45712", + "issue:22355|issue:28282", + "issue:44060|issue:45125", + "issue:44075|issue:46231", + "issue:44933|issue:45712", + "issue:44360|issue:46762", + "issue:42831|issue:44623", + "issue:44297|issue:45656", + "issue:44222|issue:44623", + "issue:42796|issue:43723", + "issue:44448|issue:46132", + "issue:45245|issue:46132", + "issue:43479|issue:43644", + "issue:41628|issue:42757", + "issue:44373|issue:44485", + "issue:44297|issue:45310", + "issue:46132|issue:46710", + "issue:45071|issue:46082", + "issue:44222|issue:44484", + "issue:43723|issue:44977", + "issue:46614|issue:46932", + "issue:43122|issue:46209", + "issue:44263|issue:45092", + "issue:44190|issue:46082", + "issue:43232|issue:46424", + "issue:43232|issue:45834", + "issue:44295|issue:44623", + "issue:46209|issue:46431" + ], + "prepared_review_unit_hash": "b42a0a399ad94d414ebadf1a2fb9c87c310a87edb767ca70a468c7ffae9026b8", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36676, + "estimated_input_tokens": 9169, + "estimated_eval_tokens": 18594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the suggested soft pairs span unrelated tokenizer, generation, modeling, packaging, and training issues. 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numerical differences in a different attention implementation." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy problems do not match missing files from processor.save_pretrained." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch is unrelated to optimizer.step being called twice under deepspeed." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "MoE FP8 save_pretrained behavior is different from processor save_pretrained file omissions." + }, + { + "left": "issue:42796", + "right": "issue:43723", + "accept": false, + "reason": "Tokenizer BPE marker handling in a specific tokenizer is different from AutoTokenizer loading/import behavior." + }, + { + "left": "issue:44448", + "right": "issue:46132", + "accept": false, + "reason": "Pegasus output drift across versions is unrelated to AttentionInterface.register changing registered function behavior." + }, + { + "left": "issue:45245", + "right": "issue:46132", + "accept": false, + "reason": "Category-count limit in an embedding/encoding path is unrelated to attention registration behavior." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default sub-config initialization and non-persistent buffer junk are different initialization bugs." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols and different packages." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids is unrelated to GLM-5 RoPE implementation correctness." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch is not the same as Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:46132", + "right": "issue:46710", + "accept": false, + "reason": "AttentionInterface.register semantics and an accuracy regression after version upgrade are not the same concrete bug." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "PretrainedConfig type checking regression is unrelated to LlamaConfig rejecting explicit head_dim." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained and the default max_shard_size are different save_pretrained concerns." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading failure is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:46614", + "right": "issue:46932", + "accept": false, + "reason": "Stale phonemizer language state has nothing to do with Gemma4 quantized vision/audio dtype casting." + }, + { + "left": "issue:43122", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer output changes across versions are unrelated to FP8 inference failure on B200 GPUs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "torch.split return handling in a DSA indexer is unrelated to remote-code checkpoint meta-init incompatibility." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Image classification dataset loading and LlamaConfig head_dim validation are different subsystems and bugs." + }, + { + "left": "issue:43232", + "right": "issue:46424", + "accept": false, + "reason": "Generation kwargs sync behavior is unrelated to cache max length handling." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation sync_gpus logic and Kosmos2.5 OCR long-input indexing are unrelated code paths." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/readback issues are different from processor.save_pretrained missing artifacts." + }, + { + "left": "issue:46209", + "right": "issue:46431", + "accept": false, + "reason": "FP8 inference failure on B200 is unrelated to missing chat template support in a processor." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer registration/readback issues are different from processor.save_pretrained missing artifacts." + } + ] + }, + "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": 24, + "review_unit_index": 49, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:27957", + 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"issue:45092|issue:45357", + "issue:46369|issue:46909", + "issue:42907|issue:46050", + "issue:44279|issue:46328", + "issue:45381|issue:46305", + "issue:44261|issue:45092", + "issue:22355|issue:27957", + "issue:44483|issue:45406", + "issue:42831|issue:44038", + "issue:44829|issue:46002", + "issue:43644|issue:46305", + "issue:41628|issue:43824", + "issue:43408|issue:46402", + "issue:42831|issue:45753", + "issue:22355|issue:28218", + "issue:39401|issue:44568", + "issue:42886|issue:43066", + "issue:42886|issue:42994", + "issue:42757|issue:45278", + "issue:27957|issue:30990", + "issue:44188|issue:44373", + "issue:43408|issue:46369", + "issue:43232|issue:45593", + "issue:42796|issue:43122", + "issue:43646|issue:46002", + "issue:45381|issue:46909", + "issue:43540|issue:46909" + ], + "prepared_review_unit_hash": "97344cbc63fc098604b653e93db420a80e81b3a491d9e8ba210728976ecef9a8", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 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All soft pairs look like false positives rather than duplicates of the same underlying bug.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43475", + "right": "issue:46305", + "accept": false, + "reason": "Different SAM3 video encoder attribute error vs MoonshineStreaming sliding-window off-by-one; unrelated code paths." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention DSA indexer, but one is torch.split return handling and the other is a missing ReLU; different bugs." + }, + { + "left": "issue:46305", + "right": "issue:46655", + "accept": false, + "reason": "Different models/processors and different video-processing failures." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Indexer tensor-splitting bug vs docstring issue for position_ids; not the same bug." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang vs SigLIP2 zero probabilities; unrelated symptoms and subsystems." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Quantization accuracy regression vs Qwen3.5 MoE from_pretrained error; different failures." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve v5 model compatibility, but different model families and different save/load code paths." + }, + { + "left": "issue:46369", + "right": "issue:46909", + "accept": false, + "reason": "SAM3 LiteText memory overflow vs a broken DIA documentation example; no underlying bug match." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Different quantization/save-load problems for different schemes and model families." + }, + { + "left": "issue:44279", + "right": "issue:46328", + "accept": false, + "reason": "Generic dependency issue vs a SequenceFeatureExtractor.pad performance bug; unrelated." + }, + { + "left": "issue:45381", + "right": "issue:46305", + "accept": false, + "reason": "Qwen2.5-VL vision_position_ids bug vs MoonshineStreaming mask off-by-one; different models and logic." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA layernorm epsilon precision problem vs remote-code/meta-init incompatibility; not the same issue." + }, + { + "left": "issue:22355", + "right": "issue:27957", + "accept": false, + "reason": "Missing transformers.onnx import vs XLMRoberta Flash Attention 2 issue; unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat/completions request acceptance bug vs Gemma4Processor serve crash due to missing _tokenizer; different components." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "General FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe v5 bug; different problems." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash Attention 3 training degeneration vs NaNs in classification heads after checkout/init; not the same code-path." + }, + { + "left": "issue:43644", + "right": "issue:46305", + "accept": false, + "reason": "Transformers 5.0 buffer initialization bug vs MoonshineStreaming attention-window bug; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Two separate import errors for different symbols; shared symptom only, not one underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:46402", + "accept": false, + "reason": "SAM3 tracker/model-type warning vs SAM3 model text-encoder weights not loaded; different failures." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Quantization accuracy issue vs Qwen3_5 infinite-loop image bug; unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "Module import failure vs tokenizer spacing after added token; distinct issues." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Offset mapping bug vs BOS/EOS special-token insertion regression; different tokenizer behaviors." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure vs wrong decoder type in v5; different tokenizer issues." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Tokenizer cache/offline bug vs quantized model saving failure; unrelated." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "huggingface_hub import error vs broad Transformers import errors after upgrade; too generic to be the same bug." + }, + { + "left": "issue:27957", + "right": "issue:30990", + "accept": false, + "reason": "Flash Attention 2 on XLMRoberta vs Sentence Transformers loading hang; unrelated." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "torch.compile attention-kernel divergence vs position_ids docstring typo; not the same bug." + }, + { + "left": "issue:43408", + "right": "issue:46369", + "accept": false, + "reason": "SAM3 tracker/model-type warning vs SAM3 LiteText memory overflow; different symptoms." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs D-FINE denoising/aux-loss behavior; different code paths." + }, + { + "left": "issue:42796", + "right": "issue:43122", + "accept": false, + "reason": "Tokenizer BPE marker handling vs version-to-version tokenization difference; related area but not the same concrete bug." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model initialization breakage vs NaNs in classification heads on checkout/init; not enough evidence of one bug." + }, + { + "left": "issue:45381", + "right": "issue:46909", + "accept": false, + "reason": "Qwen2.5-VL video position IDs vs broken DIA docs example; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:46909", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError vs DIA documentation example; completely different." + } + ] + }, + "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": 24, + "review_unit_index": 50, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:29159", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43116", + "issue:43122", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43576", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44222", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45290", + "issue:45478", + "issue:45600", + "issue:46172", + "issue:46326", + "issue:46614", + "issue:46762" + ], + "soft_pairs": [ + "issue:42907|issue:44945", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:43576|issue:43784", + "issue:42371|issue:44263", + "issue:42907|issue:44964", + "issue:39401|issue:44488", + "issue:43976|issue:44945", + "issue:46172|issue:46762", + "issue:43756|issue:44060", + "issue:41628|issue:45278", + "issue:42907|issue:43937", + "issue:44117|issue:44704", + "issue:43784|issue:45600", + "issue:39401|issue:44521", + "issue:44704|issue:45290", + "issue:44625|issue:44829", + "issue:44360|issue:44485", + "issue:43408|issue:43475", + "issue:43122|issue:44521", + "issue:44038|issue:44297", + "issue:43122|issue:46326", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:45216|issue:45478", + "issue:22355|issue:29159", + "issue:44038|issue:44222", + "issue:39401|issue:46614", + "issue:43824|issue:44351", + "issue:43116|issue:45200", + "issue:43122|issue:44779", + "issue:42757|issue:44351" + ], + "prepared_review_unit_hash": "5c3b4c11aa856726afbe3e5b57aa81fe390c5e9731eaa1564945fd2ad0c90ef9", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36965, + "estimated_input_tokens": 9242, + "estimated_eval_tokens": 18740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: most items are unrelated bug reports, with only broad thematic overlap around v5 regressions and import/tokenizer issues. None of the suggested soft edges look like true duplicates.", + "confidence": 0.34, + "canonical_issue_reason": "Issue 45278 is the broadest representative of the cluster\u2019s repeated v5 import/regression theme, so it is the best single issue to anchor triage even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the strongest cluster representative because it captures the most general, user-facing failure mode among the mixed reports, especially the import-breakage subgroup.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Different failure modes and subsystems: dequantized save/load vs pipeline-parallel output correctness." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Unrelated symptoms and code paths: loader hanging vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "One is a tensor/buffer access issue, the other is tokenizer metadata mismatch during save_pretrained." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Different problems: env CLI breakage vs a NameError during sentence-transformers import." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning is unrelated to the GlmMoeDsaIndexer torch.split behavior." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failures: dequantized saving vs loading a specific multimodal checkpoint." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenization/model-loading bugs with no clear shared code path." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue vs incorrect output under pipeline parallelism." + }, + { + "left": "issue:46172", + "right": "issue:46762", + "accept": false, + "reason": "Both are numerical/model-quality complaints, but they concern different models and different attention implementations." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Different model-family implementation issues: RoPE layer dropping vs tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "These overlap only at the broad level of import failures; the concrete missing symbols and root causes are not the same." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Save/dequantization bug is unrelated to invalid GenerationConfig handling." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping None handling is a different code path from AutoProcessor kwargs forwarding." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import-time NameError in sentence-transformers is unrelated to stale auto_mappings config references." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization, but one is offset mappings and the other is assistant mask generation for multimodal chat templates." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat/processor APIs, but one is kwargs propagation to cached_file and the other is a tokenize=True crash on tool-call messages." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 config propagation and flash_attention_3 training degeneration are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Both are SAM 3 Video related, but one is a model-type warning and the other is a missing attribute bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Generic tokenizer regression and multimodal assistant-mask bug are different issues." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe compatibility and tokenizer_class save metadata mismatch are not the same defect." + }, + { + "left": "issue:43122", + "right": "issue:46326", + "accept": false, + "reason": "Different tokenizer regressions affecting different behaviors and likely different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure is unrelated to gguf_file loading for AutoTokenizer/AutoModel." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe bug and position_ids buffer access bug are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and version 5.4.0, but one is save_pretrained corruption while the other is from_pretrained failure; not the same concrete bug." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "ONNX import failure and slow/fast tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue and FP8 save_pretrained issue are different code paths and failure modes." + }, + { + "left": "issue:39401", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer offset mapping regression is unrelated to stale phonemizer language state." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules and likely different fixes." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script classification output issue is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and do not appear to share the same root cause." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are separate import 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": 24, + "review_unit_index": 51, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:22355", + "issue:28348", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42898", + "issue:43066", + "issue:43116", + "issue:43278", + "issue:43493", + "issue:43611", + "issue:43618", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44188", + "issue:44355", + "issue:44485", + "issue:44610", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44945", + "issue:45072", + "issue:45083", + "issue:45278", + "issue:45357", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002", + "issue:46231", + "issue:46328", + "issue:46614", + "issue:46640", + "issue:46710", + "issue:46829", + "issue:46877", + "issue:46909" + ], + "soft_pairs": [ + "issue:36296|issue:43116", + "issue:43278|issue:44945", + "issue:42175|issue:44938", + "issue:22355|issue:29127", + "issue:43493|issue:45753", + "issue:46231|issue:46877", + "issue:44188|issue:46328", + "issue:43937|issue:44485", + "issue:38617|issue:45278", + "issue:42898|issue:46614", + "issue:43066|issue:44779", + "issue:44038|issue:45478", + "issue:43611|issue:46002", + "issue:43976|issue:45446", + "issue:44355|issue:46231", + "issue:43116|issue:43493", + "issue:42673|issue:45072", + "issue:45357|issue:45478", + "issue:44625|issue:46002", + "issue:42371|issue:43874", + "issue:45083|issue:45446", + "issue:44610|issue:46909", + "issue:43992|issue:44704", + "issue:44075|issue:44936", + "issue:43618|issue:46829", + "issue:43116|issue:43825", + "issue:43066|issue:46710", + "issue:28348|issue:46640" + ], + "prepared_review_unit_hash": "07af1d52db917d9eb73b127ae4139ccf673f692379d6f18e4580d12d760606a3", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35627, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are only loosely related by Transformers/v5 regression language. They span distinct bugs, features, model families, and documentation issues, so I would not deduplicate any of the soft pairs.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45278 is the broadest, most representative complaint in the set: a v5 upgrade causing multiple import failures. It is the closest fit for the small import-regression subset, even though the cluster as a whole is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the best single representative because it captures the widest, most central failure mode among these issues: widespread import breakage after a version upgrade.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Different problems: tensor-parallel training instability vs an example script returning empty multi-label results." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "One is an eval dtype drift issue; the other is incorrect output under pipeline parallelism. Different code paths and symptoms." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Both are environment/version-related, but one is backend selection in extras install and the other is Python 3.14 load failure. Not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Unrelated: missing transformers.onnx module import vs unclear LayoutLMv3 validation error messaging." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "Different model families and failures: SigLIP2 implementation mismatch vs Qwen3_5 looping on a specific image." + }, + { + "left": "issue:46231", + "right": "issue:46877", + "accept": false, + "reason": "Both are doc-related, but one is a parameter name mismatch and the other is import-time stdout logging. Different issues." + }, + { + "left": "issue:44188", + "right": "issue:46328", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile is unrelated to a padding performance regression." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "Same model family, but one is invalid GenerationConfig validation and the other is a RoPE implementation discussion. Not the same concrete bug." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both mention import problems after v5, but 38617 is one specific missing symbol while 45278 is a broader upgrade fallout. Too coarse to merge." + }, + { + "left": "issue:42898", + "right": "issue:46614", + "accept": false, + "reason": "Tokenizer cleanup behavior change is unrelated to stale phonemizer backend state." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both involve tokenizers, but one is decoder type selection and the other is DeepSeek tokenization correctness. Different bugs." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen/MoE loading, but they target different models and error modes. Not clearly one underlying defect." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "Model loading with base_model_prefix is unrelated to NaNs in classification heads." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Separate version-check problems: Python support regression vs incorrect PyTorch version gating for an import." + }, + { + "left": "issue:44355", + "right": "issue:46231", + "accept": false, + "reason": "Compiled Python file errors are unrelated to a documentation parameter typo." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "An example script classification bug and a SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leakage in multi-threaded use is different from bf16 dtype mismatches in inference." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both concern Qwen3.5/Moe, but one is save_pretrained key serialization and the other is from_pretrained loading failure. Different code paths." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 is unrelated to NaNs in classification heads." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API guidance is unrelated to a missing multimodal helper method in GLM46V image processing." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A feature-extraction length helper issue is unrelated to a PyTorch version guard bug." + }, + { + "left": "issue:44610", + "right": "issue:46909", + "accept": false, + "reason": "Processor image-size mismatch is unrelated to a broken documentation example." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing weight loading in UMT5Encoder is unrelated to AutoProcessor not forwarding kwargs to cached_file." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and trainer.evaluate() failure are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:46829", + "accept": false, + "reason": "Both are output-field bugs, but they affect different models and different fields; not the same concrete issue." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "A classification example bug is unrelated to an incorrect pipeline error message about translation support." + }, + { + "left": "issue:43066", + "right": "issue:46710", + "accept": false, + "reason": "Tokenizer decoder-type regression is unrelated to a DeepSeek accuracy regression." + }, + { + "left": "issue:28348", + "right": "issue:46640", + "accept": false, + "reason": "A feature request for GPT2 flash-attn support is not the same as a generic flash-attention bug report." + } + ] + }, + "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": 24, + "review_unit_index": 52, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:42796", + "issue:43064", + "issue:43122", + "issue:43408", + "issue:43441", + "issue:43450", + "issue:43673", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44263", + "issue:44291", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44779", + "issue:44829", + "issue:44977", + "issue:44995", + "issue:45071", + "issue:45081", + "issue:45092", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45561", + "issue:45563", + "issue:45588", + "issue:46002", + "issue:46077", + "issue:46298", + "issue:46328", + "issue:46512", + "issue:46614", + "issue:46655", + "issue:46697", + "issue:46752", + "issue:46762" + ], + "soft_pairs": [ + "issue:44263|issue:46762", + "issue:46614|issue:46752", + "issue:44995|issue:46697", + "issue:45092|issue:46762", + "issue:42222|issue:43441", + "issue:43827|issue:45446", + "issue:33453|issue:39401", + "issue:43064|issue:43673", + "issue:42673|issue:42796", + "issue:43937|issue:45563", + "issue:44380|issue:46077", + "issue:43673|issue:46328", + "issue:42673|issue:46655", + "issue:42222|issue:46752", + "issue:44291|issue:45071", + "issue:45405|issue:45446", + "issue:44117|issue:45588", + "issue:39401|issue:44779", + "issue:44466|issue:46002", + "issue:44410|issue:45310", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45341|issue:46328", + "issue:45341|issue:45561", + "issue:44829|issue:45216", + "issue:45071|issue:46512", + "issue:44117|issue:45081", + "issue:43408|issue:43742", + "issue:38617|issue:41628", + "issue:43122|issue:46298" + ], + "prepared_review_unit_hash": "b614bb38c34162dc556f2b6a4be4038f003079852fea96184267be9741240bec", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36702, + "estimated_input_tokens": 9176, + "estimated_eval_tokens": 18608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a grab bag of unrelated regression reports. None of the soft pairs look like the same concrete bug/change, so they should stay separate.", + "confidence": 0.84, + "canonical_issue_reason": "issue:43122 is the broadest and most representative tokenization-regression report in the set, with clear v4\u2192v5 behavior change wording and existing inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the best representative issue because it captures the most general and reusable failure mode here: tokenizer behavior changing across the v4\u2192v5 upgrade.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44263", + "right": "issue:46762", + "accept": false, + "reason": "Different models and failure modes: GlmMoeDsaIndexer split handling vs Minimax attention numerical mismatch." + }, + { + "left": "issue:46614", + "right": "issue:46752", + "accept": false, + "reason": "Stale phonemizer backend state is unrelated to apply_chat_template crashing on an empty list." + }, + { + "left": "issue:44995", + "right": "issue:46697", + "accept": false, + "reason": "Cache/indexer crash in GLM-MoE is unrelated to Swin2SR image over-padding." + }, + { + "left": "issue:45092", + "right": "issue:46762", + "accept": false, + "reason": "Meta-init incompatibility for old InternVL2 checkpoints is unrelated to Minimax attention numerics." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose import/broken model loading is unrelated to Ministral FlashAttention generation failure." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() is unrelated to a PyTorch version gate bug in flex_attention." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression is too broad to match a specific Qwen3 offset_mapping bug." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Optimizer-state corruption under FSDP2/PEFT is unrelated to GenerationMixin cache missing in chunked_prefill." + }, + { + "left": "issue:42673", + "right": "issue:42796", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM is unrelated to Ministral tokenizer BPE-marker handling." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "Invalid GenerationConfig and stale num_return_sequences warning are different generation issues." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "Both involve attention backends, but one is scaling config ignored and the other is bidirectional masking built as causal; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:46328", + "accept": false, + "reason": "Generation cache missing is unrelated to a SequenceFeatureExtractor padding performance issue." + }, + { + "left": "issue:42673", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3 VRAM leak in dataloader threads is unrelated to video padding calculation in SmolVLM." + }, + { + "left": "issue:42222", + "right": "issue:46752", + "accept": false, + "reason": "VitPose model breakage is unrelated to empty-list chat templating." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Both touch v5 compatibility, but init_empty_weights argument handling and PretrainedConfig type checking are different failures." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT minimum-version packaging issue is unrelated to flex_attention's import/version check." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping returning None is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset_mapping and the other is general tokenization output; not the same concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization inconsistency is unrelated to NaNs in classification heads after checkout/init." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing projections in qwen3next layer 0 is a model-architecture issue, not the same as Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and Qwen3.5 flash-attention generation are different issues." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes are unrelated to AutoProcessor crashing without torchvision." + }, + { + "left": "issue:45341", + "right": "issue:46328", + "accept": false, + "reason": "A testing_utils bug and a SequenceFeatureExtractor padding inefficiency are unrelated." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "A small testing_utils bug is not the same as the pytest-xdist captured_info.txt race." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:45071", + "right": "issue:46512", + "accept": false, + "reason": "Broken PretrainedConfig type checking is unrelated to stale model.config.dtype after from_config(dtype=...)." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping lookup failure is unrelated to Mistral regex patching crashing on backend_tokenizer access." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "sam3_video/sam3_tracker config mismatch is unrelated to MobileLLM key errors." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different export paths." + }, + { + "left": "issue:43122", + "right": "issue:46298", + "accept": false, + "reason": "Tokenization behavior change and a noisy logging message 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": 24, + "review_unit_index": 53, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:27957", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43208", + "issue:43352", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44360", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44877", + "issue:44933", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45362", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656", + "issue:46172", + "issue:46178", + "issue:46209", + "issue:46231", + "issue:46328", + "issue:46617", + "issue:46762", + "issue:46894" + ], + "soft_pairs": [ + "issue:42617|issue:45341", + "issue:45362|issue:46328", + "issue:42222|issue:46178", + "issue:44484|issue:45310", + "issue:42371|issue:44261", + "issue:44877|issue:46231", + "issue:39401|issue:46209", + "issue:43937|issue:44496", + "issue:42371|issue:46617", + "issue:44410|issue:45478", + "issue:44261|issue:46762", + "issue:44933|issue:45278", + "issue:43208|issue:46894", + "issue:38617|issue:44220", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:43931|issue:44410", + "issue:43673|issue:45341", + "issue:42222|issue:45542", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:44484|issue:45478", + "issue:44483|issue:45464", + "issue:43874|issue:44261", + "issue:44263|issue:46172", + "issue:44360|issue:46172", + "issue:27957|issue:43352", + "issue:43931|issue:44038" + ], + "prepared_review_unit_hash": "b23c2e1e5a7986b84870c87123b3057f0211983d507630f922a2bffa372a4f5f", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + 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testing_utils.py bug." + }, + { + "left": "issue:45362", + "right": "issue:46328", + "accept": false, + "reason": "Different code paths: Qwen3.5 chat crash vs SequenceFeatureExtractor.pad performance." + }, + { + "left": "issue:42222", + "right": "issue:46178", + "accept": false, + "reason": "Different problems: vitpose model breakage vs tensorflow_text backend registration." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "Different symptoms and subsystems: TF32 setting guidance vs MLA layernorm epsilon precision bug." + }, + { + "left": "issue:44877", + "right": "issue:46231", + "accept": false, + "reason": "Config-loading regression vs a documentation parameter-name mismatch." + }, + { + "left": "issue:39401", + "right": "issue:46209", + "accept": false, + "reason": "Tokenizer offset mapping bug vs FP8 inference failure on B200; not the same defect." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Different models and failures: invalid GenerationConfig vs unrecognized model type." + }, + { + "left": "issue:42371", + "right": "issue:46617", + "accept": false, + "reason": "TF32 settings issue is unrelated to trust_remote_code cache FileNotFoundError." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Both are Qwen-family, but one is missing projections and the other is a from_pretrained error; different bugs." + }, + { + "left": "issue:44261", + "right": "issue:46762", + "accept": false, + "reason": "Different numerical issues in different models/code paths; not the same underlying bug." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "A missing import from image_utils is not the same as broad import errors after upgrade." + }, + { + "left": "issue:43208", + "right": "issue:46894", + "accept": false, + "reason": "Different models and training bugs; the shared 'double shift' pattern is not enough to treat as a duplicate." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for layer_type_validation vs audio feature extraction logic; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Optimizer args ignored is distinct from optimizer.step() being called twice under deepspeed." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both involve tokenizer behavior in v5, but the concrete failures differ (decoder type vs tokenization output)." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return handling vs GLM-5 RoPE implementation; different code paths." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Removed API and unexpected position-id keys are separate regression classes." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch for Qwen3-VL is unrelated to missing qkv/gate projections in qwen3next." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Generation cache missing in chunked_prefill vs a testing_utils.py bug; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "vitpose model failures are unrelated to the TensorFlow/tensorboard backend error." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "ImportError for AutoImageProcessor is not the same as PreTrainedConfig type-checking breakage." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression vs undefined tf backend error; different issues." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "A save_pretrained shard-size question is unrelated to Qwen3.5 MoE loading failure." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both mention chat/completions, but one is a generic API rejection and the other is a model-specific streaming failure." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image patch-count method vs layernorm epsilon precision bug; different subsystems." + }, + { + "left": "issue:44263", + "right": "issue:46172", + "accept": false, + "reason": "torch.split return-value issue is unrelated to DeepSeek-v4 transpose logic." + }, + { + "left": "issue:44360", + "right": "issue:46172", + "accept": false, + "reason": "Lack of ReLU in the DSA indexer is unrelated to the DeepSeek-v4 tensor transpose bug." + }, + { + "left": "issue:27957", + "right": "issue:43352", + "accept": false, + "reason": "Both mention Flash Attention 2 support, but they are different models and not the same concrete bug." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL loading failures; same family, but not the same underlying change or fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 54, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42890", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43208", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43531", + 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"issue:43097|issue:45588", + "issue:38617|issue:42757", + "issue:44410|issue:45375", + "issue:44038|issue:44410", + "issue:43208|issue:46897", + "issue:43064|issue:44315", + "issue:43986|issue:45372", + "issue:43097|issue:46050", + "issue:43986|issue:44484", + "issue:46655|issue:46664", + "issue:42890|issue:46298", + "issue:38617|issue:44351", + "issue:46172|issue:46710", + "issue:46298|issue:46752", + "issue:44062|issue:44117", + "issue:43097|issue:43873", + "issue:43012|issue:46821", + "issue:44117|issue:46701", + "issue:43502|issue:43992" + ], + "prepared_review_unit_hash": "fc0676978717fbd4364bb0a3adf06b4d5046507b3a29bffb1d612e46e745addf", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36883, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated Transformers bug reports with superficial overlap around v5 regressions, loading/import errors, and model-specific failures. None of the soft pairs look like the same underlying bug or change, so all are rejected.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43097 is the broadest, most central v5 regression in the set: a user-facing API removal with version-wide impact, making it the best representative of the cluster\u2019s general theme even though it is not a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43097 is the most representative issue because it is generic, high-impact, and tied to the same broad Transformers v5 breakage pattern that several other reports orbit around.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Both involve dtype/precision symptoms, but one is a PyTorch warning during compilation and the other is incorrect float32 casting when loading BLIP2; different code paths and fixes." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is a model load/runtime failure for Ministral-3 and the other is a training degeneration issue in sequence classification; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "One is a removed API in v5, the other is a gguf_file/from_pretrained loading breakage; different concrete failures." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Different modules and problems: unsafe sys.modules access in modeling_utils vs a bug in testing_utils." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor/video-model import handling is unrelated to a testing_utils bug." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Different model internals: MLA q_a_layernorm eps handling vs GLM-5 RoPE implementation." + }, + { + "left": "issue:45753", + "right": "issue:46369", + "accept": false, + "reason": "Both are multimodal model issues, but one is an infinite-generation loop and the other is a memory overflow; not the same underlying defect." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Both are GLM-related, but one is a missing image-processor method and the other is a torch.split/indexer bug; distinct code paths." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "A tokenizer mapping None bug is not the same as a specific model load failure for physical-intelligence/fast." + }, + { + "left": "issue:45440", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek versions and different failures: native MoE divergence vs a dtype/transpose bug." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to testing_utils." + }, + { + "left": "issue:43673", + "right": "issue:46123", + "accept": false, + "reason": "Both touch generation/pipeline behavior, but one is missing cache during chunked_prefill and the other drops final partial batches in MaskGenerationPipeline." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Version/API removal vs a flash_attention.py crash on s_aux=None; different failures and fixes." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different packages." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "One is missing attention projections in qwen3next layer 0, the other is a config field being dropped by strict parsing." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family model issues, but one is a broad v5/Qwen3-VL-Moe bug and the other is a specific layer-0 projection omission." + }, + { + "left": "issue:43208", + "right": "issue:46897", + "accept": false, + "reason": "Different model families and different training bugs; the shared word 'training' is too broad to merge them." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2+PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both are processor/loading import issues, but they involve different missing dependencies and failure points." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "API removal in v5 is not the same as quantized model save/load breakage." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "A missing torchvision-related processor import is unrelated to save_pretrained shard-size defaults." + }, + { + "left": "issue:46655", + "right": "issue:46664", + "accept": false, + "reason": "Same SmolVLM area, but one is padding calculation and the other is num_frames semantics; distinct bugs." + }, + { + "left": "issue:42890", + "right": "issue:46298", + "accept": false, + "reason": "Test flakiness from missing set_seed is unrelated to a noisy logging message." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name failures, but they are different missing symbols and different release breakages." + }, + { + "left": "issue:46172", + "right": "issue:46710", + "accept": false, + "reason": "Different DeepSeek-related reports with different symptoms: tensor transpose/dtype handling vs an accuracy regression after upgrade." + }, + { + "left": "issue:46298", + "right": "issue:46752", + "accept": false, + "reason": "Noisy logging and apply_chat_template empty-list IndexError are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword duplication and tokenizer mapping fallback are different tokenizer-loading bugs." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "A removed config/API in v5 is not the same as quantization offloading behavior." + }, + { + "left": "issue:43012", + "right": "issue:46821", + "accept": false, + "reason": "A PyTorch precision warning during compilation is unrelated to a window_size AttributeError in TimesFM 2.5." + }, + { + "left": "issue:44117", + "right": "issue:46701", + "accept": false, + "reason": "Tokenizer mapping assumptions do not match an image-text-to-text pipeline failure in DiffusionGemmaGenerationOutput." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "One is unwanted network access despite local_files_only, the other is a missing checkpoint weight when loading UMT5Encoder." + } + ] + }, + "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": 24, + "review_unit_index": 55, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42175", + "issue:42490", + "issue:42757", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43352", + "issue:43502", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43824", + "issue:43825", + "issue:43906", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44162", + "issue:44222", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44936", + "issue:44938", + "issue:45103", + "issue:45478", + "issue:45479", + "issue:45584", + "issue:45712", + "issue:45753", + "issue:46132", + "issue:46172", + "issue:46178", + "issue:46298", + "issue:46365", + "issue:46421" + ], + "soft_pairs": [ + "issue:44936|issue:46365", + "issue:44704|issue:45103", + "issue:44380|issue:46421", + "issue:44938|issue:46178", + "issue:43986|issue:44117", + "issue:42907|issue:44655", + "issue:42907|issue:45753", + "issue:43825|issue:44655", + "issue:43012|issue:43550", + "issue:45712|issue:46298", + "issue:43208|issue:43550", + "issue:43012|issue:44368", + "issue:43992|issue:44484", + "issue:43352|issue:43976", + "issue:43352|issue:44380", + "issue:43066|issue:43906", + "issue:44162|issue:46172", + "issue:43097|issue:46298", + "issue:44380|issue:46132", + "issue:45584|issue:46365", + "issue:44077|issue:46365", + "issue:44222|issue:45478", + "issue:36683|issue:43582", + "issue:44380|issue:45479", + "issue:42175|issue:46365", + "issue:42757|issue:43824", + "issue:43064|issue:44380", + "issue:42490|issue:43012", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:38617|issue:43502" + ], + "prepared_review_unit_hash": "77e4d5c0de0f0edfb004fc51029d366e849335e7bc580a44558f408739a16819", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37147, + "estimated_input_tokens": 9287, + "estimated_eval_tokens": 18830 + }, + "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 that only match by superficial soft-similarity. All candidate edges look like false positives, spanning import/dependency failures, model-specific regressions, trainer bugs, backend/compile issues, and UX warnings.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44380 is the closest hub in the cluster by soft-similarity and the most concrete single code-path bug (GPT2 attention scaling being ignored under SDPA/FlashAttention). Even so, it is only a representative, not a true duplicate target for the rest of the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44380 is the best standalone issue to anchor this cluster because it is the most central and self-contained regression among otherwise unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44936", + "right": "issue:46365", + "accept": false, + "reason": "Trainer.evaluate() after train and import failure involving datasets are unrelated problems." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "Cached-file kwargs passthrough and auto-docstring annotation handling are different code paths." + }, + { + "left": "issue:44380", + "right": "issue:46421", + "accept": false, + "reason": "GPT2 attention scaling under SDPA/FlashAttention is unrelated to cache lazy-init recompilation." + }, + { + "left": "issue:44938", + "right": "issue:46178", + "accept": false, + "reason": "Python 3.14 load failure and tensorflow_text backend validation are different compatibility issues." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Video-model processor import crash and tokenizer mapping None handling are unrelated load-path bugs." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Saving dequantized models and saving pipelines are different serialization problems." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Dequantized save failure and Qwen3.5 image loop are unrelated model behaviors." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Translation-task messaging and pipeline save_pretrained support are unrelated API issues." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "BF16 compile warning and Bamba SDPA compile failure are different backend/model bugs." + }, + { + "left": "issue:45712", + "right": "issue:46298", + "accept": false, + "reason": "Dummy class leakage into dir/check_repo and noisy logging are unrelated maintenance issues." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and Bamba torch.compile failure affect different models and code paths." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "BF16 compile warning and tie_word_embeddings warning in Qwen3.5 are unrelated warning scenarios." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing UMT5 weights and max_shard_size default behavior are different save/load concerns." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FlashAttention support and Python-version compatibility are unrelated issues." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type and an isolated reproduction of another bug are not the same defect." + }, + { + "left": "issue:44162", + "right": "issue:46172", + "accept": false, + "reason": "ESM2 breakage and deepseek tensor transpose failure are unrelated model-specific regressions." + }, + { + "left": "issue:43097", + "right": "issue:46298", + "accept": false, + "reason": "Removed tie_embeddings_and_encoder_decoder API and noisy logging are different issues." + }, + { + "left": "issue:44380", + "right": "issue:46132", + "accept": false, + "reason": "GPT2 attention scaling under backend selection is unrelated to AttentionInterface.register changing callback behavior." + }, + { + "left": "issue:45584", + "right": "issue:46365", + "accept": false, + "reason": "Whisper empty-transcription generation and Trainer import conflicts are unrelated failures." + }, + { + "left": "issue:44077", + "right": "issue:46365", + "accept": false, + "reason": "patchtsmixer post_init policy and import failure involving datasets are different problems." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "FP8 moe save_pretrained failure and Qwen3.5 Moe from_pretrained error are not the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size and Apple Silicon allocator TypeError are unrelated runtime errors." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "GPT2 SDPA attention-scaling bug and zero-loss classification bug are different code paths." + }, + { + "left": "issue:42175", + "right": "issue:46365", + "accept": false, + "reason": "TensorFlow backend packaging and importing Trainer being blocked by datasets are unrelated dependency issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Missing is_offline_mode import and missing Qwen2_5_VLForConditionalGeneration import are different dependency/export problems." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2 optimizer state corruption and GPT2 attention scaling under SDPA/FlashAttention are unrelated training vs inference bugs." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Trailing-slash local model warning and BF16 compile warning are different behaviors." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated model/data-processing issues." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "v5 chat-completions API rejection and Qwen2_5_VLProcessor batching crash are different surfaces." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP attentions no longer assigned and GPT2 attention scaling under backend selection are unrelated regressions." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "layer_type_validation import breakage and local_files_only still triggering API requests are different dependency/path 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": 24, + "review_unit_index": 56, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:42757", + "issue:42994", + "issue:43010", + "issue:43064", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44077", + "issue:44230", + "issue:44355", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44625", + "issue:44655", + "issue:44855", + "issue:44908", + "issue:44938", + "issue:45071", + "issue:45216", + "issue:45276", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:46077", + "issue:46082", + "issue:46365", + "issue:46829", + "issue:46851", + "issue:46877" + ], + "soft_pairs": [ + "issue:44038|issue:44230", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:43618|issue:43761", + "issue:43299|issue:43867", + "issue:36010|issue:42757", + "issue:44625|issue:46365", + "issue:45276|issue:46077", + "issue:43352|issue:43937", + "issue:44355|issue:46877", + "issue:44483|issue:45290", + "issue:36683|issue:43475", + "issue:43611|issue:44655", + "issue:43901|issue:44655", + "issue:43867|issue:45216", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:43618|issue:45216", + "issue:43208|issue:46829", + "issue:36683|issue:43525", + "issue:36683|issue:44625", + "issue:29870|issue:36296", + "issue:43992|issue:45310", + "issue:43064|issue:44492", + "issue:43010|issue:45278", + "issue:44075|issue:46365", + "issue:44908|issue:46851", + "issue:29870|issue:33453", + "issue:44938|issue:45071", + "issue:44355|issue:44855" + ], + "prepared_review_unit_hash": "d54fa8e69451be0513084517c896751364a637de0ee4cb304640f23793da8709", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36915, + "estimated_input_tokens": 9229, + "estimated_eval_tokens": 18714 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No pair is confirmed as a duplicate from the packet alone. The CLIP pair is the strongest-looking soft match, but the evidence is still too thin and explicitly non-deterministic, so it should be treated as unconfirmed rather than accepted.", + "confidence": 0.67, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43618 is the strongest representative issue candidate among the soft matches, but only as a tentative triage target; the CLIP pair lacks enough evidence to call it a confirmed duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Related model family, but one is a Qwen3-VL-Moe regression and the other is fp8 inference support; different underlying bugs." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they target different model families and different defects." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure vs Pipeline.save_pretrained serialization; not the same code path." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Title similarity is not enough here; the packet gives only soft similarity, no shared targets/files/diff, and explicitly marks this pair deterministic_accept=false." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading problems, but they involve different models and different failure modes." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import failures involving different symbols/dependencies." + }, + { + "left": "issue:44625", + "right": "issue:46365", + "accept": false, + "reason": "Qwen3.5 config propagation bug vs Trainer import failure due to datasets; unrelated." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Both are Gemma4-related, but one is embedding resize propagation and the other is attention-mask construction." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention support limitation vs GenerationConfig validation error; different problems." + }, + { + "left": "issue:44355", + "right": "issue:46877", + "accept": false, + "reason": "Compiled-file import errors vs doc-lint output at import time; different root causes." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat completions request validation and chat-template crash are different API paths." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing config attribute in Gemma3 vs missing vision-output attribute in SAM 3 Video; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Base model prefix loading regression vs pipeline save_pretrained serialization; not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch vs pipeline saving behavior; unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Load error with sorted state_dict vs incorrect saved checkpoint in Qwen3.5; different failure modes." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python-version compatibility reports, but they point to different versions and likely different root causes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Different missing-attribute/config-policy bugs in different models." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and Gemma4 bidirectional-attention masking are unrelated." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Both are Gemma4-related, but one is attention-mask logic and the other is head_dim validation." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression vs Qwen3.5 checkpoint-saving regression; unrelated." + }, + { + "left": "issue:43208", + "right": "issue:46829", + "accept": false, + "reason": "xLSTM training bugs vs VideoPrism output-field mismatch; unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different config attribute errors in different models." + }, + { + "left": "issue:36683", + "right": "issue:44625", + "accept": false, + "reason": "Gemma3 missing vocab_size and Qwen3.5 num_labels propagation are different config bugs." + }, + { + "left": "issue:29870", + "right": "issue:36296", + "accept": false, + "reason": "BART generate() UnboundLocalError vs tensor-parallel training bug; unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing embedding weights and Qwen3.5 MoE from_pretrained regression are different loading issues." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer state corruption vs cache-strategy typo; unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache update no_grad behavior vs many import errors after upgrade; unrelated." + }, + { + "left": "issue:44075", + "right": "issue:46365", + "accept": false, + "reason": "SGD args ignored vs Trainer import failing due to datasets; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:46851", + "accept": false, + "reason": "Scheduler kwargs bug vs variable-length position_ids bug; different code paths." + }, + { + "left": "issue:29870", + "right": "issue:33453", + "accept": false, + "reason": "BART generate() error and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure and PretrainedConfig type-checking breakage are different issues." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file import errors and DebertaV2Model Python 3.13 parsing failure have different root causes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The analysis is mostly grounded, but it overstates the CLIP pair. The packet only shows title-level similarity and explicitly marks the 43618/43761 pair as deterministic_accept=false. That is not enough to confidently call it a duplicate, so the single accept verdict is too strong. The summary should stay more conservative and treat that pair as unconfirmed rather than the only duplicate." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 57, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42890", + "issue:42898", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43502", + "issue:43575", + "issue:43576", + "issue:43618", + "issue:43723", + "issue:43824", + "issue:43867", + "issue:43874", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44734", + "issue:44749", + "issue:44964", + "issue:45125", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45850", + "issue:46132", + "issue:46202", + "issue:46285", + "issue:46617", + "issue:46664" + ], + "soft_pairs": [ + "issue:43867|issue:46202", + "issue:36683|issue:43064", + "issue:43867|issue:45375", + "issue:42890|issue:45561", + "issue:43010|issue:45850", + "issue:41669|issue:44246", + "issue:36296|issue:43575", + "issue:43010|issue:43976", + "issue:43618|issue:44077", + "issue:43992|issue:45478", + "issue:43867|issue:45357", + "issue:28282|issue:33453", + "issue:43618|issue:46285", + "issue:44360|issue:45440", + "issue:42890|issue:44964", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:42898|issue:46664", + "issue:43502|issue:44062", + "issue:44734|issue:46617", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:44387|issue:44556", + "issue:43824|issue:46617", + "issue:43502|issue:44485", + "issue:43874|issue:46617", + "issue:43576|issue:46132", + "issue:43010|issue:43065", + "issue:45125|issue:45478", + "issue:30333|issue:33453", + "issue:44355|issue:44749" + ], + "prepared_review_unit_hash": "8277c10f44363f987c3f2aa6ee2069eb48f9a0b1823228662c459c9cb986d301", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36127, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated issues that only share superficial transformer/model-loading vocabulary. I found no true duplicate soft edges among the provided pairs; all should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items span unrelated bugs across loading, training, tokenizer behavior, CI, cache, and performance, with no clear shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36683 is the strongest standalone issue in the set because it is open, concrete, and well-scoped, but it is not a good representative duplicate target for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:46202", + "accept": false, + "reason": "Different bugs: generic model loading/state_dict ordering vs Gemma pipeline roundtrip token handling." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Unrelated failures: Gemma3Config missing vocab_size vs FSDP2/PEFT optimizer-state mismatch during training." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different root causes: load-model error vs Qwen3.5 vision config field being dropped." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Different test issues: missing set_seed in SAM HQ integration tests vs xdist race writing captured_info.txt." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "Specific no_grad decoration change vs broad complaint that v5 breaks many models; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Both mention import time, but one is about import * removal and the other about intermittent slow imports; causes differ." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel label is too broad here; one is a training bug, the other is an OOM when loading a specific model with TP." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Different problems: cache/layer update should be no_grad vs Python version compatibility failure." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different code paths: CLIPOutput attentions assignment vs patchtsmixer post_init policy." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Different model-loading regressions: missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Generic load error vs incorrect visual encoder keys during save_pretrained." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different regressions: missing PyTorch dependency ImportError vs tokenizer loading regression." + }, + { + "left": "issue:43618", + "right": "issue:46285", + "accept": false, + "reason": "Both involve CLIP, but one is attentions being unset and the other is model structure inconsistency." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Completely different functionality: DSA indexer ReLU discussion vs DeepSeekV3MoE implementation divergence." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different areas: SAM HQ test seeding vs Phi-4 multimodal model loading." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different CI failures: SAM HQ integration seed instability vs GraniteSpeech stale device override test." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Both touch SAM-related CI, but one is about missing seeds and the other about removed Sam3LiteText configs." + }, + { + "left": "issue:42898", + "right": "issue:46664", + "accept": false, + "reason": "Tokenizer cleanup behavior vs video processor num_frames semantics; unrelated components." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Different loading bugs: local_files_only still triggering requests vs AddedToken special-argument conflict." + }, + { + "left": "issue:44734", + "right": "issue:46617", + "accept": false, + "reason": "Serve-time KV-cache indexing crash vs cache load FileNotFoundError; not the same code path." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer.from_pretrained regression vs checkpoint reload incompatibility after upgrade; different failures." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained issue vs missing tensor-parallel plan; different model/export paths." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 quantization memory regression vs version-upgrade reload failure; no shared root cause." + }, + { + "left": "issue:43824", + "right": "issue:46617", + "accept": false, + "reason": "ImportError for a specific model class vs cache FileNotFoundError for trust_remote_code loading." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local file enforcement bug vs GLM-5 RoPE implementation discussion; unrelated." + }, + { + "left": "issue:43874", + "right": "issue:46617", + "accept": false, + "reason": "Missing image-processor method vs trust_remote_code cache FileNotFoundError; different layers." + }, + { + "left": "issue:43576", + "right": "issue:46132", + "accept": false, + "reason": "CLI env command breakage vs AttentionInterface.register behavior change; separate issues." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "No_grad decoration for cache/layers is unrelated to the dummy Conv2d in Sam3PixelDecoder." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Missing _tp_plan vs Qwen3.5 from_pretrained error; related model family, but not the same bug." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed jobs vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors vs post-upgrade data filtering slowdown; different symptoms and causes." + } + ] + }, + "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": 24, + "review_unit_index": 58, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:29870", + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:43010", + "issue:43232", + "issue:43299", + "issue:43475", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43901", + "issue:44222", + "issue:44230", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45362", + "issue:45375", + "issue:45468", + "issue:45542", + "issue:45850", + "issue:46143", + "issue:46144", + "issue:46209", + "issue:46617", + "issue:46664", + "issue:46726" + ], + "soft_pairs": [ + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:46664|issue:46726", + "issue:43502|issue:44222", + "issue:43502|issue:44961", + "issue:43010|issue:43232", + "issue:30990|issue:31795", + "issue:43827|issue:44961", + "issue:30333|issue:36296", + "issue:43299|issue:44556", + "issue:29870|issue:31795", + "issue:44355|issue:45071", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:43576|issue:45071", + "issue:44315|issue:44360", + "issue:31795|issue:38617", + "issue:44961|issue:45468", + "issue:43576|issue:43824", + "issue:44485|issue:44961", + "issue:44351|issue:46617", + "issue:44908|issue:44961", + "issue:43576|issue:44938", + "issue:36296|issue:43901", + "issue:46143|issue:46144", + "issue:43475|issue:46617", + "issue:44222|issue:44230", + "issue:41628|issue:42548", + "issue:44315|issue:46209", + "issue:44485|issue:46664", + "issue:43673|issue:44492", + "issue:45362|issue:45850", + "issue:44273|issue:45542" + ], + "prepared_review_unit_hash": "4620160eaaf1c38a9143e3062d38fb08d23d7464c08afee021c5e1fabf4d19e5", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36279, + "estimated_input_tokens": 9070, + "estimated_eval_tokens": 18396 + }, + "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. The soft pairs are only superficially similar (often just shared words like import error, loading regression, cache, or v5 breakage) and do not look like the same underlying bug/change, so I rejected all of them. There are no PRs in the set.", + "confidence": 0.87, + "canonical_issue_reason": "Issue 43576 is the broadest, most representative report here: a v5-level breakage affecting a user-facing command. It best fits the cluster\u2019s loose theme of version-related regressions, even though the cluster is not a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43576 is the best single representative because it is a concise, high-signal regression report about a concrete v5 breakage, making it more usable as a cluster anchor than the narrower model- or symbol-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols (`PreTrainedModel` vs `HybridCache`) and likely different breakpoints." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Both involve Qwen3.5 MoE-related fields, but one is tensor-parallel planning and the other is config-field preservation; not the same bug." + }, + { + "left": "issue:46664", + "right": "issue:46726", + "accept": false, + "reason": "Different subsystems and failures: video processor frame semantics vs AutoProcessor backend/vision-import handling." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "One is unintended network access during local-only loading; the other is FP8 save_pretrained behavior for MoE models." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful overlap beyond being unrelated issues." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both are generation/cache-related, but they target different code paths and different symptoms; not mergeable as one fix." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-transformers loading hang is unrelated to documentation confusion about `input_ids` and `past_key_values`." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Documentation reference to removed pipeline APIs is unrelated to the placeholder `racoon` issue." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting on failed jobs is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both mention version 5 regressions, but they affect different model-loading paths and models; too broad to treat as the same bug." + }, + { + "left": "issue:29870", + "right": "issue:31795", + "accept": false, + "reason": "A generation-time UnboundLocalError in Bart is unrelated to documentation wording about forward arguments." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file errors and `PretrainedConfig` type checking are unrelated failure modes." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading and the other is a specific model-loading break for Llama 3.2 Vision." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "One is a missing import from `huggingface_hub`, the other is a broken `transformers env` command; different packages and code paths." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "CLI/environment command breakage is unrelated to `PretrainedConfig` type-checking changes." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application in `model_init` is unrelated to the DSA indexer/ReLU discussion." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion and an import error for `layer_type_validation` are unrelated." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No clear common bug; the titles are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing `Qwen2_5_VLForConditionalGeneration` import are different issues." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "RoPE implementation discussion is unrelated to the placeholder issue." + }, + { + "left": "issue:44351", + "right": "issue:46617", + "accept": false, + "reason": "Different import/cache failures involving different symbols and different loading contexts." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler keyword handling is unrelated to the placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "A broken env command in v5 is unrelated to Python 3.14 import/load failures." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and pipeline docs mismatch are unrelated." + }, + { + "left": "issue:46143", + "right": "issue:46144", + "accept": false, + "reason": "Both are RoFormer-related, but one is missing `**kwargs` passthrough while the other is about the attention interface; not the same concrete bug." + }, + { + "left": "issue:43475", + "right": "issue:46617", + "accept": false, + "reason": "SAM 3 video attribute access error is unrelated to trust_remote_code cache file lookup failures." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8/MoE, but one is about saving pretrained weights and the other about inference support; different fixes." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Two different missing imports (`AutoImageProcessor` vs `PreTrainedModel`) do not indicate the same bug." + }, + { + "left": "issue:44315", + "right": "issue:46209", + "accept": false, + "reason": "Different FP8/tensor-parallel/model bugs with no shared concrete failure path." + }, + { + "left": "issue:44485", + "right": "issue:46664", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to SmolVLM video frame semantics." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing in v5.0.0 and a cache-strategy typo are not the same underlying problem." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "A Qwen3.5 chat crash and a vague 'v5 breaks too many models' complaint are too broad and do not point to one concrete shared bug." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading behavior is unrelated to a TensorBoard/TensorFlow backend import 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": 24, + "review_unit_index": 59, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478", + "issue:45753", + "issue:45850", + "issue:46095", + "issue:46218", + "issue:46328", + "issue:46655", + "issue:46664" + ], + "soft_pairs": [ + "issue:44623|issue:45230", + "issue:44360|issue:46664", + "issue:44038|issue:45125", + "issue:44273|issue:45003", + "issue:44393|issue:45071", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:43572|issue:45850", + "issue:44492|issue:45850", + "issue:45278|issue:45850", + "issue:44230|issue:46095", + "issue:42371|issue:44492", + "issue:41669|issue:46218", + "issue:43408|issue:44315", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:43976|issue:44393", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:44297|issue:45230", + "issue:44704|issue:44908", + "issue:44492|issue:46328", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43976|issue:45850", + "issue:44393|issue:45478", + "issue:43976|issue:46218", + "issue:44077|issue:44861", + "issue:31795|issue:33453", + "issue:43576|issue:44273", + "issue:44315|issue:44829", + "issue:44360|issue:45468", + "issue:43519|issue:46655", + "issue:44273|issue:44908", + "issue:45230|issue:45310" + ], + "prepared_review_unit_hash": "65fd926c875f0cba2abf22524366aa35f5e1f4ceb0132af41b9b0fbaa31b459a", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39078, + "estimated_input_tokens": 9770, + "estimated_eval_tokens": 19796 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose semantic grouping of unrelated Transformers issues, with many v5/regression/import/model-specific reports but no clear duplicate pairs. I would not merge any of the proposed soft edges.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45850 is the broadest umbrella-style report in the set and best matches the cluster\u2019s general v5-regression theme, but it is too vague to be a strong canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the most cluster-wide representative issue, covering the widest regression surface among the listed items, even though it lacks the specificity usually needed for dedupe triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "One is a specific processor.save_pretrained bug; the other is an empty generic report. No shared concrete failure mode." + }, + { + "left": "issue:44360", + "right": "issue:46664", + "accept": false, + "reason": "DSA/ReLU discussion is unrelated to SmolVLM video padding/num_frames behavior." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Both mention Qwen3-related models, but one is a general Qwen3-VL-Moe bug and the other is a tensor-parallelism metadata issue." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import/lazy-loading areas, but one is a broad lazy-loading complaint and the other is a specific sys.modules access bug." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bbox output behavior and PretrainedConfig type checking are unrelated failures." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Same general model family, but one is bbox-output hallucination and the other is an infinite-loop image case; different bugs." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "CLI env command breakage and checkpoint reload compatibility are different code paths." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance/regression and chunked_prefill cache availability are not the same bug." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "A missing Llama4Config attribute is a specific config bug, not the broad v5 breakage umbrella." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 loading regressions, but one is generic checkpoint reload failure and the other is a specific remote-code/meta-init incompatibility." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is specific and distinct from the generic v5 breakage report." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A cache-strategy typo is unrelated to broad model breakage." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "General import errors after upgrade are broader than, but not the same as, the generic 'too many models break' complaint." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to DeepSeek weight conversion support." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and cache-strategy typo are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:46218", + "accept": false, + "reason": "Import-time slowdown from import * is not the same as a missing Qwen3_5ForCausalLM import/export." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "SAM3 tracker model-type warning and Liger Kernel application in model_init are different subsystems." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related flaky tests are unrelated to inverse_sqrt scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Slow import timing and broken lazy loading are related at a high level, but not the same concrete failure." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "CLI env command breakage does not match a scheduler kwargs bug." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 support error for Nemotron is unrelated to Qwen3-VL bbox output issues." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility and Qwen3-VL output errors are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling and PretrainedConfig type checking are distinct bugs." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position_ids buffer access error is specific; the other item is only a placeholder report." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch is specific and not the same as a generic bug report." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor cached_file kwargs plumbing is unrelated to scheduler configuration." + }, + { + "left": "issue:44492", + "right": "issue:46328", + "accept": false, + "reason": "Cache-strategy typo and SequenceFeatureExtractor.pad performance issue do not share an underlying bug." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance regression is not the same as a missing HybridCache export." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import-performance regression and a testing_utils bug are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45850", + "accept": false, + "reason": "Python support regression is separate from the generic v5 breakage complaint." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen3 variants and different symptoms; not the same concrete failure." + }, + { + "left": "issue:43976", + "right": "issue:46218", + "accept": false, + "reason": "Python compatibility and a missing model import are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy and tied-weights list handling are different model-internal bugs." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Documentation confusion and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env CLI and lazy-loading malfunction overlap only loosely and do not look like one bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to flash_attention_3 training degeneration." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer discussion and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:46655", + "accept": false, + "reason": "Qwen3VL timestamp calculation and SmolVLM video padding are different processor bugs." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading malfunction is unrelated to inverse_sqrt scheduler kwargs." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "A placeholder bug report is not the same as the Qwen3.5 MoE from_pretrained error." + } + ] + }, + "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": 24, + "review_unit_index": 60, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:28348", + "issue:29870", + "issue:30333", + "issue:31515", + "issue:31795", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:42936", + "issue:43066", + "issue:43298", + "issue:43352", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43618", + "issue:43668", + "issue:43704", + "issue:43717", + "issue:44031", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44351", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44655", + "issue:44861", + "issue:44908", + "issue:44938", + "issue:44998", + "issue:45250", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46018", + "issue:46095", + "issue:46144", + "issue:46172", + "issue:46218", + "issue:46894" + ], + "soft_pairs": [ + "issue:44655|issue:44861", + "issue:43576|issue:46218", + "issue:43519|issue:44485", + "issue:45468|issue:46894", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:46018|issue:46172", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:45850|issue:46218", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43298|issue:46095", + "issue:44351|issue:46218", + "issue:43352|issue:46218", + "issue:42913|issue:43066", + "issue:28348|issue:45250", + "issue:44908|issue:44998", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44998|issue:45850", + "issue:44938|issue:44998", + "issue:44861|issue:45290", + "issue:31515|issue:38617", + "issue:43572|issue:44861", + "issue:43525|issue:44861", + "issue:44230|issue:44623", + "issue:28348|issue:43352", + "issue:29870|issue:31515", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:43298|issue:44230", + "issue:43717|issue:46144", + "issue:42936|issue:46018", + "issue:43668|issue:44031" + ], + "prepared_review_unit_hash": "3da0cf0e42e95d62e33d6f4e72b7155f6b22a83df0cd5c268d5f73cd845210b4", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39140, + "estimated_input_tokens": 9785, + "estimated_eval_tokens": 19826 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This is not a true duplicate cluster: the items span unrelated Transformers bugs and regressions (save_pretrained, tokenizer/config issues, loading errors, model-specific inference bugs, scheduler behavior, etc.). All soft pairs should be rejected as merely title-similar, not the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical duplicate exists. If forced to pick an umbrella, issue:45850 is the broadest v5-regression report, but it is too vague to serve as a real duplicate sink.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the closest thing to a cluster representative because it broadly matches the recurring 'v5 breaks many models' theme, but the cluster is too heterogeneous for a strong best-issue choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs: Pipeline save_pretrained missing files vs _tied_weights_keys list handling crash." + }, + { + "left": "issue:43576", + "right": "issue:46218", + "accept": false, + "reason": "Different failures: broken env command vs import error for Qwen3_5ForCausalLM." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Different model/code paths: Qwen3VL timestamp bug vs GLM-5 RoPE implementation issue." + }, + { + "left": "issue:45468", + "right": "issue:46894", + "accept": false, + "reason": "Different model-specific training/inference bugs: Gemma-4 audio positional encoding vs CohereASR loss double-shift." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Unrelated bugs: processor timestamp calculation vs inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Different scope: import * cleanup/perf issue vs Qwen3ForCausalLM VRAM leak." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Different problem types: documentation confusion vs Llama 3.2 vision model loading regression." + }, + { + "left": "issue:46018", + "right": "issue:46172", + "accept": false, + "reason": "Different DeepSeek issues: shared expert gating bug vs tensor transpose/dtype expression bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "Different bugs: VRAM leak in Qwen3ForCausalLM vs GLM-5 RoPE implementation." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "Different model implementations: GLM-5 RoPE vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Different failures: unwanted network requests with local_files_only vs Qwen3VL timestamp bug." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "Different areas: TF32 settings guidance vs Qwen3ForCausalLM memory leak." + }, + { + "left": "issue:45850", + "right": "issue:46218", + "accept": false, + "reason": "Different regressions: generic v5 breakage complaint vs import failure for Qwen3_5ForCausalLM." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Different bugs: timestamp calculation vs VRAM leak." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "Different model internals: GLM MoE torch.split behavior vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Different precision/config problems: MLA q_a_layernorm eps mismatch vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Different requests: continuous batching support for audio models vs DeepSeek-V4 weight conversion question." + }, + { + "left": "issue:44351", + "right": "issue:46218", + "accept": false, + "reason": "Different import failures: HybridCache export missing vs Qwen3_5ForCausalLM module import error." + }, + { + "left": "issue:43352", + "right": "issue:46218", + "accept": false, + "reason": "Different issues: NemotronH Flash Attention 2.0 support vs Qwen3_5ForCausalLM import failure." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Related theme but not same bug: tokenizer v4/v5 behavior difference vs wrong decoder type in v5." + }, + { + "left": "issue:28348", + "right": "issue:45250", + "accept": false, + "reason": "Same broad feature area only: GPT2LMHeadModel FA2 support request vs generic Flash Attention 2.0 topic." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Completely unrelated: scheduler kwargs bug vs unrelated 'Unemployment' issue." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Different issues: cache-strategy typo vs unrelated non-technical issue." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "Different bugs: CLIPOutput attentions assignment regression vs unrelated 'Unemployment' issue." + }, + { + "left": "issue:44998", + "right": "issue:45850", + "accept": false, + "reason": "Not a duplicate pair: unrelated issue vs generic v5 breakage complaint." + }, + { + "left": "issue:44938", + "right": "issue:44998", + "accept": false, + "reason": "Different problems: Python 3.14 load failure vs unrelated 'Unemployment' issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different code paths: tied-weight-key crash vs chat template tool-call crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Different scope: from_pretrained performance complaint vs ImportError for layer_type_validation." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs: missing pad_token_idx after v5 update vs tied-weights list handling crash." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Different bugs: Llama4Config pad_token_id absence vs tied-weights list handling crash." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "Different requests: fp8 inference support vs processor.save_pretrained missing files." + }, + { + "left": "issue:28348", + "right": "issue:43352", + "accept": false, + "reason": "Same broad feature area only: Flash Attention 2.0 support requests for different models, not the same bug/change." + }, + { + "left": "issue:29870", + "right": "issue:31515", + "accept": false, + "reason": "Different bugs: Bart generate() decoder_attention_mask error vs from_pretrained slowness." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "Different problems: MLFlow reporting after training failure vs from_pretrained slowness." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Different layers: checkpoint loading performance vs tensor-parallel training bug." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Different issues: slow checkpoint loading vs confusing forward() documentation." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Different bugs: fp8 support request vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Different feature requests: continuous batching for audio models vs fp8 inference support." + }, + { + "left": "issue:43717", + "right": "issue:46144", + "accept": false, + "reason": "Different model components: Mamba init_weights behavior vs RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different model bugs: Mask2Former ignore_value usage vs DeepSeek-V4 shared expert gating." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "Different defects: ModernBERT type hint bug vs tokenizer regex warning regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 24, + "review_unit_index": 61, + "review_unit_count": 61, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-502", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46144" + ], + "soft_pairs": [ + "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": "fe88e5ab6cd65d9c9782aed9b702d8d5df234ff4e984b3c46ac3f06cf3b6fbfa", + "component_budget": { + "node_count": 502, + "item_count": 502, + "soft_pair_count": 1842, + "serialized_chars": 956212, + "estimated_input_tokens": 239053, + "estimated_eval_tokens": 478362 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 6641, + "estimated_input_tokens": 1661, + "estimated_eval_tokens": 3578 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is noisy: the issues span unrelated models, configs, tokenizer warnings, quantization typos, and attention plumbing. None of the soft-similarity pairs look like the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "#43240 is the broadest and most generic report in the set, so it is the least bad anchor for this noisy cluster, but it is not truly a strong canonical match for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#43240 is the best single representative only because it describes a generic code-path bug and has the most cluster-like wording; however, the surrounding issues are still heterogeneous and should not be merged as duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value handling and missing kwargs in loss calculation are different bugs in different code paths." + }, + { + "left": "issue:43240", + "right": "issue:46144", + "accept": false, + "reason": "Generic loss kwargs plumbing is unrelated to RoFormer attention interface usage." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Model ignore_value logic and tokenizer regex warnings are unrelated subsystems." + }, + { + "left": "issue:42936", + "right": "issue:46144", + "accept": false, + "reason": "Mask2Former loss handling and RoFormer attention implementation concerns do not describe the same defect." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Ignoring a value in a segmentation model is unrelated to a typo in a quantization attribute name." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs to loss functions and an incorrect type hint for norm_eps are different issue types and code paths." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "These are both minor correctness issues, but one is a type hint problem and the other is a typo in a different feature." + }, + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "RMS norm semantics for Llama4TextL2Norm and ModernBERT norm_eps typing are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Mask2Former ignore_value behavior and ModernBERT config typing do not share the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "11e308900c4a00bfdbfe5165b61a4db9fa9fcfe6f73fd639f3bd371d06fafa2d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 2874, + "estimated_input_tokens": 719, + "estimated_eval_tokens": 1694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is not a duplicate set: one issue is about tokenizer truncation behavior, one about ReduceLROnPlateau-style scheduling, and one about Wav2Vec2 word boundary timestamps.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue for deduping; the issues are on unrelated topics and should not be collapsed into one.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #11307 is the most discussion-active, but it is still not a good canonical target because it concerns a different feature area than the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:10519", + "right": "issue:11307", + "accept": false, + "reason": "Different features: tokenizer truncation settings vs. Wav2Vec2 word time offsets." + }, + { + "left": "issue:10519", + "right": "issue:11005", + "accept": false, + "reason": "Unrelated topics: truncation strategy vs. learning-rate scheduler functionality." + }, + { + "left": "issue:11005", + "right": "issue:11307", + "accept": false, + "reason": "No shared underlying bug or change; scheduler behavior vs. speech model timestamp extraction." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "ad8fb81406e3c6fbc34e010d9ea8cd4aaab37eefdb8a24a73f7755ac9a84d5f7", + "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": "These issues do not describe the same underlying bug: one is about Tapas tokenization mismatch, one about a private-model download/login error, and one about failing to load bert-base-uncased. The soft-similarity links are too broad to treat as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No true duplicate cluster is present; if forced to pick one, issue 16618 is the broadest and most central-sounding loading failure, but it is not a real canonical target for the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 16618 is the most general and discussion-heavy of the three, so it is the least-bad representative of this weak cluster, though still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization behavior is a different problem from a bert-base-uncased load failure; no shared code-path or concrete bug match." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "The private-model download/login error is a distinct authentication/download issue, not the same as a generic model-loading failure." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "b8095fd333047db99645a824f55e2442083845a5affe5539428964f13de1f82c", + "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 both broad community-contribution feature requests, but for different capabilities: Flash Attention 2 support vs GGUF support. They do not describe the same underlying change, so they should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 26350 is a concrete feature request around adding Flash Attention 2 support for more architectures; it is specific and independently scoped.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 26350 is the more concrete of the two and has the narrower, architecture-focused request, making it a better representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different requested features and different underlying code paths: Flash Attention 2 support vs GGUF support. They are both community contribution requests, but not 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": 5, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-9", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:38435", + "issue:43834", + "issue:44365", + "issue:44370", + "issue:46222", + "issue:46226", + "issue:46931" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "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:44365", + "issue:38435|issue:43834", + "issue:38435|issue:46222", + "issue:38435|issue:46226", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:43834|issue:46222", + "issue:43834|issue:46226", + "issue:43834|issue:46931", + "issue:44365|issue:44370", + "issue:44365|issue:46222", + "issue:44365|issue:46226", + "issue:44365|issue:46931", + "issue:44370|issue:46222", + "issue:44370|issue:46226", + "issue:44370|issue:46931", + "issue:46222|issue:46226", + "issue:46222|issue:46931", + "issue:46226|issue:46931" + ], + "prepared_review_unit_hash": "7701915672e9d99b78ad85e76decdd2c077c4ccf5f0ac736cde5e5a4818f95a3", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 29, + "serialized_chars": 15984, + "estimated_input_tokens": 3996, + "estimated_eval_tokens": 8248 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The set splits into two clear duplicate groups: the generic i18n placeholder translation issues (43834/44365/44370) and the identical Thai-title pair (46222/46226). The remaining Thai-title issue 46931 is similar in theme but has a different title, so it should not be treated as a duplicate based on the available evidence. Language-specific translation requests like Turkish, Spanish, and Romanian are distinct from the generic template issue.", + "confidence": 0.93, + "canonical_issue_reason": "issue:43834 is the best representative of the main duplicate subgroup because it uses the clean generic i18n placeholder title and matches the exact duplicates 44365 and 44370.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest issue to keep as the representative of the generic template subgroup, since its title is the clearest placeholder form and it sits at the center of the exact-title duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different language target; this is a Turkish-specific request, not the same issue as the generic template." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; separate translation request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs generic template; not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:38435", + "accept": false, + "reason": "Different language target; separate translation request." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Different language target; Turkish and Spanish translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Spanish-specific request vs generic template; not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; separate translation request." + }, + { + "left": "issue:28936", + "right": "issue:38435", + "accept": false, + "reason": "Spanish and Romanian translation requests are distinct." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different language target; not the same underlying request." + }, + { + "left": "issue:38435", + "right": "issue:44370", + "accept": false, + "reason": "Romanian-specific request vs generic template; not the same issue." + }, + { + "left": "issue:38435", + "right": "issue:44365", + "accept": false, + "reason": "Different language target; separate translation request." + }, + { + "left": "issue:38435", + "right": "issue:43834", + "accept": false, + "reason": "Romanian request and generic template are not the same concrete issue." + }, + { + "left": "issue:38435", + "right": "issue:46222", + "accept": false, + "reason": "Different title and content; not the same request." + }, + { + "left": "issue:38435", + "right": "issue:46226", + "accept": false, + "reason": "Different title and content; not the same request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "Exact same generic placeholder translation issue; very likely duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Same placeholder title and same translation-template request." + }, + { + "left": "issue:43834", + "right": "issue:46222", + "accept": false, + "reason": "Generic template issue vs a Thai-language title issue; not enough to treat as the same duplicate." + }, + { + "left": "issue:43834", + "right": "issue:46226", + "accept": false, + "reason": "Generic template issue vs a Thai-language title issue; not the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai title and different wording; not enough evidence of duplication." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Exact same placeholder issue, so they look like duplicates." + }, + { + "left": "issue:44365", + "right": "issue:46222", + "accept": false, + "reason": "Different title and content; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46226", + "accept": false, + "reason": "Different title and content; not the same issue." + }, + { + "left": "issue:44365", + "right": "issue:46931", + "accept": false, + "reason": "Different wording and title; not enough evidence of duplication." + }, + { + "left": "issue:44370", + "right": "issue:46222", + "accept": false, + "reason": "Different title and content; not the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46226", + "accept": false, + "reason": "Different title and content; not the same underlying request." + }, + { + "left": "issue:44370", + "right": "issue:46931", + "accept": false, + "reason": "Different Thai title and wording; not enough evidence of duplication." + }, + { + "left": "issue:46222", + "right": "issue:46226", + "accept": true, + "reason": "Identical title and matching metadata strongly indicate duplicates." + }, + { + "left": "issue:46222", + "right": "issue:46931", + "accept": false, + "reason": "Similar Thai-language content, but the titles differ and the packet does not establish them as the same request." + }, + { + "left": "issue:46226", + "right": "issue:46931", + "accept": false, + "reason": "Similar Thai-language content, but the titles differ and the packet does not establish them as the same request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The grouping into two exact-duplicate clusters is grounded, but the summary overstates the evidence by calling the Thai-title cluster \"spam/placeholder\" and \"unrelated.\" The packet only shows matching Thai titles for 46222/46226 and a different Thai title for 46931; it does not establish spam or placeholder behavior. Keep the conclusions more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36718-19", + "nodes": [ + "issue:36718", + "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", + "issue:46645", + "issue:46653" + ], + "soft_pairs": [ + "issue:36718|issue:41115", + "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:42738|issue:46653", + "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:43837|issue:44121", + "issue:43909|issue:44205", + "issue:43909|issue:46645", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177", + "issue:45322|issue:46133", + "issue:42503|issue:46653", + "issue:45027|issue:46653" + ], + "prepared_review_unit_hash": "9a53227578611ca9c20cd20fd8548e50f2fe4d4dda2e19a2a8ee5b3768176148", + "component_budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24675, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "budget": { + "node_count": 19, + "item_count": 19, + "soft_pair_count": 40, + "serialized_chars": 24675, + "estimated_input_tokens": 6169, + "estimated_eval_tokens": 12594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of distinct model-request issues across different architectures and modalities, not duplicates. No soft edge should be merged.", + "confidence": 0.98, + "canonical_issue_reason": "Issue 36879 is the cleanest representative of the broad \u201cadd a model\u201d pattern, but it is not a true duplicate target for the rest of the cluster; the requests are for different models and code paths.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 36879 is a concise, self-contained model-add request and a reasonable representative anchor for the cluster, though not actually interchangeable with the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36718", + "right": "issue:41115", + "accept": false, + "reason": "RoMa keypoint matcher vs MiniCPM3 architecture request; unrelated model domains and implementation paths." + }, + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config entry vs DEIMv2 model support; different architectures and different integration work." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config request vs Qwen3-TTS support; text model config vs audio/TTS model support." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert config request vs RF-DETR model addition; different model families and different code changes." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR detection model vs DEIMv2; separate model additions, not the same underlying request." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR object detection vs LFM2.5 Audio 1.5B; unrelated modality and code path." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "RF-DETR detection model vs weight-sparse transformer request; different architecture and implementation scope." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR model addition vs Qwen3-ASR support; detection model vs speech recognition support." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR detection model vs Qwen3-TTS support; unrelated modalities and integration work." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition vs Qwen3-ASR support; different model families and different functionality." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer; not the same model or code change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT text model request vs LFM2.5 Audio 1.5B; different modality and scope." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR model vs NeoBERT; unrelated architectures and implementation targets." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT vs ModernVBERT models; distinct model requests despite both being BERT-like names." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; different model families and tasks." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 architecture work vs weight-sparse transformer support; different concrete changes." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 architecture vs ModernVBERT models; separate model additions." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 architecture vs Voxtral TTS support; unrelated model types and code paths." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 detection model vs Qwen3-TTS support; different modalities and implementation areas." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-ASR support; distinct model families and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT models vs Qwen3-TTS support; text-model config request vs speech model support." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs BERT-like models with RoPE; one is a model request, the other is a broad architectural enhancement." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like models with RoPE is a broad architectural request; Voxtral TTS support is a specific audio model addition." + }, + { + "left": "issue:42738", + "right": "issue:46653", + "accept": false, + "reason": "BERT-like models with RoPE vs a personal-name issue; clearly unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS support vs Qwen3-ASR support; same vendor family but different concrete models and code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS support vs Voxtral-4B-TTS support; different TTS models and likely different integration details." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support vs DeepSeek-OCR2; different modalities and model implementations." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support vs weight-sparse transformer request; not the same underlying feature." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support vs LFM2.5 Audio 1.5B; both audio-related, but different models and likely different processing pipelines." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR support vs EUPE encoder request; different model classes and tasks." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support vs weight-sparse transformer; unrelated change." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio 1.5B vs SAM3-LiteText; audio model request vs vision-language/text-related model." + }, + { + "left": "issue:43909", + "right": "issue:46645", + "accept": false, + "reason": "LFM2.5 Audio 1.5B vs SWA+sink option for Granite models; different models and different feature requests." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer request vs EUPE encoder request; separate architectures and implementation goals." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR support vs Voxtral-4B-TTS support; ASR and TTS are different concrete model integrations." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral-4B-TTS support; unrelated text model and audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR support vs DeepSeek-OCR2; different model family and task." + }, + { + "left": "issue:45322", + "right": "issue:46133", + "accept": false, + "reason": "EUPE encoder request vs TIPSv2 vision-language pretraining model; different model additions." + }, + { + "left": "issue:42503", + "right": "issue:46653", + "accept": false, + "reason": "ModernVBERT models vs a personal-name issue; no technical overlap." + }, + { + "left": "issue:45027", + "right": "issue:46653", + "accept": false, + "reason": "Voxtral TTS support vs a personal-name issue; unrelated." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-38740-2", + "nodes": [ + "issue:38740", + "issue:46443" + ], + "soft_pairs": [ + "issue:38740|issue:46443" + ], + "prepared_review_unit_hash": "3ae1f1bea72f1951ec5a3edd14542a7533406afd905030807974856f32330c02", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1505, + "estimated_input_tokens": 377, + "estimated_eval_tokens": 1010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one is a documentation request for adding Pruna as an optimization framework, while the other is a Vision RoPE refactor. There is no evidence they describe the same bug or change, so they should not be clustered together.", + "confidence": 0.96, + "canonical_issue_reason": "No shared code path, subsystem, or concrete problem; the titles and contexts indicate different domains (docs/integration vs vision model refactor).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46443 is the stronger standalone candidate within this pair because it appears to describe an actual code refactor, whereas #38740 is a docs/information request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38740", + "right": "issue:46443", + "accept": false, + "reason": "Different subjects and likely different work streams: a docs request about Pruna versus a Vision RoPE refactor. They do not appear to be 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": 8, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "d243f65659d03e8d7d7ba1ac4d275bdd4135faa0fb5bf54651631697a0af9aef", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are not duplicates: one asks for set block decoding, while the other requests DeepSeek v3.2 support. They concern different features and likely different code paths.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43037 is the more concrete and actionable request because it names a specific model/version target; #41084 is comparatively vague.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Unrelated requests: block decoding vs model support. No shared target, filename, or concrete code-path overlap suggesting 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": 9, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41306-2", + "nodes": [ + "issue:41306", + "issue:41826" + ], + "soft_pairs": [ + "issue:41306|issue:41826" + ], + "prepared_review_unit_hash": "95a7fd11d3bba54824cd19aa0c8edd82f2092a443328faec35fbd08cb1b71dc5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1585, + "estimated_input_tokens": 397, + "estimated_eval_tokens": 1050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look related only at a very high level (Tiled/Liger memory-optimization work), but they target different features and code paths: one is about exposing TiledFusedLogitsLoss/FLCE via `from_pretrained()`, the other is about integrating TiledMLP for lower memory use. Not a duplicate pair.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #41306 is the more concrete, narrowly scoped request, but it should not be treated as a duplicate of #41826; #41826 is a separate feature request for TiledMLP.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41306", + "right": "issue:41826", + "accept": false, + "reason": "Different underlying changes: `from_pretrained()` support for TiledFusedLogitsLoss/FLCE vs adding TiledMLP integration. Same broad optimization theme, but not 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": 10, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "3326a114ae7712a2054f0244ec543c23eec8f444ec3068a7e7da01c226186e51", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are not duplicates: one asks to make `remove_unused_column` more customizable in `Trainer`, while the other asks to account for custom trainers when estimating FLOPs. They touch adjacent trainer logic but describe different underlying problems and fixes.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different user-facing problems and code paths: one is about column removal behavior/customizability, the other about FLOPs estimation for custom trainers. Shared trainer context alone is not enough to treat them 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": 11, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "d798a29930101eaf125287ff434fb6919547aa2d6866f151d78917d5d19dcabd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues request different auto-model support additions for different Qwen variants/tasks; they are related in theme but not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "Issue #43684 is the cleaner representative of the cluster theme because it is a straightforward auto-model registration request, but it is still not a duplicate of #44405.", + "canonical_pr_reason": null, + "best_issue_reason": "#43684 is the best issue representative here because it targets the core auto-registry problem more directly and broadly than the sequence-classification-specific request in #44405.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: #43684 asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, while #44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model families and tasks, so not one duplicate fix." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "2c69701ebe189d177d8360cc21293b7d63fa744b8fcd11eb04632b0c27f587df", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4263, + "estimated_input_tokens": 1066, + "estimated_eval_tokens": 2388 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The three \"huggingface\" issues (43845, 43846, 43859) appear to be the same report and likely duplicates; 43835 ('Fett') looks unrelated. I would use 43845 as the cluster representative because it is the earliest of the repeated huggingface issues.", + "confidence": 0.84, + "canonical_issue_reason": "43845 is the earliest of the near-identical 'huggingface ' issues and is the cleanest representative of that duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the best issue to keep as the canonical duplicate target because it is earliest and matches the repeated title/body pattern of the other huggingface reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles with no shared concrete details; 'Fett' does not look like the same issue as the repeated 'huggingface ' reports." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Same as above: no evidence that 'Fett' is the same underlying problem as 'huggingface '." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "No meaningful overlap beyond generic similarity; this does not look like a duplicate of the huggingface issues." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, minimal bodies, and close creation time strongly suggest duplicate reports of the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same repeated 'huggingface ' title and similarly minimal content indicate the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "These are effectively the same 'huggingface ' report and are very likely duplicates." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The clustering is grounded in the packet: 43845/43846/43859 share the exact title, are close in time, and have similarly minimal bodies, while 43835 is clearly different. Choosing 43845 as the earliest representative is reasonable, and the duplicate language stays appropriately probabilistic." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "415bc9d1b9d188d868c981751ff712112abb817301dcd7f658aa55878340d227", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicate issues: the titles are unrelated placeholder/spam or generic documentation phrases, and there is no body/detail linking them to the same underlying problem.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue: the set appears to be unrelated low-signal/spam issues rather than multiple reports of one bug.", + "canonical_pr_reason": null, + "best_issue_reason": "None of the issues is a strong representative for a duplicate cluster; 44418 is only the most generic non-spam-looking title, but it still does not match the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam-like placeholders, but there is no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Same spam-like format, but no shared bug, feature request, or concrete target is visible." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "The titles are different and generic; this looks like unrelated noise rather than a duplicate." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "A spam placeholder and a quoted organization name do not indicate the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation wording versus spam placeholder; no shared underlying problem is evident." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "These are both low-signal, but not clearly the same request or defect." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical spam titles alone are not enough to conclude they are the same report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "No overlap beyond being low-signal issues; the subjects are unrelated." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "The titles do not point to the same bug or change, so this is not a duplicate match." + } + ] + }, + "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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "8c00175d0ad3e031fb736f0b8e87a9df36ff020e38d2812c29e8c958e7f76fa9", + "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 the same title and similar metadata, but the available evidence is not strong enough to confirm they are the same underlying report. The soft duplicate edge should be rejected.", + "confidence": 0.74, + "canonical_issue_reason": "No canonical duplicate can be established from the provided evidence; the titles match, but the bodies are not shown and the soft similarity signal alone is insufficient.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, #45145 is slightly earlier, but it should be treated as a provisional pick rather than a confirmed duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "Identical titles and similar body length are not enough to prove the same underlying issue; the packet does not show near-identical content or other strong linking evidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the packet only supports that these are two closed issues with the same title, similar body length, and soft similarity evidence. It does not show the body content is near-identical, so calling them the same underlying issue is too strong. The 0.99 confidence is also not conservative given the limited evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": 16, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "072a69dec880d1d13ccd10ee71674b829cf2d267a62a213cbc3fa4a0e4d17588", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1477, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are not duplicates; they are separate, content-free name/date reports about different people and have no shared technical context.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the titles refer to different individuals and different dates, with no body, links, or technical overlap indicating 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": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "262c43dd436b5c3a16cb39ead57140fa98eb7d8c168cfbb5e65c40c59d7015a3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated personal-name/date entries with no substantive overlap beyond a weak text similarity, so they should not be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a meaningful canonical representative; they lack any bug report content, shared target, or actionable technical context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Only superficial name/date similarity is present; there is no evidence they describe the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 18, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45810-2", + "nodes": [ + "issue:45810", + "issue:46295" + ], + "soft_pairs": [ + "issue:45810|issue:46295" + ], + "prepared_review_unit_hash": "b148aa95c9d8dd608295e49698597789d909ac5243ae94f19ddf9bcbadc072d4", + "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": "The two issues are not duplicates: one requests a new Qwen3_5 token-classification model head, while the other requests FP8 training support. They target different parts of the codebase and different user problems.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical duplicate exists here because the issues describe unrelated features rather than the same underlying bug/request.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46295 is the broader platform-level request and is more likely to serve as a general tracking issue, but it still does not match issue 45810.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45810", + "right": "issue:46295", + "accept": false, + "reason": "Reject: adding Qwen3_5ForTokenClassification and FP8 training support are distinct requests with different code paths and deliverables." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 19, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "5bbf354b7657977f051317d17a0662f28063b4d7e2b33c95c8e1e5a5d9f24556", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5726, + "estimated_input_tokens": 1432, + "estimated_eval_tokens": 3120 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "There are two clear duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is a separate promotional dataset post and should not be merged with the example/request issues.", + "confidence": 0.98, + "canonical_issue_reason": "45870 is the best canonical for the 45870/45871 pair: the titles are identical, the bodies appear identical in size, and it is the earlier of the two.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the strongest representative issue overall: it is a concrete, non-promotional request and has an exact duplicate in 45873, making it the cleanest issue to keep as the cluster representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Different topics: a dataset promotional post versus an example about financial time series prediction." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Different topics: a dataset promotional post versus an example about financial time series prediction." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Same issue content: identical title and matching body size indicate the same underlying report." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Related broadly to financial DataForge content, but they describe different concrete requests: an example prediction workflow versus a time-series plus scraping service request." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete requests despite the shared financial/DataForge theme; not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Same issue content: identical title and matching body size indicate the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: 45870/45871 and 45872/45873 are the only exact-title, same-body-length pairs, and the cross-pair rejects stay conservative. 45869 is reasonably separated as a promotional dataset post based on its title." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 20, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46439-2", + "nodes": [ + "issue:46439", + "issue:46441" + ], + "soft_pairs": [ + "issue:46439|issue:46441" + ], + "prepared_review_unit_hash": "a40e94dffc66335b6466257e5af27b10239232d3450440124573a38398654d68", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1636, + "estimated_input_tokens": 409, + "estimated_eval_tokens": 1074 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both issues point to static-cache failures around `linear_attention`: one reports a `KeyError: 'linear_attention'` in Qwen3.5, the other describes `early_initialization` producing wrong shapes and a downstream `RuntimeError`. They look like two symptoms of the same underlying cache/linear-attention bug.", + "confidence": 0.67, + "canonical_issue_reason": "Issue 46439 is the better canonical because it describes the broader mechanism (`early_initialization`) and the concrete failure mode on linear-attention layers, making it more representative of the underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 46439 is the best single representative for the cluster since it is more root-cause-oriented and not tied to one model name or one specific exception string.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46439", + "right": "issue:46441", + "accept": true, + "reason": "Accept: both reports involve `cache_implementation=\"static\"` and `linear_attention`; the differing exceptions (`RuntimeError` wrong shapes vs `KeyError`) are plausibly different manifestations of the same static-cache initialization bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The verdict is grounded in the packet and remains suitably cautious. The two issue titles clearly overlap on static cache and linear-attention behavior, and the summary uses conservative language like \u201clook like\u201d and \u201cplausibly.\u201d No unsupported stronger claim is made, so this cluster decision is acceptable." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 21, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46551-2", + "nodes": [ + "issue:46551", + "issue:46552" + ], + "soft_pairs": [ + "issue:46551|issue:46552" + ], + "prepared_review_unit_hash": "3b4db4726da128a87ef8d59519b3141c966119a60570c8c1bf22845b9ad5bcea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1706, + "estimated_input_tokens": 427, + "estimated_eval_tokens": 1110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are effectively the same report: identical title, same underlying Wav2Vec2CTCTokenizer v5 special-token leak, and no distinguishing evidence beyond one being open and the other closed.", + "confidence": 0.99, + "canonical_issue_reason": "Issue #46552 is the better canonical issue because it is the open duplicate of the same report and has existing inbound references, making it the current tracking item.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46552 is the best issue candidate since it remains open and appears to be the active thread for the exact same bug description.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46551", + "right": "issue:46552", + "accept": true, + "reason": "Same title and same described bug; no evidence of a different scope or root cause, so this is a clear duplicate pair." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet: both issues have identical titles and body length, and 46552 is the open one with inbound references, so treating it as the canonical tracking issue is reasonable. The duplicate-pair verdict is also supported by the available evidence. The only mild caveat is that the packet does not explicitly label them duplicates, but the conclusion remains conservative enough." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 22, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46657-2", + "nodes": [ + "issue:46657", + "issue:46692" + ], + "soft_pairs": [ + "issue:46657|issue:46692" + ], + "prepared_review_unit_hash": "e1750dd0113c7b6361f8464c624563dc5edce373414f69b6a391cf45c887fc20", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1569, + "estimated_input_tokens": 393, + "estimated_eval_tokens": 1042 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues both concern training object detection models, but they describe different failure modes: one is a tensor size mismatch error, the other is out-of-memory after several epochs. They do not look like duplicates of the same underlying bug.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #46657 is the better canonical anchor because it states a concrete, specific failure signature (tensor size mismatch) rather than a broader runtime symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #46657 is the strongest representative for the cluster since it has the clearest actionable error description; #46692 appears to be a separate memory-related problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46657", + "right": "issue:46692", + "accept": false, + "reason": "Different concrete problems: tensor shape mismatch versus progressive OOM during RT-DETR v2 training. They share a training context but not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 23, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46822-2", + "nodes": [ + "issue:46822", + "issue:46823" + ], + "soft_pairs": [ + "issue:46822|issue:46823" + ], + "prepared_review_unit_hash": "90f8519b5b9e74d6d0a200bf227d7991a85002706152401660dfc74c4f6b2886", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1671, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two different bug reports in the same broad area of model loading, but they do not describe the same underlying issue. The soft similarity is too weak to merge them as duplicates.", + "confidence": 0.94, + "canonical_issue_reason": "No canonical issue: 46822 is a ZeRO-3/zero.Init partitioning OOM during multi-GPU load, while 46823 is a 4-bit device_map/max_memory dispatch-to-CPU ValueError. Different code paths and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "46822 is the stronger standalone report: it names the affected feature, concrete model path, and observed OOM, making it more actionable as a representative issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46822", + "right": "issue:46823", + "accept": false, + "reason": "Different problems: one is ZeRO-3 partitioning of a composite submodule causing OOM, the other is 4-bit auto device mapping incorrectly sending modules to CPU and raising ValueError. They are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 24, + "component_count": 24, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46906-2", + "nodes": [ + "issue:46906", + "issue:46940" + ], + "soft_pairs": [ + "issue:46906|issue:46940" + ], + "prepared_review_unit_hash": "3f5a85724b62e101f470f9be38056adbbd14794c409e51de5ae41fd897ed150a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1537, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1537, + "estimated_input_tokens": 385, + "estimated_eval_tokens": 1026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These look like two separate daily integration-failure triage issues for the same area, not the same underlying bug. The only evidence is title similarity and consecutive dates, so the duplicate link should not be accepted.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #46906 is the earlier thread and has higher inbound references, so it is the better canonical representative if one must be chosen for this triage cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "#46906 is the strongest issue representative: it is earlier, more referenced, and appears to be the original daily triage ticket.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:46906", + "right": "issue:46940", + "accept": false, + "reason": "Despite nearly identical titles, these are dated triage issues from different days; there is no concrete evidence they track the same underlying failure, 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": 1, + "component_count": 39, + "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": "df0b72d8598d56d2891ece164f38a6d961b22fe3291925741266351aa6c1e805", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7223, + "estimated_input_tokens": 1806, + "estimated_eval_tokens": 3868 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs target the VibeVoice family, but they are not the same change: one introduces the base VibeVoice integration, while the other adds a separate realtime variant and extra acoustic-tokenizer/runtime wiring.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the foundational VibeVoice implementation and the broader base integration; it is the better anchor for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best representative because it covers the core model addition, while #42781 is a later, narrower realtime extension.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Related but not the same underlying change: #40546 adds the base VibeVoice model, whereas #42781 adds VibeVoice Realtime plus additional tokenizer/auto/generation wiring. They are not a single concrete code-path fix and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 39, + "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": "711496fd3cb68dfec1a3cda41fd8a80b04362cc8931fecb54dba9d1426742ba0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4676, + "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 pull requests are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different code paths, different models, and different user-facing capabilities.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR represents the cluster because the artifacts are not about the same underlying change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying features and model families (TimesFM covariate forecasting vs DINOv3 image classification); they are not the same fix/change and could not plausibly be merged 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": 3, + "component_count": 39, + "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": 4, + "component_count": 39, + "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-41855-15", + "nodes": [ + "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:46707", + "pull_request:46911" + ], + "soft_pairs": [ + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46911", + "pull_request:43424|pull_request:46707", + "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:46911", + "pull_request:44827|pull_request:46707", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:46267", + "pull_request:45170|pull_request:46707", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:46048|pull_request:46707", + "pull_request:44827|pull_request:46048", + "pull_request:43823|pull_request:46707", + "pull_request:43823|pull_request:46911", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "066c0f80fc664242c3e65602a8dd28ab8db8124cee4caabc8b4a09c10f5b8372", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 26, + "serialized_chars": 42252, + "estimated_input_tokens": 10563, + "estimated_eval_tokens": 21382 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 26, + "serialized_chars": 42252, + "estimated_input_tokens": 10563, + "estimated_eval_tokens": 21382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated Transformers PRs that only share broad subsystem similarity. The only true duplicate-style change is the fixed_cross_entropy kwargs fix (43251 vs 43254); all listed soft edges are false positives.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative for the cross_entropy kwargs fix: it has the explicit issue link, a fuller implementation (weight + label_smoothing), and more review context than the narrower sibling patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall PR candidate for the actual duplicate pair because it captures the complete intended change and is the clearest merge target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Mistral tokenizer missing-methods work is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions are unrelated to an executorch dynamic-shapes export test." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes are unrelated to adding a new model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs plumbing is unrelated to the MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility kwargs support is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46911", + "accept": false, + "reason": "Executorch export test coverage is unrelated to Olmo3 RoPE-per-layer behavior." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46707", + "accept": false, + "reason": "An export test for dynamic shapes is unrelated to the FSDP2 migration." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export testing does not match Mistral4 test/model changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Export test work is unrelated to adding MobileLLM." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "A new model addition is unrelated to config-resolution order fixes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM model code is unrelated to Falcon output-collection refactoring." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactoring is unrelated to the model-creation skill/documentation PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactoring is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46911", + "accept": false, + "reason": "Mistral4 tests and Olmo3 RoPE changes are different model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46707", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to the FSDP2 migration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes do not match the CLIP-like layrnorm-to-layernorm typo rename." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46267", + "accept": false, + "reason": "Mistral4 tests are unrelated to the chat-response parsing update." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46707", + "accept": false, + "reason": "A weight-renaming typo fix is unrelated to native FSDP2 migration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests are unrelated to the model-creation skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM is unrelated to the model-creation skill documentation/tooling PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to class config resolution ordering." + }, + { + "left": "pull_request:46048", + "right": "pull_request:46707", + "accept": false, + "reason": "TDT loss kernel integration is unrelated to FSDP2 migration." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test fixes are unrelated to adding the TDT loss kernel." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46707", + "accept": false, + "reason": "MobileLLM model addition is unrelated to the FSDP2 module migration." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46911", + "accept": false, + "reason": "MobileLLM model addition is unrelated to Olmo3 RoPE-per-layer 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": 5, + "component_count": 39, + "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": "dac6241ccf6d37d78f557078b4c91e50f3d3358f146e73987ac117a6376ed1e5", + "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 separate workflow-maintenance PRs that both update GitHub Actions, but they target different dependencies and problems: one is a broad Node 24 compatibility upgrade for workflow actions, the other updates docker/build-push-action and a few related action versions. Similar surface area, not the same change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the better canonical PR because its title and diff clearly describe the broader, specific maintenance goal: upgrading workflow actions for Node 24 compatibility.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best representative of the cluster because it has the clearest, more explicit purpose and touches the larger set of workflow action upgrades.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Reject: both are workflow action upgrade PRs, but they change different actions and not the same concrete code path. One focuses on checkout/cache/upload-artifact Node 24 compatibility; the other updates docker/build-push-action and related workflow actions. They could be merged separately." + } + ] + }, + "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": 39, + "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-42978-6", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:46562", + "pull_request:46658" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:46562", + "pull_request:46562|pull_request:46658" + ], + "prepared_review_unit_hash": "89ff18471e205de414f1887e8bbffe93c224b49a2be56ed564486d58c7ecc645", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21198, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 21198, + "estimated_input_tokens": 5300, + "estimated_eval_tokens": 10856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are mostly unrelated model-addition PRs that share only boilerplate docs/registry edits. The only nearby pair is Step3.7 Flash vs a separate WIP mini-model script repo, but they are not the same mergeable change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR: the cluster contains distinct additions for ViT NEPA, Molmo, Molmo2, CTSM, and Step3.7 Flash, plus a separate mini-model WIP script PR.", + "best_issue_reason": null, + "best_pr_reason": "46562 is the strongest standalone anchor because it is the main Transformers model-addition PR for Step3.7 Flash; however, it is not a duplicate of the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions (ViT NEPA vs Molmo); overlap is limited to docs/auto-registration boilerplate." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model families and codepaths (ViT NEPA vs Molmo2), not the same bug/change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Unrelated domains: ViT vision model vs CTSM time-series model." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model implementations; similar names and shared registry edits are not enough." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM are unrelated model additions with only broad repo boilerplate in common." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model families and do not appear to fix the same underlying issue." + }, + { + "left": "pull_request:45490", + "right": "pull_request:46562", + "accept": false, + "reason": "CTSM vs Step3.7 Flash are unrelated model integrations; shared auto/doc churn is not a duplicate signal." + }, + { + "left": "pull_request:46562", + "right": "pull_request:46658", + "accept": false, + "reason": "Both mention Step3.7 Flash, but one is a Transformers model integration and the other is a separate mini-model conversion/script PR; they are not one mergeable 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": 7, + "component_count": 39, + "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-43291-7", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:46380", + "pull_request:46539", + "pull_request:46886", + "pull_request:46922" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43291|pull_request:46380", + "pull_request:43291|pull_request:46922", + "pull_request:43665|pull_request:46539", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:46380", + "pull_request:43665|pull_request:46922", + "pull_request:44815|pull_request:46539", + "pull_request:44815|pull_request:46380", + "pull_request:44815|pull_request:46922", + "pull_request:46380|pull_request:46539", + "pull_request:46380|pull_request:46922", + "pull_request:46539|pull_request:46922", + "pull_request:46886|pull_request:46922" + ], + "prepared_review_unit_hash": "abb9857cbebd5526c74a754c0666d25b6de42c95fbcf8b352a81e678ec198f76", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 15, + "serialized_chars": 19604, + "estimated_input_tokens": 4901, + "estimated_eval_tokens": 10058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the YOLOS pair looks like the same underlying bug; the other PRs are unrelated test, CI, generation, or model fixes despite some superficial similarity.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46886 is the clearest representative: it has the explicit issue target (46869), a specific title, and a focused fix for the YOLOS device-mismatch problem.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46886 is the best cluster representative because it most clearly describes the underlying bug and is the most directly tied to the shared YOLOS issue.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are small test-related PRs, but they touch different model test files and fix different things; no same bug is evident." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper test/tokenizer changes are unrelated to the FP8 dequantization/model-loading changes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46380", + "accept": false, + "reason": "Different subsystems and failures: Whisper decode tests vs generation watermarking / broad validation fixes." + }, + { + "left": "pull_request:43291", + "right": "pull_request:46922", + "accept": false, + "reason": "Whisper test/tokenizer work is unrelated to YOLOS device placement." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46539", + "accept": false, + "reason": "CLIP/ViT test edits are unrelated to the Phimoe CI memory-limit integration fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "No shared underlying bug; test-only edits do not match the FP8 dequantization path change." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46380", + "accept": false, + "reason": "Generic test changes are not the same issue as generation config watermarking and validation." + }, + { + "left": "pull_request:43665", + "right": "pull_request:46922", + "accept": false, + "reason": "Different models and code paths; the CLIP/ViT test edits are not YOLOS device-mismatch fixes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46539", + "accept": false, + "reason": "FP8 quantization/dequant logic is unrelated to the Phimoe CI runner memory workaround." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46380", + "accept": false, + "reason": "These touch different areas: FP8 kernel/model-loading vs generation configuration and model tests." + }, + { + "left": "pull_request:44815", + "right": "pull_request:46922", + "accept": false, + "reason": "No common code path; FP8 dequantization is unrelated to YOLOS device placement." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46539", + "accept": false, + "reason": "Generation config watermarking/validation changes are unrelated to CI memory handling for Phimoe integration tests." + }, + { + "left": "pull_request:46380", + "right": "pull_request:46922", + "accept": false, + "reason": "Broad generation fixes do not match the specific YOLOS auto-device_map mismatch." + }, + { + "left": "pull_request:46539", + "right": "pull_request:46922", + "accept": false, + "reason": "CI test-environment memory limits are unrelated to YOLOS model device placement." + }, + { + "left": "pull_request:46886", + "right": "pull_request:46922", + "accept": true, + "reason": "Both target the same YOLOS device-mismatch bug on the same file and issue; the fixes are compatible and could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The conclusions are grounded in the packet. The only accepted pair, pull_request:46886 and pull_request:46922, shares the same YOLOS file and explicit issue target, and the fixes look mergeable as one bugfix. The remaining pairs are conservatively rejected as unrelated based on their differing files, subsystems, and titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:46747" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:46747", + "pull_request:43488|pull_request:43532", + "pull_request:43532|pull_request:46747" + ], + "prepared_review_unit_hash": "909722ef130fc841cf18780b322cd76d534e226a62e32d230c2bc47fd910ddb8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 6347, + "estimated_input_tokens": 1587, + "estimated_eval_tokens": 3430 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three unrelated `[don't merge]` test PRs touching different areas: packaging/dependency setup, CI/commenting workflows, and the security gate workflow. They do not look like duplicates of the same underlying fix or change.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43488 is the most self-contained and concrete change set, centered on setup/dependency metadata and a single test adjustment, making it the best representative if one PR must be chosen from this cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #43488 is the cleanest standalone candidate; #43532 is broader and more workflow-heavy, while #46747 is a separate security-gate workflow tweak. None is a strong duplicate target, but #43488 is the least noisy representative.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:46747", + "accept": false, + "reason": "Different changes: #43488 alters setup/dependency/version metadata and a vit test, while #46747 only switches a workflow trigger from `pull_request_target` to `pull_request`. They do not fix the same concrete bug." + }, + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "#43488 is packaging/dependency/version noise plus a test tweak; #43532 changes several CI workflows and testing utilities. Shared test filename is superficial, but the underlying code-path changes are unrelated." + }, + { + "left": "pull_request:43532", + "right": "pull_request:46747", + "accept": false, + "reason": "Both touch GitHub Actions, but they address different workflows and different behavior: PR #43532 adjusts comment/notification/scheduling logic, while #46747 changes the PR security gate trigger. 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": 39, + "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": "bc068ebb283b739f2bf0679d8899cdf65c886ee2969678fcecb048ca9e7f2d02", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6081, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two related but distinct PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They share pipeline/doc scaffolding, but the task names, target models, tests, and implementation files differ enough that they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: 43612 and 43613 implement different segmentation pipelines for different concrete tasks, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader representative if one is needed, since it integrates more model backends and tests, but it is still not a duplicate of 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different features and code paths: concept segmentation vs visual segmentation, with different pipeline modules, task docs, model integrations, and tests. Shared scaffolding alone is not enough to merge them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 39, + "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": "76b18273ed7df025f95c51e644f521b4c277c7a186353149cebbcfc11d25b1a9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs touch the same file but address different Trainer extension points: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates and should remain separate.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43651 is the better canonical PR for this cluster because it is the more concrete, self-contained code change: it adjusts `training_step` loss scaling behavior and adds `_loss_is_scaled_for_ga` to control a specific bug-prone path.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the strongest standalone candidate to keep as the representative PR since it fixes a specific training-time behavior with a clear code-path change, whereas #43663 is a separate Trainer extensibility refactor around signature columns.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "They modify different logic in `trainer.py`: #43651 changes gradient accumulation loss normalization, while #43663 changes input column filtering/signature inspection. Shared file and broad Trainer context are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 39, + "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": "9625842ed41b304751e0741bfca00024a4529b4e96b8e688cf9eedd55ce82e92", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3664, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `src/transformers/cli/serve.py` and aim at import-time `TypeAdapter`/annotation NameErrors, but they fix different slices of the problem. PR 43656 is the broader typing/future-annotations cleanup; PR 43842 is a narrower `TYPE_CHECKING`/quoted-annotation patch for the validator path.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43656 is the more central and broader fix: it addresses runtime annotation evaluation in the CLI module across multiple type hints, not just one symbol.", + "best_issue_reason": null, + "best_pr_reason": "PR 43656 is the best representative of the cluster because it looks like the foundational CLI typing fix, whereas PR 43842 is a narrower follow-up for a specific `TypeAdapter` annotation case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Same file and related symptom, but not the same concrete change: 43656 modernizes/de-defers annotations broadly, while 43842 only patches a specific `TypeAdapter` reference under `TYPE_CHECKING`. They are related follow-ups rather than one duplicate fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 39, + "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": 13, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44071", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44068|pull_request:44116", + "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:44085|pull_request:44086", + "pull_request:44059|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44059|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:43997|pull_request:44073", + "pull_request:44071|pull_request:44086", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44059|pull_request:44068", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:44018|pull_request:44161", + "pull_request:44010|pull_request:44071", + "pull_request:44018|pull_request:44129", + "pull_request:44010|pull_request:44073", + "pull_request:43997|pull_request:44074", + "pull_request:44010|pull_request:44018", + "pull_request:43997|pull_request:44129", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "0e7ce44f3f849933711d4724529e903a4e8a2fdbafb530b26aab4d6906a97ce5", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76938, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of model-specific output-tracing refactors. Only a few PRs are true duplicates within the same concrete code path, mainly the GPT-J/CodeGen family and the GPT-Neo family; the rest are separate model migrations that share a theme but not a mergeable change.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the strongest representative of the shared output-tracing refactor subset: it explicitly targets the tracking issue, touches the core GPT-J path plus the copied CodeGen block, and looks like the most complete version of that duplicate family.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the best single anchor for this cluster because it is the most complete, issue-linked instance of the recurring standardized output-tracing change; the other PRs are narrower model-by-model adaptations or unrelated sibling migrations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families (CVT/FNet vs GPT-J) and different code paths; same output-tracing theme is too broad to call them duplicates." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "CVT/FNet refactor vs DeBERTa refactor; same tracking issue is not enough, and the implementations are unrelated." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor family; 44066 is the broader CodeGen+GPT-J version and 44085 is a narrower GPT-J-only subset of the same change." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "ResNet/RegNet/RT-DETR backbone refactor vs EfficientNet refactor; same architectural pattern, but not the same concrete code path." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet is a separate backbone from GPT-J/CodeGen, so this is only thematic similarity, not a duplicate fix." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen refactor and EfficientNet refactor touch different models and cannot plausibly be merged into one PR as the same fix." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated code paths; they just belong to the broader output-tracing migration wave." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different model families and not the same underlying bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing refactors in the same model/file family, and they look like duplicate or iterative versions of the same change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model implementations with different forward paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different code paths; shared decorator migration pattern is not enough." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo vs GPT-J/CodeGen; same refactor theme, but different model code and not a single mergeable fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet backbone refactor vs GPT-J/CodeGen refactor; unrelated implementations." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR output tracing and GPT-J/CodeGen output tracing are separate model changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different model families and different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are unrelated; same output-tracing migration theme only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are separate models with no shared concrete bug or change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are different model paths, so they are not duplicates." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different architectures and not mergeable into one PR." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model implementations; 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44722 is the broader sibling PR and 44085 is a narrower overlapping subset." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated model code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and ResNet/RegNet are different model refactors with no shared concrete fix." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are separate model paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViTS are different models and not the same underlying change." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated model code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet and stays conservative about overlap. The accepted soft pairs are limited to the same concrete model/file families (GPT-J/CodeGen and GPT-Neo), while the rest are correctly treated as theme-level similarity rather than mergeable duplicates." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 39, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "274a8ba8ae97c3a9aa4bcb574f3a2a85187f1de2c48249a26bf44b0ac0a7b5fd", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84506, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are thematically similar refactors for standardized output tracing/capture across different model implementations, but they are not duplicates of the same underlying change or bug fix.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative of the cluster: it has an explicit issue target, a clear scoped refactor in SpeechT5, and fits the shared output-capture migration pattern better than the other model-specific PRs.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best overall representative because it is the most clearly anchored to a tracking issue and its scope is well-defined, while the others are parallel model-specific migrations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different models and different code paths (VisualBert vs TextNet); 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they are separate model-specific output-tracing refactors with similar tooling and titles. The cluster is best represented by the broadest Mamba/FalconMamba PR, but the soft edges should be rejected.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest representative: it spans both Mamba-related implementations and introduces the shared output-capturing plumbing, so it best anchors this refactor cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the most central and broad of the set, making it the strongest single representative of the cluster's output-tracing refactor theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations; same refactor theme, but not the same concrete change or code path." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "These are separate per-model PRs touching different files and model code paths." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Same general output-tracing refactor pattern, but different model-specific implementations." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "44003 is a different Mamba-family change set; it is not the same concrete bug fix as timm_backbone." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and files; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures and code paths; both are tracing refactors only in a broad sense." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Separate model-specific changes, not one shared underlying fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model code paths; not plausibly one merged PR for the same bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Same helper usage, but distinct model implementations and outputs." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Different encoder-decoder wrapper than MobileNetV1; not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder vs UnivNet are unrelated concrete implementations." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families and output paths; only title similarity matches." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and files; not the same underlying fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model-specific tracing refactors, not a single mergeable change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated concrete model paths." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families; the shared theme is too broad to merge as one PR." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model implementations with different tracing logic." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV do not share the same concrete bug or code path." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model code paths; similar refactor wording is not enough." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Mamba-family refactor vs SuperPoint refactor; different concrete changes." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code paths and different output semantics; not one change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Timm backbone and CodeGen are unrelated implementations; only the refactor style matches." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "Distinct model-specific output changes, not a shared bug fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model families and output contracts; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "These touch unrelated models, so they should not be treated as duplicates." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families and files; similarity is only the common tracing refactor theme." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "DepthAnything and VisionEncoderDecoder are separate changes with no shared concrete code path." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models and outputs; not mergeable as one PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Separate model-specific refactors, not the same underlying change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations and output shapes; no duplicate bug/change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different wrapper models and different tracing behavior." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different models; same refactor wording is insufficient for duplicate acceptance." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model implementations and change scopes." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "Speech encoder-decoder vs SuperPoint are different concrete model paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and output contracts; not the same fix." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Separate model-specific PRs, not one underlying bug." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV do not share the same concrete implementation or issue." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths; the match is only superficial." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model implementations, so they are not 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": 15, + "component_count": 39, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-2", + "nodes": [ + "pull_request:44662", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401" + ], + "prepared_review_unit_hash": "111133ee5cf1bf0ea3d81c3e4f6e242e30b796904c7a8b6764b11131469fe113", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6551, + "estimated_input_tokens": 1638, + "estimated_eval_tokens": 3532 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one adds PenguinVL, the other adds Voxtral TTS. They only overlap on generic Transformers model-registration and docs scaffolding, not on the same underlying feature or code path.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45401 is the more focused, issue-linked change set (explicitly tied to issue 45027), while 44662 is a separate PenguinVL implementation.", + "best_issue_reason": null, + "best_pr_reason": "PR 45401 is the clearer representative of a single, self-contained model addition; 44662 is unrelated apart from shared framework plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different functionality: PenguinVL implementation vs Voxtral TTS support. Shared files are broad auto-registration/docs boilerplate, not evidence of the same concrete fix or mergeable 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": 39, + "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-44965-2", + "nodes": [ + "pull_request:44965", + "pull_request:46845" + ], + "soft_pairs": [ + "pull_request:44965|pull_request:46845" + ], + "prepared_review_unit_hash": "bdf4c91e62c9a53bbce19b45a379c2fd5ad522fff1ef5c54329de22e26a0a8ad", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4219, + "estimated_input_tokens": 1055, + "estimated_eval_tokens": 2366 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open pull requests with only superficial similarity. PR #44965 is a workflow-only change to convert PRs to draft, while PR #46845 is a CI-routing tweak plus an unrelated placeholder edit in modeling_utils. They do not appear to fix the same underlying problem.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44965 is the more self-contained change: it focuses on a single workflow modification and has a coherent intended behavior, even though the title/body are vague.", + "best_issue_reason": null, + "best_pr_reason": "PR #44965 is the best representative of the cluster because it is the most internally consistent and least obviously a throwaway/trigger PR compared with #46845, which includes an unrelated code change in modeling_utils.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44965", + "right": "pull_request:46845", + "accept": false, + "reason": "Reject: these PRs touch different code paths and different intents. #44965 edits the PR documentation workflow to draft PRs; #46845 changes CI caller configuration and includes a dummy modeling_utils edit. Shared 'try' language is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 39, + "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": "03ff220a5ae5b82ec73c32cdbe188c14865afcdcd469e1f81b0bf17f5ceb3d04", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related around fusion infrastructure, but they are not duplicates: one adds a generic module-fusion API, while the other wires a specific n-to-1 kernel fusion path through KernelConfig and model loading.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44979 is the better canonical anchor because it introduces the core module-fusion abstraction that could underpin later kernel-fusion work.", + "best_issue_reason": null, + "best_pr_reason": "PR #44979 is the most central representative of the cluster: it defines the generic fusion API rather than a single downstream use case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Same broad theme, but different concrete changes and code paths: #44979 adds a new module-fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion integration and an example. They are not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 39, + "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": "2bdd1153d336da7ad8f2572a34039e98541b62066970f4550d8a16d69d415d0a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4413, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same Mistral regex patching AttributeError in `src/transformers/tokenization_utils_tokenizers.py` and target the same issue (`#45081`); `45317` is the more complete version because it includes tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR `45317` is the better canonical PR: it fixes the same `_patch_mistral_regex` AttributeError as `45086` but also adds test coverage, making it the more complete and merge-ready change.", + "best_issue_reason": null, + "best_pr_reason": "PR `45317` is the best representative of the cluster because it covers the same concrete code-path bug and includes validation in tests, while `45086` is just the minimal code-only variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same fix in the same file, with the same explicit issue target; `45317` only adds tests, so these are duplicate PRs for the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 39, + "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": "df085b4ff2209376630e57b8581b28204954fdab79248ca1ea9f243e65ce6058", + "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": "Both PRs touch NemotronH, but they are not the same underlying change: #45115 is a narrow inheritance/refactor and weight-conversion mapping update, while #45569 is a broader feature split introducing NemotronHDense/NemotronHSparse plus docs and auto-mapping updates. They overlap in shared model files, but the concrete goals differ enough that they should not be clustered as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the better canonical PR because it is the more complete, user-facing implementation of the NemotronH family split, including new model variants, docs, and test coverage. #45115 looks like a smaller preparatory refactor focused on inheritance and conversion mapping.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the best representative PR for this cluster since it covers the broader end-state change and is more likely to be what users care about. #45115 is narrower and more implementation-specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Shared NemotronH files alone are not enough: #45115 refactors NemotronH to inherit GraniteMoeHybrid and adds conversion renames, while #45569 splits NemotronH into dense/sparse variants with docs and auto-mapping changes. Different concrete code-path changes, so not a duplicate pair." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 39, + "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": "e53668759271befa1a44164e2682e8e61bcaf3ebdc176163ca9f9246fd84d3e4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5953, + "estimated_input_tokens": 1489, + "estimated_eval_tokens": 3234 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but not duplicate feature PRs for heterogeneous model support: one config-only, one broader config+modeling implementation. They share some files/docs, but the scope differs enough that they should not be merged as duplicates.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45332 is the broader, more representative heterogeneous-model feature PR: it includes the per-layer config work plus the modeling/runtime integration pieces, so it best captures the cluster\u2019s overall change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45332 is the best standalone representative because it subsumes the config-only work and adds the actual modeling support, making it the more complete implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related feature work, but not the same concrete change: 45333 is config-only, while 45332 also changes modeling/cache/masking paths and broader heterogeneous model support. They are not merge-equivalent duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 39, + "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": "fe7919eaf8c74d88a8fa435899e6f7c4220236df086cab1fc95f53e115219f5b", + "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 PRs in transformers, but they address different changes: one broadens type checking across many files, while the other adds specific typing protocols and fixes for modeling_utils/PEFT integrations. They overlap in a few files, but not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true canonical PR for a duplicate cluster: PR 45415 is a broad type-checking sweep, while PR 45425 is a targeted typing-API/protocol update. They are related, but not the same fix.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative of the cluster because it is more focused and concrete, with clearer typing-related implementation intent and more review activity. PR 45415 is broader and more of a repo-wide cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Shared typing files do not indicate the same underlying bug/change. 45415 is a wide type-checking cleanup with pyproject ignore settings; 45425 adds specific protocols and typing helpers for modeling_utils/PEFT integration. They would not plausibly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 39, + "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": "653e8943af1295bcb50f92d32fa0ad9161ce8c9e072df4735863843d464f5e4b", + "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": "Both PRs are about expert parallelism loading, but they fix different failure modes: one preserves distributed config and adds an EP flag for DeepSpeed ZeRO-3/accelerate launch, while the other prevents expert parameters from being overwritten during FSDP2/rank-0 broadcast. Related area, not the same change.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45662 is the better representative because it targets a concrete, reproducible code-path bug in model loading where expert tensors get clobbered, and its fix spans the relevant loading/integration paths. It is more self-contained as a bug fix than #45548.", + "best_issue_reason": null, + "best_pr_reason": "PR #45662 is the strongest standalone candidate for the cluster since it addresses a specific EP correctness issue in loading and has clearer end-user impact than the configuration-serialization-oriented fix in #45548.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Both concern EP loading, but they fix different underlying problems and code paths: #45548 preserves distributed_config/has_ep for ZeRO-3 via accelerate launch, while #45662 prevents expert params from being overwritten during FSDP2 post-load wrapping. They would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 39, + "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": "b9c0b82f9c47a9dfe3e76edac17f260d525b64f51d030970e939e8e4822cc2f5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4673, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-safe `captured_info` logging problem for the same tracked issue; one is a narrow writer-side fix and the other extends it with CI log aggregation.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core `testing_utils.py` xdist-safe fix and also updates the CI workflow to consume multiple `captured_info*.txt` files, making the change complete end-to-end.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the best representative of the cluster since it fully resolves the artifact-collision problem and preserves CI debug output, whereas 45639 only fixes the writer side.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Same underlying bug/change: both fix xdist collisions for patched testing debug logs tied to the same issue. 45645 is a superset of 45639, adding the workflow-side log collection needed for the renamed per-worker 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": 24, + "component_count": 39, + "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-45720-2", + "nodes": [ + "pull_request:45720", + "pull_request:46259" + ], + "soft_pairs": [ + "pull_request:45720|pull_request:46259" + ], + "prepared_review_unit_hash": "752932b0ac9081f95c172dd0176c606e894cbddc22d5a63da2ef6e5527c03f16", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7233, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7233, + "estimated_input_tokens": 1809, + "estimated_eval_tokens": 3874 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated linter/chore PRs: one adds TRF003-related return_tuple handling across model forwards, and the other adds TRF018 modeling weight-init rule changes. They overlap in broad model files but not in the underlying bug/change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR for dedupe: 45720 and 46259 implement different lint rules on different code paths, so neither can stand in for the other.", + "best_issue_reason": null, + "best_pr_reason": "No single best PR for the cluster; both are distinct linting changes and neither is a safe representative of the other.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45720", + "right": "pull_request:46259", + "accept": false, + "reason": "Reject: they target different rules and different fixes. 45720 updates forward signatures/can_return_tuple behavior (TRF003), while 46259 changes initialization logic across model classes (TRF018); 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": 25, + "component_count": 39, + "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": 26, + "component_count": 39, + "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-45932-3", + "nodes": [ + "pull_request:45932", + "pull_request:46100", + "pull_request:46891" + ], + "soft_pairs": [ + "pull_request:45932|pull_request:46100", + "pull_request:45932|pull_request:46891", + "pull_request:46100|pull_request:46891" + ], + "prepared_review_unit_hash": "94b73c5585158263013f43d3142e1880cda4bdca5af8712b409b602a50266103", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7882, + "estimated_input_tokens": 1971, + "estimated_eval_tokens": 4198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all testing/CI-related but they target different changes and code paths, so none should be clustered as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a safe cluster representative: 45932 is Grafana/OTEL plus model-shape changes, 46100 is a test-migration PR for AltCLIP/ViT, and 46891 is PEFT integration CI/workflow work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45932", + "right": "pull_request:46100", + "accept": false, + "reason": "Both are test-focused, but 45932 changes CI secrets and several model files, while 46100 adds DDP config and migrates model tests. Different underlying changes, not one fix." + }, + { + "left": "pull_request:45932", + "right": "pull_request:46891", + "accept": false, + "reason": "They share a workflow file, but 45932 is about Grafana/OTEL CI wiring and model updates, whereas 46891 is PEFT integration CI plus integration code. Not the same concrete change." + }, + { + "left": "pull_request:46100", + "right": "pull_request:46891", + "accept": false, + "reason": "Both touch tests, but 46100 is an AltCLIP/ViT test migration and 46891 is PEFT integration CI work. Different scope and code paths, so not 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": 27, + "component_count": 39, + "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": "a2c71b20bfb9c6685db26b186a141117294b341c2576dead27163ee74c7c61bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5525, + "estimated_input_tokens": 1382, + "estimated_eval_tokens": 3020 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one PR is a focused EP/Trainer integration change, while the other is a broad distributed-branch base touching many unrelated subsystems.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "Pick #46126 as the canonical PR: it is the most specific, coherent change centered on expert-parallel routing and trainer integration. #46269 is a much broader base branch with many distributed/FSDP/integration edits and does not represent the same concrete change.", + "best_issue_reason": null, + "best_pr_reason": "#46126 is the best representative of the cluster because it has a narrow, identifiable purpose and the strongest signal of a single product change. #46269 is too broad and mixed to serve as the cluster anchor.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46126", + "right": "pull_request:46269", + "accept": false, + "reason": "Do not merge: despite shared distributed filenames, the PRs address different scopes. #46126 implements EP + trainer integration; #46269 is a broad distributed branch base spanning FSDP, generation, integrations, and more, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 28, + "component_count": 39, + "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-46138-10", + "nodes": [ + "pull_request:46138", + "pull_request:46432", + "pull_request:46501", + "pull_request:46502", + "pull_request:46503", + "pull_request:46504", + "pull_request:46554", + "pull_request:46558", + "pull_request:46563", + "pull_request:46716" + ], + "soft_pairs": [ + "pull_request:46138|pull_request:46554", + "pull_request:46138|pull_request:46558", + "pull_request:46138|pull_request:46563", + "pull_request:46138|pull_request:46716", + "pull_request:46138|pull_request:46504", + "pull_request:46432|pull_request:46503", + "pull_request:46432|pull_request:46501", + "pull_request:46432|pull_request:46502", + "pull_request:46432|pull_request:46554", + "pull_request:46432|pull_request:46558", + "pull_request:46501|pull_request:46503", + "pull_request:46501|pull_request:46502", + "pull_request:46501|pull_request:46504", + "pull_request:46501|pull_request:46554", + "pull_request:46502|pull_request:46503", + "pull_request:46502|pull_request:46504", + "pull_request:46502|pull_request:46554", + "pull_request:46503|pull_request:46504", + "pull_request:46503|pull_request:46554", + "pull_request:46504|pull_request:46554", + "pull_request:46504|pull_request:46558", + "pull_request:46554|pull_request:46558", + "pull_request:46554|pull_request:46563", + "pull_request:46554|pull_request:46716", + "pull_request:46558|pull_request:46563", + "pull_request:46558|pull_request:46716", + "pull_request:46563|pull_request:46716", + "pull_request:46504|pull_request:46563", + "pull_request:46504|pull_request:46716" + ], + "prepared_review_unit_hash": "c806384000c3a0e89982b6c726460cdc08e40b4b841682611b70366ad21e2de3", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25920, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 29, + "serialized_chars": 25920, + "estimated_input_tokens": 6480, + "estimated_eval_tokens": 13216 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly superficial similarity from boilerplate \"chore: update *.yml\" workflow PRs. The diffs span unrelated CI/workflow changes, and the pr-ci-security-gate items are separate adjustments to the same file rather than one duplicate change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR stands out: the grouped PRs are unrelated workflow edits or separate security-gate tweaks that do not represent one underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 46554 is the most substantive and concrete change in the set, with a clear security-focused workflow fix; however, it is still not a duplicate anchor for the rest of the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46138", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow files and different changes: stdin handling for self-comment-ci vs security-gate checkout/diff checks." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46558", + "accept": false, + "reason": "Unrelated workflow edits; one updates self-comment-ci message passing, the other changes pr-ci-security-gate permissions/approval flow." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46563", + "accept": false, + "reason": "Self-comment-ci command invocation change is unrelated to a comment added in pr-ci-security-gate." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46716", + "accept": false, + "reason": "Different workflow logic: self-comment-ci stdin piping vs pr-ci-security-gate secrets handling." + }, + { + "left": "pull_request:46138", + "right": "pull_request:46504", + "accept": false, + "reason": "Different files and code paths; self-comment-ci message input handling is not the same as build-ci-docker-images commit-message matching." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46503", + "accept": false, + "reason": "SSH runner hardening and benchmark trigger expansion are unrelated workflow changes." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46501", + "accept": false, + "reason": "One changes ssh-runner download/security handling; the other adjusts anti-slop permissions in a different workflow." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46502", + "accept": false, + "reason": "SSH runner secret handling is unrelated to assign-reviewers checkout base-ref behavior." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflows and problems: ssh-runner hardening vs pr-ci-security-gate checks." + }, + { + "left": "pull_request:46432", + "right": "pull_request:46558", + "accept": false, + "reason": "No shared concrete bug/change; ssh-runner env cleanup is unrelated to pr-ci-security-gate approval gating." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46503", + "accept": false, + "reason": "Anti-slop permission scoping and benchmark workflow_dispatch support are unrelated." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46502", + "accept": false, + "reason": "Different workflow logic: anti-slop permissions vs assign-reviewers checkout ref." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46504", + "accept": false, + "reason": "Anti-slop permissions update is unrelated to build-ci-docker-images commit-message parsing." + }, + { + "left": "pull_request:46501", + "right": "pull_request:46554", + "accept": false, + "reason": "Different files and purposes; anti-slop permission tweak does not match security-gate code changes." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46503", + "accept": false, + "reason": "Assign-reviewers base-ref checkout is unrelated to benchmark_v2 trigger conditions." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46504", + "accept": false, + "reason": "Different workflows and code paths; checkout ref handling is not the same as commit-message grep logic." + }, + { + "left": "pull_request:46502", + "right": "pull_request:46554", + "accept": false, + "reason": "Assign-reviewers workflow change is unrelated to pr-ci-security-gate security checks." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46504", + "accept": false, + "reason": "Benchmark trigger expansion and build-ci-docker-images commit-message handling are separate workflow changes." + }, + { + "left": "pull_request:46503", + "right": "pull_request:46554", + "accept": false, + "reason": "Different workflow scope; benchmark dispatch support is not the same bug/change as pr-ci-security-gate updates." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46554", + "accept": false, + "reason": "Build CI image tag selection logic is unrelated to pr-ci-security-gate security checks." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46558", + "accept": false, + "reason": "Different workflows and concerns; commit-message parsing vs security-gate permissions/approval." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46558", + "accept": false, + "reason": "Same file, but different concrete changes: 46554 adds checkout and diff-based blocking; 46558 adjusts permissions and approval gating." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46563", + "accept": false, + "reason": "46554 implements security checks; 46563 only adds documentation comments about the reusable workflow." + }, + { + "left": "pull_request:46554", + "right": "pull_request:46716", + "accept": false, + "reason": "Related file, but different fix: security checks in 46554 vs secrets inheritance removal in 46716." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46563", + "accept": false, + "reason": "Permissions/approval-flow change is not the same as adding explanatory comments." + }, + { + "left": "pull_request:46558", + "right": "pull_request:46716", + "accept": false, + "reason": "Different security-gate adjustments: permission scoping/approval condition vs secrets handling." + }, + { + "left": "pull_request:46563", + "right": "pull_request:46716", + "accept": false, + "reason": "Comment-only clarification is not the same underlying change as switching to secrets:{}." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46563", + "accept": false, + "reason": "Build CI image message parsing and a pr-ci-security-gate comment are unrelated." + }, + { + "left": "pull_request:46504", + "right": "pull_request:46716", + "accept": false, + "reason": "No shared underlying bug/change; build-ci-docker-images vs pr-ci-security-gate secrets handling." + } + ] + }, + "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": 39, + "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": "796b64bdf97c7b2b93d0fb9519538e60b56146c71b3c69385ba5d8794c0d66ca", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4276, + "estimated_input_tokens": 1069, + "estimated_eval_tokens": 2394 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two pull requests with superficially similar \u201cavoid open() when reading source\u201d intent, but they touch different code paths and solve different concrete problems: one in import_utils source resolution, the other in _can_set_attn_implementation. They should not be clustered as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46207 is the better canonical PR because it targets a specific behavior change in model attention-implementation detection, includes a test update, and has a clearer end-user impact than the broader source-loading refactor in 46152.", + "best_issue_reason": null, + "best_pr_reason": "PR 46207 is the strongest representative for the cluster because it is self-contained, concrete, and has explicit test coverage; 46152 is a separate utility-layer change in a different module.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46152", + "right": "pull_request:46207", + "accept": false, + "reason": "Both avoid file-open source inspection, but they are in different modules and fix different code paths; they are not the same underlying bug 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": 30, + "component_count": 39, + "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-46174-2", + "nodes": [ + "pull_request:46174", + "pull_request:46780" + ], + "soft_pairs": [ + "pull_request:46174|pull_request:46780" + ], + "prepared_review_unit_hash": "a48ce4ca162f555682f79411d7229ac1ccc08d7822dfab654bb881639fccddbc", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6030, + "estimated_input_tokens": 1508, + "estimated_eval_tokens": 3272 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs target the same reported MPS crash in the sinusoidal position embedding helper, but they implement different fixes and are not safe to treat as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 46174 is the broader, more complete fix for the float64-on-MPS crash: it updates the helper across all affected model files and keeps the internal math on CPU float64 before casting back.", + "best_issue_reason": null, + "best_pr_reason": "PR 46174 is the best representative of the cluster because it is the original, more comprehensive fix and has more discussion/review context than the narrower follow-up.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46174", + "right": "pull_request:46780", + "accept": false, + "reason": "They share the same issue target and helper, but the patches are different solutions: 46174 avoids float64 on MPS by doing the arithmetic on CPU first, while 46780 switches the helper to use dtype for internal arithmetic. Those are alternative implementations, not one mergeable 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": 31, + "component_count": 39, + "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-46281-2", + "nodes": [ + "pull_request:46281", + "pull_request:46890" + ], + "soft_pairs": [ + "pull_request:46281|pull_request:46890" + ], + "prepared_review_unit_hash": "0daebd892c0fd3a56a7bc10c3faf096c5e92c0db7e2f05c1a038b11fe7e1758c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4270, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4270, + "estimated_input_tokens": 1068, + "estimated_eval_tokens": 2392 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related by theme (local path-traversal hardening), but they fix different loading code paths: one for sharded checkpoint index weight_map entries, the other for the `transformers_weights` config field.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for duplication: the two PRs address different untrusted inputs and different resolver paths, so they should remain separate.", + "best_issue_reason": null, + "best_pr_reason": "PR 46281 is the clearest representative of the cluster\u2019s security-hardening theme because it contains a concrete containment check for checkpoint shard paths and a focused test surface.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46281", + "right": "pull_request:46890", + "accept": false, + "reason": "Reject: same broad security theme, but not the same bug. 46281 blocks traversal from sharded-checkpoint `weight_map` shard filenames; 46890 blocks traversal from `transformers_weights` filenames. Different inputs, different code paths, not plausibly one merged 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": 32, + "component_count": 39, + "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-46310-2", + "nodes": [ + "pull_request:46310", + "pull_request:46546" + ], + "soft_pairs": [ + "pull_request:46310|pull_request:46546" + ], + "prepared_review_unit_hash": "87cd7fc0c55ba50d4abd5c2d962d01195cbf897af546ada10b97534051819bd0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4851, + "estimated_input_tokens": 1213, + "estimated_eval_tokens": 2682 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs fix the same off-by-one in the Moonshine streaming sliding-window mask (`-dist <= right_window_size`), but #46546 is the more complete change because it also updates Gemma4 and adds tests.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "#46546 is broader and more complete: it includes the Moonshine fix, the analogous Gemma4 fix, and test coverage.", + "best_issue_reason": null, + "best_pr_reason": "#46546 is the best representative PR because it addresses the same boundary bug with additional coverage and validation, while #46310 is a narrower subset.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46310", + "right": "pull_request:46546", + "accept": true, + "reason": "Accept: the shared Moonshine change is the same concrete off-by-one boundary fix in the same mask function; #46546 extends that fix rather than introducing a different bug or unrelated 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": 33, + "component_count": 39, + "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-46376-6", + "nodes": [ + "pull_request:46376", + "pull_request:46417", + "pull_request:46425", + "pull_request:46509", + "pull_request:46850", + "pull_request:46917" + ], + "soft_pairs": [ + "pull_request:46376|pull_request:46417", + "pull_request:46376|pull_request:46425", + "pull_request:46425|pull_request:46509", + "pull_request:46425|pull_request:46917", + "pull_request:46425|pull_request:46850", + "pull_request:46850|pull_request:46917" + ], + "prepared_review_unit_hash": "22d5a2ee13951a94b1b2bcaa141053916ded8658ec7765f0c63afc5fc0dbdbbd", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 16838, + "estimated_input_tokens": 4210, + "estimated_eval_tokens": 8676 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 6, + "serialized_chars": 16838, + "estimated_input_tokens": 4210, + "estimated_eval_tokens": 8676 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: the PRs span unrelated model additions, a masking bug fix, continuous batching multimodal work, and a deprecation cleanup. The only superficially similar pair (RADIO vs. deprecated training args) is not the same change and should not be merged as a duplicate.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:46376", + "right": "pull_request:46417", + "accept": false, + "reason": "Different scopes: continuous batching multimodal support vs. adding the HunYuan VL model; no shared code-path bug or mergeable duplicate." + }, + { + "left": "pull_request:46376", + "right": "pull_request:46425", + "accept": false, + "reason": "Different model/system work: continuous batching internals vs. RADIO model implementation; not the same underlying change." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46509", + "accept": false, + "reason": "Both are model additions, but for different models and codepaths (RADIO vs. Nemotron Omni); not duplicates." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46917", + "accept": false, + "reason": "RADIO model support and deprecated training-args cleanup are unrelated; similarity is only superficial via shared framework files." + }, + { + "left": "pull_request:46425", + "right": "pull_request:46850", + "accept": false, + "reason": "RADIO model support and Gemma masking fix are unrelated; one adds a model, the other fixes attention masking logic." + }, + { + "left": "pull_request:46850", + "right": "pull_request:46917", + "accept": false, + "reason": "Attention-masking bug fix vs. deprecation removal are different changes and would not be merged 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": 34, + "component_count": 39, + "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-46574-2", + "nodes": [ + "pull_request:46574", + "pull_request:46580" + ], + "soft_pairs": [ + "pull_request:46574|pull_request:46580" + ], + "prepared_review_unit_hash": "0a37585bf90df6fa8059a0b68c957d6622f711597e1c93d03634a7b6e91a968e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4410, + "estimated_input_tokens": 1103, + "estimated_eval_tokens": 2462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated PRs in tokenizer loading/decoding: one fixes CodeLlama decode stripping real leading spaces, the other fixes DeepSeek checkpoints resolving to the wrong tokenizer class. They share a broad subsystem but not the same bug or change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No strong canonical PR for a duplicate cluster here; if forced, #46574 is the more self-contained fix with a single code-path change and targeted tests, while #46580 is a broader registry override for a different loading problem.", + "best_issue_reason": null, + "best_pr_reason": "#46574 is the better representative of a focused bug fix: it corrects a specific decode-path regression in CodeLlama and has a narrow scope. #46580 addresses a separate checkpoint-classification issue and is not a better canonical representative of this pair.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46574", + "right": "pull_request:46580", + "accept": false, + "reason": "Different underlying bugs and code paths: CodeLlama decoder stripping on decode vs DeepSeek auto-tokenizer class selection on load. They are not plausibly mergeable into one PR as a duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 35, + "component_count": 39, + "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-46603-2", + "nodes": [ + "pull_request:46603", + "pull_request:46604" + ], + "soft_pairs": [ + "pull_request:46603|pull_request:46604" + ], + "prepared_review_unit_hash": "69f0444257f28b131f46ef4c8bd38dc987d04ce24b0467a6b9eccdffeeb11382", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5496, + "estimated_input_tokens": 1374, + "estimated_eval_tokens": 3004 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related Mistral tokenizer PRs, but they cover different changes: #46603 is a refactor that moves `MistralConverter` into `integrations/mistral/`, while #46604 adds tekken tokenizer detection, conversion, and save utilities. Shared files do not imply the same underlying change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: #46603 is a packaging/refactor move, and #46604 is a separate feature PR for tokenizer detection/conversion/save behavior.", + "best_issue_reason": null, + "best_pr_reason": "#46604 is the better representative of the cluster because it is the more substantial end-user change; #46603 is mostly an internal refactor relocating code.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46603", + "right": "pull_request:46604", + "accept": false, + "reason": "Different concrete changes: move of `MistralConverter` vs adding tekken tokenizer detection/conversion/save utilities. They are related but not the same bug/fix or a single mergeable 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": 36, + "component_count": 39, + "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-46741-4", + "nodes": [ + "pull_request:46741", + "pull_request:46773", + "pull_request:46781", + "pull_request:46937" + ], + "soft_pairs": [ + "pull_request:46741|pull_request:46773", + "pull_request:46741|pull_request:46781", + "pull_request:46773|pull_request:46937" + ], + "prepared_review_unit_hash": "ced8aa090c19bd711884a88d784eb6ec5e68a766c5edf310438b7047679880e5", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 11148, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 3, + "serialized_chars": 11148, + "estimated_input_tokens": 2787, + "estimated_eval_tokens": 5830 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three distinct PRs in adjacent linear-attention/hybrid-model areas, but they address different bugs: state handling for chunked prefill/speculative decoding, padding-mask application at batch size 1, quantized-cache construction for hybrid models, and assisted-generation statefulness. The overlap is mostly in affected model families, not the concrete code paths.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:46741 is the broadest representative of the cluster because it spans multiple hybrid/state-cache model implementations and the most central shared theme is cache/state handling in those models.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:46741 is the best single representative of the group, but it should not be merged with the others because its fix is specifically about chunked-prefill/speculative decoding state reuse rather than padding masks, quantized cache layout, or assisted generation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46741", + "right": "pull_request:46773", + "accept": false, + "reason": "Both touch some of the same model files, but 46741 fixes cache/state reuse for chunked prefill/speculative decoding while 46773 fixes padding-mask application for batch size 1. Different bugs and code paths." + }, + { + "left": "pull_request:46741", + "right": "pull_request:46781", + "accept": false, + "reason": "46741 is about hybrid-model cache state during decoding; 46781 is about QuantizedCache initialization for hybrid SSM+attention models. Same broad area, but not the same concrete failure." + }, + { + "left": "pull_request:46773", + "right": "pull_request:46937", + "accept": false, + "reason": "46773 fixes padding-mask behavior in linear-attention models; 46937 marks LFM2/LFM2-MoE as stateful to reject assisted generation. Different underlying issues and no plausible single merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 37, + "component_count": 39, + "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-46895-3", + "nodes": [ + "pull_request:46895", + "pull_request:46898", + "pull_request:46916" + ], + "soft_pairs": [ + "pull_request:46895|pull_request:46898", + "pull_request:46895|pull_request:46916", + "pull_request:46898|pull_request:46916" + ], + "prepared_review_unit_hash": "6a0e7216559272ae4dabb7e780f989b36257cae0badab3774566b0ce1394b96d", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7714, + "estimated_input_tokens": 1929, + "estimated_eval_tokens": 4114 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7714, + "estimated_input_tokens": 1929, + "estimated_eval_tokens": 4114 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs address the same general training-loss double-shift pattern, but they are model-specific fixes rather than true duplicates of the same concrete change.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46916 is the best representative because it is the most complete patch, covering both CohereASR and Florence2, while the other two are narrower single-model variants.", + "best_issue_reason": null, + "best_pr_reason": "PR #46916 is the strongest standalone candidate since it combines both fixes and directly matches the common theme across the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46895", + "right": "pull_request:46898", + "accept": false, + "reason": "Same bug pattern, but different model code paths and different files; this is not the same concrete change." + }, + { + "left": "pull_request:46895", + "right": "pull_request:46916", + "accept": false, + "reason": "#46916 includes the CohereASR fix plus an additional Florence2 change, so it is broader than #46895 and not a duplicate of the same exact change." + }, + { + "left": "pull_request:46898", + "right": "pull_request:46916", + "accept": false, + "reason": "#46916 includes the Florence2 fix plus an additional CohereASR change; shared tracking issue 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": 38, + "component_count": 39, + "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-46907-6", + "nodes": [ + "pull_request:46907", + "pull_request:46908", + "pull_request:46926", + "pull_request:46927", + "pull_request:46928", + "pull_request:46941" + ], + "soft_pairs": [ + "pull_request:46907|pull_request:46927", + "pull_request:46907|pull_request:46926", + "pull_request:46907|pull_request:46941", + "pull_request:46907|pull_request:46908", + "pull_request:46907|pull_request:46928", + "pull_request:46908|pull_request:46926", + "pull_request:46908|pull_request:46928", + "pull_request:46908|pull_request:46927", + "pull_request:46908|pull_request:46941", + "pull_request:46926|pull_request:46927", + "pull_request:46926|pull_request:46941", + "pull_request:46926|pull_request:46928", + "pull_request:46927|pull_request:46941", + "pull_request:46927|pull_request:46928", + "pull_request:46928|pull_request:46941" + ], + "prepared_review_unit_hash": "cf6163cc7d6bbf9031156c33fdde11bf53eed83bb23b0864a7f30febf3a129c7", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 15308, + "estimated_input_tokens": 3827, + "estimated_eval_tokens": 7910 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 15, + "serialized_chars": 15308, + "estimated_input_tokens": 3827, + "estimated_eval_tokens": 7910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are all small fixups, but they span different models and failure modes; none are true duplicates of one another.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the changes target different code paths and models, so they should not be collapsed into one duplicate cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 46907 is the best global representative only in the loose sense that it is a concrete model-code fix; the others are mostly test-only workarounds or unrelated changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46907", + "right": "pull_request:46927", + "accept": false, + "reason": "Different models and bugs: edgetam kwarg cleanup vs glm46v input_ids casting." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46926", + "accept": false, + "reason": "Edgetam model code fix vs minimax_m3_vl test load workaround; unrelated underlying issues." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46941", + "accept": false, + "reason": "Edgetam processor-kwarg cleanup vs DAC distance-formula fix; different code paths." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46908", + "accept": false, + "reason": "Edgetam model fix vs deepseek_v32 test offload-folder workaround; not the same bug." + }, + { + "left": "pull_request:46907", + "right": "pull_request:46928", + "accept": false, + "reason": "Edgetam kwarg handling vs BLIP-2 tokenizer registration; unrelated changes." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46926", + "accept": false, + "reason": "Both are test-load workarounds, but for different models and setups, so not the same underlying change." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46927", + "accept": false, + "reason": "Deepseek load_error test workaround vs glm46v type-casting fix; different problems." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46928", + "accept": false, + "reason": "Deepseek test workaround vs BLIP-2 tokenizer mapping update; unrelated." + }, + { + "left": "pull_request:46908", + "right": "pull_request:46941", + "accept": false, + "reason": "Deepseek test workaround vs DAC numerical fix; different code paths and failure modes." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46927", + "accept": false, + "reason": "Minimax_m3_vl offload-folder test fix vs glm46v input casting fix; not duplicates." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46941", + "accept": false, + "reason": "Minimax_m3_vl test workaround vs DAC latent-distance bug fix; unrelated." + }, + { + "left": "pull_request:46926", + "right": "pull_request:46928", + "accept": false, + "reason": "Minimax_m3_vl test load workaround vs BLIP-2 tokenizer registry change; different issues." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46941", + "accept": false, + "reason": "Different model implementations and defects: glm46v input_ids casting vs DAC distance computation." + }, + { + "left": "pull_request:46927", + "right": "pull_request:46928", + "accept": false, + "reason": "GLM46V forward fix vs BLIP-2 tokenizer prefix addition; unrelated." + }, + { + "left": "pull_request:46928", + "right": "pull_request:46941", + "accept": false, + "reason": "BLIP-2 tokenizer mapping update vs DAC math fix; no shared 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": 39, + "component_count": 39, + "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-46933-2", + "nodes": [ + "pull_request:46933", + "pull_request:46942" + ], + "soft_pairs": [ + "pull_request:46933|pull_request:46942" + ], + "prepared_review_unit_hash": "be0ee69db687e26654324f7e1fa4fdec0f32809d18d80eb4d735ca6bf59064d6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4372, + "estimated_input_tokens": 1093, + "estimated_eval_tokens": 2442 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate PRs with the same general anti-pattern fix (avoid casting quantized weights to non-float dtypes), but they affect different model families and different forward paths, so they are not duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46933 is the better cluster representative because it has an explicit issue target and a clear, focused fix in Gemma4's vision/audio embedder code path.", + "best_issue_reason": null, + "best_pr_reason": "PR #46933 is the best representative PR for this cluster: it is narrowly scoped, has an explicit linked issue, and cleanly captures the dtype-casting bug pattern shown here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46933", + "right": "pull_request:46942", + "accept": false, + "reason": "Both PRs fix dtype casting under quantization, but one is for Gemma4 vision/audio embedders and the other is for TimesFM 2.5 ResidualBlock layers. They are different model-specific code paths and not the same underlying bug or mergeable into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260628T180015Z/analysis-runs/hybrid-model-20260628t180015z/manifest.json b/snapshots/20260628T180015Z/analysis-runs/hybrid-model-20260628t180015z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..1184a0d01f1171c881f14da8bd2ceb2fa99f5eb9 --- /dev/null +++ b/snapshots/20260628T180015Z/analysis-runs/hybrid-model-20260628t180015z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260628t180015z", + "artifacts": { + "hybrid": "snapshots/20260628T180015Z/analysis-runs/hybrid-model-20260628t180015z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260628T180015Z/analysis-runs/hybrid-model-20260628t180015z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-06-28T18:06:12Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260628T180015Z", + "variant": "hybrid" +} diff --git a/snapshots/20260628T180015Z/manifest.json b/snapshots/20260628T180015Z/manifest.json index 3d312af2356adc9792d1bc11e8361ac6d32c41cf..b0b3e83648edf7731820ce478b37ee9a0aa17aad 100644 --- a/snapshots/20260628T180015Z/manifest.json +++ b/snapshots/20260628T180015Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 404 }, "extracted_at": "2026-06-28T18:00:15Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260628t180015z", + "runs": { + "hybrid-model-20260628t180015z": { + "analysis_id": "hybrid-model-20260628t180015z", + "artifacts": { + "hybrid": "snapshots/20260628T180015Z/analysis-runs/hybrid-model-20260628t180015z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260628T180015Z/analysis-runs/hybrid-model-20260628t180015z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260628T180015Z/analysis-runs/hybrid-model-20260628t180015z/manifest.json", + "model": null, + "published_at": "2026-06-28T18:06:12Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260628T180015Z", "watermark": {